<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Remote Sens.</journal-id>
<journal-title>Frontiers in Remote Sensing</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Remote Sens.</abbrev-journal-title>
<issn pub-type="epub">2673-6187</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1482244</article-id>
<article-id pub-id-type="doi">10.3389/frsen.2025.1482244</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Remote Sensing</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Nocturnal fish chorusing activity in the central Red Sea mesophotic reef zone and adjacent shallow sites</article-title>
<alt-title alt-title-type="left-running-head">Havlik et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frsen.2025.1482244">10.3389/frsen.2025.1482244</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Havlik</surname>
<given-names>Michelle-Nicole</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1760371/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Parry</surname>
<given-names>Anieka J.</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1332832/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Steckbauer</surname>
<given-names>Alexandra</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/225095/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Watts</surname>
<given-names>Marta Ezeta</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/3002261/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Marchese</surname>
<given-names>Fabio</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/488882/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Benzoni</surname>
<given-names>Francesca</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1363019/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Duarte</surname>
<given-names>Carlos M.</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/135333/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff>
<institution>Marine Science Program</institution>, <institution>Biological and Environmental Science and Engineering Division (BESE)</institution>, <institution>King Abdullah University of Science and Technology (KAUST)</institution>, <addr-line>Thuwal</addr-line>, <country>Saudi Arabia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1621922/overview">Lucia Di Iorio</ext-link>, UMR5110 Centre de formation et de recherche sur les environnements m&#xe9;diterran&#xe9;ens (CEFREM), France</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2661334/overview">Gerald D&#x2019;Spain</ext-link>, University of California, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2803178/overview">Lauren Amy Hawkins</ext-link>, Curtin University, Australia</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Michelle-Nicole Havlik, <email>michellenicole.havlik@kaust.edu.sa</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>03</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>6</volume>
<elocation-id>1482244</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>03</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Havlik, Parry, Steckbauer, Watts, Marchese, Benzoni and Duarte.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Havlik, Parry, Steckbauer, Watts, Marchese, Benzoni and Duarte</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Through sharing characteristics of chorus activity, especially in regions that are particularly data deficient, we can aim at a broader, global understanding of fish chorusing and consequently important spatiotemporal changes in habitat use by schooling fish. Here, we identify seasonal changes in fish chorusing activity using passive acoustic monitoring, in the central Red Sea mesophotic and adjacent shallow coral reef zones. For this study, recorders were placed in the mesophotic coral reef zone (70&#x2013;80&#xa0;m), and adjacent shallow reef sites (10&#xa0;m), over 2&#xa0;weeks during summer and winter seasons. A total of eleven choruses were identified and catalogued according to timing, location and acoustic characteristics of frequency and sound pressure levels. The presence of choruses in both deep and shallow reef sites is indicative of critical habitat for fish foraging, courtship, spawning, and/or migratory activity. All but two choruses were found to originate at or near the mesophotic sites. Four choruses unique to summer and winter (n=3 and 1 respectively) were most prevalent in soundscapes. Temperature and oxygen levels, measured to document conditions under which the choruses were present, showed little change across the mesophotic zone even between seasons, while daily fluctuation occurred in the adjacent shallow sites in both seasons.</p>
</abstract>
<kwd-group>
<kwd>fish chorus</kwd>
<kwd>acoustic monitoring</kwd>
<kwd>soundscape</kwd>
<kwd>mesophotic</kwd>
<kwd>coral</kwd>
<kwd>reef</kwd>
</kwd-group>
<contract-sponsor id="cn001">King Abdullah University of Science and Technology<named-content content-type="fundref-id">10.13039/501100004052</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Acoustic Remote Sensing</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Mesophotic Coral Ecosystems (MCEs) (<xref ref-type="bibr" rid="B85">P&#xe9;rez&#x2010;Rosales et al., 2022</xref>) have been largely understudied in comparison to their shallow counterparts, despite representing a significant percentage of coral reef ecosystem area globally (<xref ref-type="bibr" rid="B54">Lesser et al., 2009</xref>; <xref ref-type="bibr" rid="B43">Kahng et al., 2010</xref>; <xref ref-type="bibr" rid="B61">Loya et al., 2019</xref>; <xref ref-type="bibr" rid="B91">Pyle and Copus, 2019</xref>). This is largely due to the difficulty of access to these depths. MCEs mainly exist beyond the regular limits for SCUBA diving, invoking the need for technical diving or costly manned and unmanned vehicles to adequately explore these ecosystems. MCEs are both dependent on availability of light and temperature, ranging from 30&#xa0;m to depths of up to 150&#xa0;m, depending on the location (<xref ref-type="bibr" rid="B43">Kahng et al., 2010</xref>).</p>
<p>With rising sea temperatures, MCEs have also been suggested as a potential refuge for coral species against thermal bleaching (<xref ref-type="bibr" rid="B85">P&#xe9;rez&#x2010;Rosales et al., 2022</xref>; <xref ref-type="bibr" rid="B43">Kahng et al., 2010</xref>; <xref ref-type="bibr" rid="B12">Bongaerts et al., 2010</xref>). Like shallow reefs, they support a high diversity of corals, sponges, algae and other reef associated organisms (<xref ref-type="bibr" rid="B54">Lesser et al., 2009</xref>; <xref ref-type="bibr" rid="B43">Kahng et al., 2010</xref>; <xref ref-type="bibr" rid="B61">Loya et al., 2019</xref>; <xref ref-type="bibr" rid="B101">Rowley, 2018</xref>). However, the bioacoustic dynamics of these habitats, particularly in terms of fish communities, remain poorly understood. The upper mesophotic zone supports similar fish communities to shallow photic reefs, however a faunal shift occurs in the lower mesophotic zone, where unique fish assemblages exist (generally between 60 and 150&#xa0;m) (<xref ref-type="bibr" rid="B43">Kahng et al., 2010</xref>; <xref ref-type="bibr" rid="B94">Raick et al., 2023</xref>). MCEs likely possess a unique soundscape fundamental to ecological processes, such as the attraction of larval organisms through phonotaxis (<xref ref-type="bibr" rid="B73">Montgomery et al., 2006</xref>; <xref ref-type="bibr" rid="B111">Vermeij et al., 2010</xref>; <xref ref-type="bibr" rid="B41">Jones et al., 2017</xref>; <xref ref-type="bibr" rid="B52">Lecchini et al., 2018</xref>; <xref ref-type="bibr" rid="B5">Anderson, 2021</xref>). As acoustic events which often cover a large spatial extent (<xref ref-type="bibr" rid="B69">McCauley and Cato, 2000</xref>), fish chorusing can form a part of this soundscape, giving an indication of habitat use by chorusing fish species. Soundscapes of mesophotic and deep coral reef ecosystems remain understudied in comparison to other habitats, such as shallow-water coral reefs, coastal ocean and pelagic sites (<xref ref-type="bibr" rid="B32">Havlik et al., 2022</xref>).</p>
<p>Capturing fish chorus activity using passive acoustic monitoring (PAM) can help define spatiotemporal trends in vocal species presence and habitat usage (<xref ref-type="bibr" rid="B18">Cato, 1978</xref>; <xref ref-type="bibr" rid="B33">Hawkins et al., 2023</xref>; <xref ref-type="bibr" rid="B81">Parsons et al., 2016a</xref>), information difficult to ascertain through traditional methods such as visual surveys or trawling (<xref ref-type="bibr" rid="B57">Lindseth and Lobel, 2018</xref>; <xref ref-type="bibr" rid="B59">Lobel, 2002</xref>). In this way, PAM can enable more effective management and zoning, especially in fisheries management (<xref ref-type="bibr" rid="B63">Luczkovich et al., 2008a</xref>). Sound is an intrinsic component for marine life, with many species perceiving sound and using it for essential behaviors such as communication (<xref ref-type="bibr" rid="B4">Amorim, 2006</xref>; <xref ref-type="bibr" rid="B34">Heimrich et al., 2021</xref>; <xref ref-type="bibr" rid="B42">Kaatz et al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ladich, 2019</xref>), navigation (<xref ref-type="bibr" rid="B73">Montgomery et al., 2006</xref>; <xref ref-type="bibr" rid="B111">Vermeij et al., 2010</xref>; <xref ref-type="bibr" rid="B104">Simpson et al., 2005</xref>) and feeding (<xref ref-type="bibr" rid="B29">Gannon et al., 2005</xref>; <xref ref-type="bibr" rid="B35">Herzing and Elliser, 2014</xref>). Consequently, the largescale acoustic event formed by fish chorusing, can affect more than just the species participating. Chorusing can function as a beacon for marine fauna towards areas of high productivity and biomass (<xref ref-type="bibr" rid="B88">Pine et al., 2018</xref>; <xref ref-type="bibr" rid="B70">McCauley and Cato, 2016</xref>). While globally the characteristics of numerous choruses have been described (<xref ref-type="bibr" rid="B59">Lobel, 2002</xref>; <xref ref-type="bibr" rid="B4">Amorim, 2006</xref>), few studies have settled on the species responsible with a high degree of certainty. Previously it has been possible to estimate the number of individuals forming a chorusing shoal (<xref ref-type="bibr" rid="B28">Erisman and Rowell, 2017</xref>; <xref ref-type="bibr" rid="B99">Rowell et al., 2017</xref>; <xref ref-type="bibr" rid="B100">Rowell et al., 2012</xref>), however this remains difficult due to lack of species specific bioacoustic information such as calling rates, as well as differences in sound propagation. Nevertheless, observing chorusing behavior can provide presence/absence information of fish assemblages. Despite this value of PAM, its application to MCEs remains particularly sparse (<xref ref-type="bibr" rid="B94">Raick et al., 2023</xref>; <xref ref-type="bibr" rid="B95">Raick et al., 2024</xref>), further emphasizing the understudied nature of these unique habitats.</p>
<p>As fish chorusing constitutes an essential part of marine soundscapes (<xref ref-type="bibr" rid="B18">Cato, 1978</xref>; <xref ref-type="bibr" rid="B88">Pine et al., 2018</xref>; <xref ref-type="bibr" rid="B68">McCauley and Cato, 1998</xref>), understanding these acoustic phenomena at mesophotic depths can begin to understand seasonality and habitat use by soniferous groups of fish in this understudied zone of the Red Sea. A soundscape is defined by the International Standards Organization (ISO) as the &#x201c;characterization of the ambient sound in terms of its spatial, temporal and frequency attributes, and the types of sources contributing to the sound field&#x201d; (<xref ref-type="bibr" rid="B103">Schafer, 1969</xref>; <xref ref-type="bibr" rid="B87">Pijanowski et al., 2011</xref>; <xref ref-type="bibr" rid="B39">ISO, 2017</xref>). All fish are able to perceive sounds underwater (<xref ref-type="bibr" rid="B4">Amorim, 2006</xref>; <xref ref-type="bibr" rid="B58">Lobel, 1992</xref>; <xref ref-type="bibr" rid="B79">Parmentier and Fine, 2016</xref>) but active sound production and acoustic communication has been found in approximately 1000 fish species, from 133 fish families and 33 orders (<xref ref-type="bibr" rid="B60">Looby et al., 2022</xref>). The two main mechanisms for sound production in fish are stridulation (rubbing of bones), and the use of sonic muscles attached to the swim bladder (<xref ref-type="bibr" rid="B4">Amorim, 2006</xref>; <xref ref-type="bibr" rid="B79">Parmentier and Fine, 2016</xref>). While fish species may produce more than one sound (<xref ref-type="bibr" rid="B4">Amorim, 2006</xref>; <xref ref-type="bibr" rid="B42">Kaatz et al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ladich, 2019</xref>; <xref ref-type="bibr" rid="B1">Aalbers and Drawbridge, 2008</xref>; <xref ref-type="bibr" rid="B6">Bertucci et al., 2015</xref>; <xref ref-type="bibr" rid="B16">Carri&#xe7;o et al., 2019</xref>), chorusing behavior by a single species usually consists of one repeated, coordinated sound (<xref ref-type="bibr" rid="B59">Lobel, 2002</xref>; <xref ref-type="bibr" rid="B58">Lobel, 1992</xref>), or mixed sounds by multiple species as is the case in dawn and dusk chorusing behavior similar to that seen in birds (<xref ref-type="bibr" rid="B18">Cato, 1978</xref>; <xref ref-type="bibr" rid="B68">McCauley and Cato, 1998</xref>). A chorus is defined as a sustained background noise, resulting when many individuals emit sound simultaneously in a designated area, and is clearly audible above ambient noise (<xref ref-type="bibr" rid="B18">Cato, 1978</xref>; <xref ref-type="bibr" rid="B42">Kaatz et al., 2017</xref>; <xref ref-type="bibr" rid="B70">McCauley and Cato, 2016</xref>). Chorusing in fish can occur passively during feeding (<xref ref-type="bibr" rid="B88">Pine et al., 2018</xref>), or to coordinate activities such as courtship, spawning and feeding between individuals of a species (<xref ref-type="bibr" rid="B18">Cato, 1978</xref>; <xref ref-type="bibr" rid="B68">McCauley and Cato, 1998</xref>; <xref ref-type="bibr" rid="B58">Lobel, 1992</xref>; <xref ref-type="bibr" rid="B23">D&#x2019;spain and Batchelor, 2006</xref>; <xref ref-type="bibr" rid="B67">McCauley, 2012</xref>; <xref ref-type="bibr" rid="B82">Parsons et al., 2013</xref>) and many species have evolved nocturnality as a potential spawning strategy to lessen predatory risk and increase egg survival (<xref ref-type="bibr" rid="B106">&#x160;mejkal et al., 2018</xref>).</p>
<p>Due to this nocturnality, the use of PAM is particularly well-suited to detect such coordinated sound production over space and time, offering valuable insights into fish activity where visual surveys are logistically challenging (<xref ref-type="bibr" rid="B63">Luczkovich et al., 2008a</xref>; <xref ref-type="bibr" rid="B64">Luczkovich et al., 2008b</xref>; <xref ref-type="bibr" rid="B110">Van Oosterom et al., 2016</xref>). Visual surveys of spawning aggregations depend on weather conditions, and are generally restricted to a certain area (<xref ref-type="bibr" rid="B19">Ch&#xe9;rubin et al., 2020</xref>), while the aggregations may have an uncertain spatial range (<xref ref-type="bibr" rid="B38">Ikegami et al., 2014</xref>; <xref ref-type="bibr" rid="B70">McCauley and Cato, 2016</xref>). While weather also influences PAM recordings, in certain conditions filters may be applied to data to extract meaningful patterns (<xref ref-type="bibr" rid="B27">Erbe et al., 2022</xref>). PAM can non-invasively detect biological activity and changes that traditional methods, such as plankton net tows, may not accurately capture, as egg collection can be influenced by predation and currents (<xref ref-type="bibr" rid="B19">Ch&#xe9;rubin et al., 2020</xref>). However, while fish choruses are often recorded, attributing them to specific species remains challenging due to the difficulty of direct observation (<xref ref-type="bibr" rid="B70">McCauley and Cato, 2016</xref>; <xref ref-type="bibr" rid="B113">Zhang and Katsnelson, 2021</xref>; <xref ref-type="bibr" rid="B33">Hawkins et al., 2023</xref>). Species identification can include using a camera/hydrophone set up where the shoal is estimated to be, or in an experimental tank. While a tank ensures the sound originates from the study species, fish may not conduct themselves naturally. With development, PAM could provide better insights into the activity and durationspawning events as has been seen in exsitu experiments (<xref ref-type="bibr" rid="B64">Luczkovich et al., 2008b</xref>; <xref ref-type="bibr" rid="B74">Montie et al., 2017</xref>).</p>
<p>Nevertheless, PAM offers the ability to non-invasively monitor changes in fish chorusing and detect these important biological events that may otherwise remain undocumented. Fish chorusing can function as an attractant, or a beacon towards an area of high productivity utilized by the chorusing species (<xref ref-type="bibr" rid="B70">McCauley and Cato, 2016</xref>), associated predators (<xref ref-type="bibr" rid="B29">Gannon et al., 2005</xref>; <xref ref-type="bibr" rid="B96">Remage-Healey et al., 2006</xref>; <xref ref-type="bibr" rid="B62">Luczkovich and Keusenkothen, 2008</xref>) and other marine life. Furthermore, the absence or reduction of fish chorusing may serve as an indicator of environmental change or habitat degradation, signaling broader ecological disturbances (<xref ref-type="bibr" rid="B31">Gordon et al., 2019</xref>; <xref ref-type="bibr" rid="B98">Rossi et al., 2017</xref>; <xref ref-type="bibr" rid="B24">Duarte et al., 2021</xref>). While fish chorusing has been documented globally, soundscape analyses of MCEs remain limited to a handful of studies, particularly in regions of French Polynesia and Okinawa, Japan (<xref ref-type="bibr" rid="B94">Raick et al., 2023</xref>; <xref ref-type="bibr" rid="B95">Raick et al., 2024</xref>; <xref ref-type="bibr" rid="B56">Lin et al., 2021</xref>; <xref ref-type="bibr" rid="B8">Bertucci et al., 2017</xref>; <xref ref-type="bibr" rid="B3">Akamatsu et al., 2018</xref>; <xref ref-type="bibr" rid="B112">Williams et al., 2024</xref>). The eastern coast of the Central Red Sea, where few courtship and spawning events have been described (<xref ref-type="bibr" rid="B26">El-Regal, 2013</xref>; <xref ref-type="bibr" rid="B45">Kattan et al., 2022</xref>), and no fish choruses have been documented, remains an understudied area for bioacoustics altogether. This study presents the first comprehensive investigation into the spatial and temporal components of fish chorusing within the mesophotic and shallow reef zones of the Red Sea.</p>
<p>The Red Sea is a unique ocean basin with highly diverse shallow and deep coastal reef ecosystems, flanking a central canyon with depths of up to 3,000&#xa0;m (<xref ref-type="bibr" rid="B9">Berumen et al., 2013</xref>; <xref ref-type="bibr" rid="B17">Carvalho et al., 2019</xref>). The Red Sea exhibits high levels of biodiversity and endemism; of approximately 1166 fish species present, 165 species are exclusively endemic to the Red Sea (<xref ref-type="bibr" rid="B11">Bogorodsky and Randall, 2019</xref>). Additionally, of 46 species that live below 200&#xa0;m, 22 species are endemic (<xref ref-type="bibr" rid="B11">Bogorodsky and Randall, 2019</xref>). Given increasing threats such as overfishing (<xref ref-type="bibr" rid="B19">Ch&#xe9;rubin et al., 2020</xref>; <xref ref-type="bibr" rid="B38">Ikegami et al., 2014</xref>) and rising anthropogenic noise pollution from one of the world&#x2019;s most active shipping lanes, the need for innovative monitoring strategies is paramount. It is documented that choruses lasting longer with increased fish calls, involved more productive spawning sessions (<xref ref-type="bibr" rid="B74">Montie et al., 2017</xref>; <xref ref-type="bibr" rid="B102">Sadovy De Mitcheson et al., 2008</xref>), and anthropogenic noise such as motor boats can directly overlap frequencies, disturbing activities surrounding communication and reproduction success (<xref ref-type="bibr" rid="B37">Holles et al., 2013</xref>; <xref ref-type="bibr" rid="B77">Nedelec et al., 2017</xref>; <xref ref-type="bibr" rid="B89">Popper and Hawkins, 2019</xref>; <xref ref-type="bibr" rid="B92">Radford et al., 2023</xref>; <xref ref-type="bibr" rid="B21">De Jong et al., 2018</xref>).</p>
<p>Here, we aimed to characterize temporal patterns of fish chorusing in soundscapes within the mesophotic and adjacent shallow reef ecosystems of the Red Sea. Using multiple hydrophones (three per location) within two study locations, deployed on a gradient from shallow to the adjacent mesophotic area, we aimed to understand the spatial extent and potential source location of fish choruses in these zones, as well as the seasonality and temporal patterns.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Locations and sensor systems</title>
<p>Suitable sites in the mesophotic zone were identified using high resolution multibeam bathymetry (unpublished raw data) and georeferenced ROV transects collected in 2021 by the Habitat and Benthic Biodiversity (HaBB) Laboratory team at KAUST (Marchese et al., 2021). Two locations were subsequently chosen: Al Fahal (AF) reef (22&#xb0;18&#x2032;03.0&#x2033;N 38&#xb0;57&#x2032;35.6&#x2033;E) and King Abdullah Economic City (KAEC/KA) reef (22&#xb0;22&#x2032;13.3&#x2033;N 39&#xb0;03&#x2032;39.1&#x2033;E). At each location one shallow site and two mesophotic sites were established, totaling six sites (<xref ref-type="fig" rid="F1">Figures 1</xref>, <xref ref-type="fig" rid="F2">2</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). In terms of the entire reef shelf, KAEC sites are considered to be inshore, while Al Fahal is a mid-shore fringing reef (13&#xa0;km offshore) while more fringing reefs enclose the reef complex &#x223c;20&#xa0;km offshore).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Inset map showing study location in the Red Sea <bold>(B)</bold> Map of study site locations, off the coast of Thuwal and KAEC (Saudi Arabia) (depths in <xref ref-type="table" rid="T1">Table 1</xref>) with benthic elevation, of Al Fahal (AF) reef complex and KAEC (KA) reef complex (survey data in publication) showing a steep drop off from the mesophotic plateau (&#x223c;70&#x2013;80&#xa0;m) to deeper water (&#x223c;600&#xa0;m depth). The cargo ship on the satellite image (below A) shows common passage area for large vessels.</p>
</caption>
<graphic xlink:href="frsen-06-1482244-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Coral at Al Fahal shallow site (12&#xa0;m depth) <bold>(B)</bold> Frame deployment at KAEC shallow site (11.8&#xa0;m) surrounded by patches of mostly dead coral. ROV photo of mesophotic site KAEC, DS3 (77.8&#xa0;m), representative of all mesophotic sites, showing <bold>(C)</bold> surrounding rocky bommie on the sand flat, dominated by coralline crustose algae, corals such as <italic>Leptoseris</italic> sp. and sponges (KAEC, DS3, 77.8&#xa0;m depth) <bold>(D)</bold> Gobiidae on sand flat usually in symbiosis with Alpheidae (snapping shrimp) (KAEC, DS3, 77.8&#xa0;m depth).</p>
</caption>
<graphic xlink:href="frsen-06-1482244-g002.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Frame deployment information of the two locations, Al Fahal reef (AF) and KAEC (KA), shallow (SH) and mesophotic (deep) sites (DS).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Site</th>
<th align="left">Winter dates <italic>(Chorus)</italic>
</th>
<th align="left">Summer dates <italic>(Chorus)</italic>
</th>
<th align="left">Lat</th>
<th align="left">Long</th>
<th align="left">Depth of site (m)</th>
<th align="left">Site information</th>
<th align="left">Winter/Summer intruments</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">AF_SH</td>
<td align="left">6&#x2013;21/1/22 (<italic>G, F</italic>)</td>
<td align="left">20&#x2013;31/7/22 (<italic>H</italic>, <italic>C, D, U1</italic>)</td>
<td align="left">N 22.300833</td>
<td align="left">E 38.959889</td>
<td align="left">12</td>
<td align="left">Shallow sandy flat, near coral wall/reef crest and large live coral bommie</td>
<td align="left">CTD/CTD, MiniDOT</td>
</tr>
<tr>
<td align="left">AF_DS1</td>
<td align="left">9&#x2013;21/1/22 (<italic>F, G, E</italic>)</td>
<td align="left">21&#x2013;31/07/22 (<italic>A, C, D, H, U1</italic>)</td>
<td align="left">N 22.29562</td>
<td align="left">E 038.94402</td>
<td align="left">78</td>
<td align="left">Sandy flat, near coral</td>
<td align="left">-/CTD</td>
</tr>
<tr>
<td align="left">AF_DS2</td>
<td align="left">9&#x2013;21/1/22 (<italic>F, G, E</italic>)</td>
<td align="left">21&#x2013;31/7/22 (<italic>A, C, D, H, U1</italic>)</td>
<td align="left">N 22.29426</td>
<td align="left">E 038.94678</td>
<td align="left">65.2</td>
<td align="left">Large, flat rock bommie and surrounding sandy flat</td>
<td align="left">MiniDOT/CTD, MiniDOT</td>
</tr>
<tr>
<td align="left">KA_SH</td>
<td align="left">6&#x2013;21/1/22 (<italic>G</italic>)</td>
<td align="left">20&#x2013;31/7/22 (<italic>H, II, U1</italic>)</td>
<td align="left">N 22.370361</td>
<td align="left">E 39.060861</td>
<td align="left">11.8</td>
<td align="left">Sandy area, surrounded by gently sloping coral covered rock</td>
<td align="left">CTD/MiniDOT</td>
</tr>
<tr>
<td align="left">KA_DS3</td>
<td align="left">9&#x2013;21/1/22 (<italic>F, G</italic>)</td>
<td align="left">20&#x2013;31/7/22 (<italic>II, III, H, UI, U2</italic>)</td>
<td align="left">N 22.38288</td>
<td align="left">E 039.02582</td>
<td align="left">77.8</td>
<td align="left">Large, flat rock bommie and surrounding sandy flat</td>
<td align="left">CTD, MiniDOT/CTD, MiniDOT</td>
</tr>
<tr>
<td align="left">KA_DS4</td>
<td align="left">9&#x2013;13/1/22 (<italic>F, G, E</italic>)</td>
<td align="left">21&#x2013;31/7/22 (<italic>II, III, H, UI, U2</italic>)</td>
<td align="left">N 22.37659</td>
<td align="left">E 039.04400</td>
<td align="left">73.2</td>
<td align="left">Frame on sand flat, rock bommies nearby</td>
<td align="left">CTD, MiniDOT/MiniDOT</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Coordinates (decimal) and depth (of water column, receivers were at 1&#xa0;m above this depth) reported here from winter; locations repeated in summer deployments and depths were within a few meters of range. Recording time used for analysis totaled 528&#xa0;h, with 12&#xa0;d for winter, and 10&#xa0;d for summer. Individual hydrophone sensitivies (ST300 HF, Ocean Instruments) can be found in <xref ref-type="sec" rid="s12">Supplementary Table S5</xref>. Choruses found at each location are included in brackets.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>All mesophotic sites were 70&#x2013;85&#xa0;m deep, primarily sandy and flat bottomed with rocky patches. These rocky patches were dominated by algal and sponge cover, as well as low coral cover of mostly gorgonians and plating species. KAEC shallow site (11.8&#xa0;m), was comprised of mainly dead coral, macroalgae, and a sandy bottom, while Al Fahal shallow site (12&#xa0;m) was characterized by high live coral cover. It was observed visually that the Al Fahal shallow site had a greater abundance and biodiversity of fish than in KAEC (<xref ref-type="fig" rid="F2">Figure 2</xref>). The distance between the KAEC sites was 1.8&#xa0;km, and 2&#xa0;km respectively. While the shallow Al Fahal site was similarly spaced at 1.5&#xa0;km from the first mesophotic site, the second was set only 300&#xa0;m away due to constraints of bathymetry. The flat, sandy bottom between 70 and 90&#xa0;m, required for deployments only extended thus far, with a steep incline immediately adjacent. For both mesophotic and shallow sites, aluminum frames were each equipped with one SoundTrap ST300 hydrophone (Ocean Instruments, NZ), a CTD (Ocean Seven 310 plus) with temperature, oxygen, salinity and pH probes, and a miniDOT<sup>&#xae;</sup> dissolved oxygen and temperature logger (PME) set to record every 15 and 10&#xa0;min respectively (Frame seen in <xref ref-type="fig" rid="F2">Figure 2B</xref>; <xref ref-type="sec" rid="s12">Supplementary Figure S2</xref>). Due to technical difficulties, data from both CTD and miniDOT&#xae;s were not available from all sites (<xref ref-type="table" rid="T1">Table 1</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S2, S3</xref>). Each frame was floated by a subsurface buoy and weighted with a biodegradable hessian sack filled with sand and gravel, and retrieved via an acoustic release (RT6-1000, Sonardyne Ltd.). Hydrophones were set to record continuously at a sampling rate of 96&#xa0;kHz (High-gain setting), and the individual in-house factory calibration used for analysis (<xref ref-type="sec" rid="s12">Supplementary Table S5</xref>). Each SoundTrap is calibrated by Ocean Instruments using a piston phone calibration at 250&#xa0;Hz and is specified to have flat response across its full bandwith &#x2b;/- 3&#xa0;dB. Each of the mesophotic deployments were consequently surveyed using an ROV (BlueROV2, Blue Robotics Inc) with a GoPro Hero 9 attached to record in 4K resolution, while the shallow (10&#xa0;m) were deployed and checked via SCUBA diving. The SeaTrac standard system (USBL) was used to track the position of the ROV in real time. The hydrophones were set to record for up to 15&#xa0;days per season (recording dates for individual hydrophones in <xref ref-type="table" rid="T1">Table 1</xref>).</p>
</sec>
<sec id="s2-2">
<title>2.2 Chorus type classification</title>
<p>Firstly, audio files (.wav) were processed using CHORUS (Characterisation of Recorded Underwater Sound) (<xref ref-type="bibr" rid="B30">Gavrilov and Parsons, 2014</xref>) and long-term spectral averages (LTSA) of the whole recording period were observed to identify chorus patterns and anomalies (1,024 point Hanning window type, frequency resolution 1&#xa0;Hz). To create the LTSAs, the data is preprocessed using the CHORUS script. As this requires entry of SoundTrap calibration data, the resulting Pressure Spectral Density plot of all recordings provides a calibrated view (averaging time of 0.08333, minimum level 40&#xa0;dB, and a maximum level 110&#xa0;dB). For each site, chorus patterns were visually identified, and the day/timing of highest chorus energy noted.</p>
<p>Secondly, to reduce power needed for processing, the first one minute of each five minute audio file was extracted using a custom MATLAB script. These one minute files were used to visualize each chorus in Raven Pro 1.6 (Cornell University, Lab of Ornithology). Using methods from Borie-Mojica, Rezende (<xref ref-type="bibr" rid="B13">Borie-Mojica et al., 2022</xref>), parameters of low and high frequency limits (Hz), peak frequency (Hz), and the stop and start times of each chorus and duration were subsequently manually extracted in Raven 1.6 (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<p>The start and stop times were classified as when the individual fish calls were overlapping, indicative of either shoaling activity (defined as individual fish grouping together for social reasons) for the choruses consisting of a single sound, or heightened activity/communication in the choruses with multiple calls. Broadband analysis (Hann window, 1&#xa0;s window length, 50% window overlap, end-end calibration) was performed using PAMGuide in MATLAB (<xref ref-type="bibr" rid="B72">Merchant et al., 2015</xref>). The frequency band 40&#xa0;Hz&#x2013;3&#xa0;kHz was used to identify the peak Sound Pressure Level (SPL) values, representing received levels (RL) (<xref ref-type="bibr" rid="B27">Erbe et al., 2022</xref>). As SPL is a time-average, it is a useful unit for sounds that last for a long time, or that can be considered continuous, like chorusing (<xref ref-type="bibr" rid="B27">Erbe et al., 2022</xref>). A custom MATLAB script averaged the results for each minute recording. The corresponding recording to peak level and time was checked in Raven Pro 1.6 to make sure there was no vessel interference or noise artefact during this time, and input to <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>. Choruses were assigned a unique label according to temporal, spectral and acoustic characteristics.</p>
<p>Finally, to produce overall chorus parameters (<xref ref-type="table" rid="T2">Table 2</xref>) for each chorus individually, data from all sites (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>) was averaged to find a midpoint value, and the range represented (&#xb1;), for start/end times, duration, low/high/peak frequency, and peak SPL values. The representative days, chosen for strong chorus activity and the least amount of vessel noise interference with the choruses, were January 13<sup>th</sup> &#x2013; 14<sup>th</sup> for Winter, with the exception of KA_DS4, which only recorded until the 13<sup>th</sup> , and the 12<sup>th</sup> was used, and the 27<sup>th</sup> &#x2013; 28<sup>th</sup> July for Summer. Pressure Spectral Density Plots (PSD, <xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F5">5</xref>) for each main chorus type, were created using PAMGuide (<xref ref-type="bibr" rid="B72">Merchant et al., 2015</xref>) (Hann window, 1&#xa0;s window length, 90% overlap).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Summary of fish chorus parameters from all sites and seasons. Results are the mean of from each site where the chorus is present (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>) calculated using 1&#xa0;min clips from peak days (without vessel presence in the clip) per site-specific frequency band (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>) (NB: U1 is calculated from 40&#xa0;Hz to 5&#xa0;kHz).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Chorus</th>
<th align="left">Season</th>
<th align="left">Low freq. (Hz)</th>
<th align="left">High freq. (Hz)</th>
<th align="left">Peak freq. (Hz)</th>
<th align="left">Peak RMS SPL dB &#x3bc;Pa<sup>2</sup> mean</th>
<th align="left">Characteristics</th>
<th align="left">Time start and end (AST)<break/>(24&#xa0;h &#xb1; hh:mm)</th>
<th align="left">&#x223c;Start rel. to sunset (&#x2b;hh)</th>
<th align="left">&#x223c;End rel. to sunrise (-hh)</th>
<th align="left">Duration (hh:mm)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="right">&#x2a;A</td>
<td align="left">Summer</td>
<td align="center">597.5 &#xb1; 53</td>
<td align="center">795 &#xb1; 7</td>
<td align="center">675 &#xb1; 42.4</td>
<td align="center">95.1 &#xb1; 0.1</td>
<td align="left">Rhythmic trumpeting (short, similar to <italic>F</italic>)</td>
<td align="right">19:39 &#xb1; 00:01&#x2013;19:49 &#xb1; 00:01</td>
<td align="right">&#x2b;0.5</td>
<td align="right">&#x2212;12</td>
<td align="right">00:10 &#xb1; 00:00</td>
</tr>
<tr>
<td align="right">C</td>
<td align="left">Summer</td>
<td align="center">641.7 &#xb1; 24.7</td>
<td align="center">1740 &#xb1; 869.3</td>
<td align="center">1,039.3 &#xb1; 484.8</td>
<td align="center">97.7 &#xb1; 4.1</td>
<td align="left">High croaks</td>
<td align="right">21:32 &#xb1; 00:23&#x2013;00:40 &#xb1; 00:09</td>
<td align="right">&#x2b;2.5</td>
<td align="right">&#x2212;5</td>
<td align="right">03:12 &#xb1; 00:23</td>
</tr>
<tr>
<td align="right">D</td>
<td align="left">Summer</td>
<td align="center">558.3 &#xb1; 28.43</td>
<td align="center">2,265 &#xb1; 869</td>
<td align="center">850 &#xb1; 164.6</td>
<td align="center">104.8 &#xb1; 8.2</td>
<td align="left">Deep croaks</td>
<td align="right">01:00 &#xb1; 00:09&#x2013;02:50 &#xb1; 00:09</td>
<td align="right">&#x2b;6</td>
<td align="right">&#x2212;3</td>
<td align="right">01:50 &#xb1; 00:00</td>
</tr>
<tr>
<td align="right">&#x2a;E</td>
<td align="left">Winter</td>
<td align="center">565.7 &#xb1; 366.4</td>
<td align="center">1,574 &#xb1; 292.4</td>
<td align="center">671.3 &#xb1; 320</td>
<td align="center">90.2 &#xb1; 3.2</td>
<td align="left">High croaks (similar to <italic>C</italic>)</td>
<td align="right">18:10 &#xb1; 00:01&#x2013;18:12 &#xb1; 00:01</td>
<td align="right">0</td>
<td align="right">&#x2212;13</td>
<td align="right">00:01 &#xb1; 00.02</td>
</tr>
<tr>
<td align="right">F</td>
<td align="left">Winter</td>
<td align="center">493.4 &#xb1; 36.4</td>
<td align="center">1478.4 &#xb1; 546.6</td>
<td align="center">568.8 &#xb1; 19.5</td>
<td align="center">97.8 &#xb1; 5.7</td>
<td align="left">Harmonic, rhythmic trumpeting</td>
<td align="right">18:16 &#xb1; 00:03&#x2013;05:11 &#xb1; 07:16</td>
<td align="right">0</td>
<td align="right">&#x2212;2</td>
<td align="right">06:06 &#xb1; 02:24</td>
</tr>
<tr>
<td align="right">&#x2a;&#x2a;G</td>
<td align="left">Winter</td>
<td align="center">122.3 &#xb1; 56.9</td>
<td align="center">307.5 &#xb1; 28</td>
<td align="center">232.8 &#xb1; 46.1</td>
<td align="center">93.45 &#xb1; 7.6</td>
<td align="left">Mixed dusk chorus (winter)</td>
<td align="right">Dusk: 18:02 &#xb1; 00:12&#x2013;19:00 &#xb1; 00:05</td>
<td align="right">0</td>
<td align="right">&#x2212;11</td>
<td align="right">1:00 &#xb1; 00:19</td>
</tr>
<tr>
<td align="right">&#x2a;&#x2a;H</td>
<td align="left">Summer</td>
<td align="center">135.3 &#xb1; 43.8</td>
<td align="center">542.3 &#xb1; 36.2</td>
<td align="center">377 &#xb1; 102.6</td>
<td align="center">101.5 &#xb1; 8.8</td>
<td align="left">Mixed dusk chorus (summer)</td>
<td align="right">Dusk: 19:22 &#xb1; 00:13&#x2013;20:48 &#xb1; 00:23</td>
<td align="right">0</td>
<td align="right">&#x2212;9</td>
<td align="right">1:26 &#xb1; 00:33</td>
</tr>
<tr>
<td align="right">II</td>
<td align="left">Summer</td>
<td align="center">362.5 &#xb1; 109.6</td>
<td align="center">1,646 &#xb1; 848.7</td>
<td align="center">698.3 &#xb1; 507.6</td>
<td align="center">101.03 &#xb1; 2.6</td>
<td align="left">Popping and white noise</td>
<td align="right">20:40 &#xb1; 00:07&#x2013;21:41 &#xb1; 00:10</td>
<td align="right">&#x2b;1.5</td>
<td align="right">&#x2212;8.5</td>
<td align="right">1:10 &#xb1; 00:17</td>
</tr>
<tr>
<td align="right">III</td>
<td align="left">Summer</td>
<td align="center">565 &#xb1; 146</td>
<td align="center">2,608 &#xb1; 1692.4</td>
<td align="center">848 &#xb1; 19.6</td>
<td align="center">106 &#xb1; 13.2</td>
<td align="left">Deep croaks (similar to <italic>D</italic>)</td>
<td align="right">21:43 &#xb1; 1:10&#x2013;00:42 &#xb1; 00:50</td>
<td align="right">&#x2b;2.5</td>
<td align="right">&#x2212;5</td>
<td align="right">03:00 &#xb1; 02:00</td>
</tr>
<tr>
<td align="right">&#x2A;&#x2A;U1</td>
<td align="left">Winter/Summer</td>
<td align="center">2,765 &#xb1; 148.5</td>
<td align="center">4,600 &#xb1; 141.1</td>
<td align="center">3,465 &#xb1; 91.9</td>
<td align="center">96.5 &#xb1; 0.6</td>
<td align="left">White noise (potentially Invertebrate chorus)</td>
<td align="right">19:47 &#xb1; 00:01&#x2013;21:16 &#xb1; 00:05</td>
<td align="right">&#x2b;1</td>
<td align="right">&#x2212;9</td>
<td align="right">1:29 &#xb1; 00:04</td>
</tr>
<tr>
<td align="right">U2</td>
<td align="left">Summer</td>
<td align="center">367.5 &#xb1; 194.5</td>
<td align="center">2,225 &#xb1; 601</td>
<td align="center">935 &#xb1; 63.6</td>
<td align="center">96.2 &#xb1; 0.3</td>
<td align="left">White noise</td>
<td align="right">01:26 &#xb1; 00:05&#x2013;05:36 &#xb1; 00:05</td>
<td align="right">&#x2b;6.5</td>
<td align="right">&#x2212;0.5</td>
<td align="right">04:10 &#xb1; 00:00</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>All choruses recorded in both mesophotic and shallow sites, except for: &#x2a; &#x3d; chorus present only in mesophotic sites. &#x2a;&#x2a; &#x3d; chorus present on both, but originates in shallow sites. More details can be found in Methods (2.1).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>TOP: Main winter Chorus <italic>F</italic> (coordinated, rhythmic trumpeting pulses, with up to 4 harmonics at highest observed chorus strength (0.6&#xa0;kHz, 1.15&#xa0;kHz, 1.75&#xa0;kHz, 2.3&#xa0;kHz) at KAEC mesophotic site DS3 <bold>(A)</bold> Spectral density plot [90% overlap, Hann window, window length 0.08&#xa0;) of <italic>F</italic> <bold>(B)</bold> 6&#xa0;s waveform of <italic>F</italic> (Raven Pro 1.6.5, Hann window size 5412)] <bold>(C)</bold> 6&#xa0;s spectrogram of <italic>Chorus F</italic> showing rhythmic pulsed nature of coordinated calling (Raven Pro 1.6.5, Hann window, window size 5412) BOTTOM: Long term spectrogram of KAEC mesophotic site 3, KAEC shallow site, and Al Fahal mesophotic site 2 (CHORUS, parameters in methods). Temperature (red) and dissolved oxygen data (black) from the miniDOTs is overlaid. <italic>Chorus F, Chorus G</italic> and <italic>Chorus U1</italic> are highlighted by blue dotted lines. Sunrise (&#x3a8;) and sunset (&#x3a9;) are denoted by aforementioned symbols and white lines. Light blue dotted lines outline choruses present.</p>
</caption>
<graphic xlink:href="frsen-06-1482244-g003.tif"/>
</fig>
</sec>
<sec id="s2-3">
<title>2.3 Environmental data</title>
<p>Data files from CTD and miniDOT&#xae;s were cleaned and trimmed to the deployment time windows (<xref ref-type="table" rid="T1">Table 1</xref>; additional data will be made available). Due to technical difficulties, data from CTD and miniDOT&#xae;s were not available from all sites. To correct for differences between instrument types, a correction value was applied based on locations were both datasets were available. Data were averaged per hour (due to different sampling intervals of 15 and 10&#xa0;min for CTDs and miniDOT&#xae;s, respectively), and plotted using packages &#x201c;ggplot2&#x201d; and &#x201c;lubridate&#x201d; in R (version 4.1.1). Wind speeds (knots) for the time period were taken from Jeddah, and resulting Beaufort scale per day was calculated (<ext-link ext-link-type="uri" xlink:href="https://mesonet.agron.iastate.edu/">https://mesonet.agron.iastate.edu/</ext-link>). Lunar phase was also noted by illumination percentage for the nearest coastal town with data, Thuwal (<ext-link ext-link-type="uri" xlink:href="http://timeanddate.com">timeanddate.com</ext-link>), Saudi Arabia (<xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F5">5</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S4</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Chorus types</title>
<p>Eleven fish choruses were identified, and were different between seasons. Fewer choruses were detected in winter (n &#x3d; 3), than in summer (n &#x3d; 8) (<xref ref-type="table" rid="T1">Table 1</xref>, <xref ref-type="table" rid="T2">2</xref>).Less difference in chorus types was found within the locations, whereas variation in received levels per site was more prominent. Only <italic>Chorus U1</italic> was ubiquitously present across seasons and sites, while <italic>Chorus F</italic> was the only one present across all sites during a season&#x2014;winter&#x2014;except for one shallow site. In both seasons respectively, interconnectivity of shallow and deep soundscapes was shown by the acoustic presence of certain choruses in both.</p>
<sec id="s3-1-1">
<title>3.1.1 Winter</title>
<p>The main winter chorus, <italic>Chorus F</italic>, was characterized by melodic trumpeting sounds with rhythmic qualities and was present at all mesophotic sites (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="table" rid="T2">Table 2</xref>). While <italic>Chorus F</italic> was recorded across all mesophotic sites, variability in received levels, timing, and peak frequencies was observed between locations (<xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F4">4</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>). <italic>Chorus F</italic> was also briefly audible at the Al Fahal shallow site. The highest averaged received levels for <italic>F</italic> occurred at KA_DS3 (105.7&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup>) and the inshore adjacent KA_DS4 (92.9&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup>) (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>). Received levels of <italic>F</italic> at AF_SH reached 102&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup>, due to overlap with snapping shrimp energy. On average, <italic>Chorus F</italic> lasted 6:06&#xa0;h (&#xb1;02:24&#xa0;h) during the evening, starting shortly after sunset (18:16PM &#xb1; 00:03), and reaching an average peak of 97.8 &#xb1; 5.7&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup> within 20&#xa0;min. <italic>Chorus F</italic> consequently lasted until &#x223c;01:30 AM, with a peak frequency of 568.8 &#xb1; 19.5&#xa0;Hz (<xref ref-type="table" rid="T2">Table 2</xref>). On KA_DS4 where received levels were highest (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F4">Figure 4</xref>), four harmonics were present in <italic>Chorus F</italic> at 600&#xa0;Hz, 1.15&#xa0;kHz, 1.75&#xa0;kHz, and 2.3&#xa0;kHz (<xref ref-type="fig" rid="F3">Figure 3A</xref>), while on other sites, only the lowest three&#x2013;two harmonics were present.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Received levels from start to end times of winter <italic>Chorus F</italic> at Al Fahal and KAEC mesophotic and shallow sites calculated within the respective frequency bands per site (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>). Time is Arabian Standard Time (AST). The shallow site (AF_SH) is represented by a dotted blue line, grey squares show the interference of shipping noise during chorusing, falsely inflating the SPL, as well as a pink square for loud dolphin echolocation activity. Time is shown in hours relative to sunrise and sunset on the X-axis. Broadband analysis using specific frequency bands per chorus (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>), 50% window overlap, Hann window, window length 1&#xa0;s).</p>
</caption>
<graphic xlink:href="frsen-06-1482244-g004.tif"/>
</fig>
<p>
<italic>Chorus G</italic>, originating in both shallow sites was a dusk chorus consisting of many different sounds, starting at sunset, and lasting approximately 1&#xa0;h (<xref ref-type="table" rid="T2">Table 2</xref>). <italic>Chorus G</italic> had a peak frequency of 232.8 &#xb1; 46.1&#xa0;Hz, and average received level of 93.45 &#xb1; 7.6&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup> (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<p>
<italic>Chorus E</italic> was shorter in length than other choruses (&#x223c;10&#xa0;min) but had comparable characteristics to summer <italic>Choruses C and III</italic>. The peak frequency of <italic>Chorus E</italic> was 671.3 &#xb1; 320&#xa0;Hz (<italic>C:</italic> 1,039.3 &#xb1; 484.8&#xa0;Hz), and its peak SPL was 90.2 &#xb1; 3.2&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup> (<italic>C</italic>: 97.7 &#xb1; 4.1&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup>) (<xref ref-type="table" rid="T2">Table 2</xref>). <italic>Chorus E</italic> was audible across all mesophotic sites (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>) except KA_DS3.</p>
</sec>
<sec id="s3-1-2">
<title>3.1.2 Summer</title>
<p>
<italic>Choruses C</italic>, <italic>D</italic>, and <italic>III</italic> exhibited differences in received levels, timing, and location (<xref ref-type="fig" rid="F5">Figure 5</xref>), but shared similarities in the type of individual sound being a series of pulses (<xref ref-type="fig" rid="F7">Figure 7</xref>). <italic>Chorus III</italic> was only found on KAEC sites. The highest received levels were observed for <italic>III</italic> at KA_DS3, peaking at 117.5&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup>, followed by the adjacent inshore mesophotic site KA_DS4 (109&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup>) (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>). <italic>Choruses C</italic> and <italic>D, only observed on Al Fahal sites,</italic> exhibited average peak levels of 97.7 &#xb1; 4.1 and 104.8 &#xb1; 8.2&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup>, respectively, with slightly higher levels at AF_DS2 than AF_DS1 (<xref ref-type="fig" rid="F5">Figure 5</xref>). <italic>Choruses C</italic> and <italic>D</italic> were also audible at adjacent shallow site AF_SH, as was <italic>Chorus III</italic> at KA_SH (<xref ref-type="fig" rid="F5">Figures 5</xref>, <xref ref-type="fig" rid="F6">6</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>). <italic>Choruses III</italic> and <italic>C</italic> overlapped temporally.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>TOP: Main summer chorus at KA_DS3, <italic>Chorus III</italic> (dry croak pulses, peak frequency: 997&#xa0;Hz) (D) Spectral density plot (90% overlap, Hann window, window length 0.08&#xa0;secs) of <italic>Chorus III</italic> (E) 1&#xa0;min spectrogram of <italic>III</italic> (90% overlap, Hann window, window length 0.08&#xa0;secs) (F) 4&#xa0;secs example of individual calls of <italic>III.</italic> BOTTOM: Long term spectrogram (made using CHORUS (<xref ref-type="bibr" rid="B30">Gavrilov and Parsons, 2014</xref>) (MATLAB) at KAEC mesophotic site 3, KAEC shallow site, and Al Fahal mesophotic site. Temperature (red) and dissolved oxygen data (black) from the miniDOTs is overlaid. Sunrise (&#x3a8;) and sunset (&#x3a9;) are denoted by aforementioned symbols and white lines. Orange dotted lines outline choruses present.</p>
</caption>
<graphic xlink:href="frsen-06-1482244-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Received levels from half an hour before to half an hour after the start and end times of potentially related <italic>Choruses C, D, and III</italic> at Al Fahal and KAEC mesophotic and shallow sites. Time is Arabian Standard Time (AST). Time is shown in relation to sunrise (&#x3a8;) and sunset (&#x3a9;) on the x-axis. Frequency bands used in analysis specific to each chorus (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>).</p>
</caption>
<graphic xlink:href="frsen-06-1482244-g006.tif"/>
</fig>
<p>Summer choruses <italic>Chorus C</italic> and <italic>Chorus D</italic> were most prevalent at the Al Fahal mesophotic sites but were also audible at lower levels in adjacent shallow sites (<xref ref-type="fig" rid="F6">Figure 6</xref>). As <italic>Chorus C</italic> ended, <italic>Chorus D began</italic>, shifting from a higher peak frequency (1039.3 &#xb1; 484.8&#xa0;Hz) to a lower one (850 &#xb1; 164.6&#xa0;Hz) (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F5">Figures 5</xref>, <xref ref-type="fig" rid="F6">6</xref>).</p>
<p>Individual sounds of <italic>III</italic> on KA_DS3, the site with highest received levels, showed 4-7 pulses (<xref ref-type="fig" rid="F7">Figure 7C</xref>). On KA_DS4, further inshore, the sounds only had 2-4 pulses (<xref ref-type="fig" rid="F7">Figure 7B</xref>). However, for <italic>C</italic> and <italic>D</italic> it was not possible to separate clean examples of individual sounds (<xref ref-type="fig" rid="F7">Figures 7D, E</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Spectrogram and waveform of individual calls from <bold>(A)</bold> <italic>Chorus III</italic> at KA_DS4 and <bold>(B)</bold> at KA_DS3, where the highest received levels occurred, with <bold>(C)</bold> zoomed in to show a structure of four pulses from KA_DS3. <bold>(D, E)</bold> Spectrogram and waveform of <italic>Chorus D</italic> and <italic>C</italic> respectively, where individual calls could not be separated for analysis. All spectrograms and waveforms created using Raven Pro 1.6 (Hann window, window size of 5412, band filter according to respective chorus parameters).</p>
</caption>
<graphic xlink:href="frsen-06-1482244-g007.tif"/>
</fig>
<p>
<italic>Chorus II</italic> was restricted to the KAEC shallow and mesophotic sites during the summer (<xref ref-type="fig" rid="F5">Figure 5</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>). Chorus <italic>II</italic>, perceived as popping/pulse sounds and white noise, had a variable peak frequency of 698.3 &#xb1; 507.6&#xa0;Hz and peak SPL of 101.03 &#xb1; 2.6&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup> across sites.</p>
<p>
<italic>Chorus A</italic>, occurring only in the summer, was very short in length (10&#xa0;min) possessed a rhythmic quality similar to the winter <italic>Chorus F</italic>. It had a peak frequency of 675 &#xb1; 42.4&#xa0;Hz (vs. <italic>F</italic> at 568.8 &#xb1; 19.5&#xa0;Hz) and a peak SPL of 95.1 &#xb1; 0.1&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup> (vs. <italic>F</italic> at 97.8 &#xb1; 5.7&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup>). <italic>A</italic> lastined only &#x223c;10&#xa0;min during the summer, compared to <italic>F</italic>, which lasts 06:06 &#xb1; 02:24&#xa0;h during the winter. <italic>Chorus A</italic> was only present at both Al Fahal mesophotic sites.</p>
<p>
<italic>Chorus H</italic> was the summer dusk chorus, starting at sunset (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>) comprised of a mix of low-frequency fish sounds, such as pops, knocks, and grunts (<xref ref-type="table" rid="T2">Table 2</xref>, <xref ref-type="fig" rid="F5">Figure 5</xref>). The peak frequency of <italic>Chorus H</italic> was 377 &#xb1; 102.6&#xa0;Hz, and received levels were 101.5 &#xb1; 8.8&#xa0;dB re 1&#xa0;&#x3bc;Pa<sup>2</sup> (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>).</p>
<p>
<italic>Choruses U1</italic> and <italic>U2</italic> were also present in summer at only the mesophotic sites. Both choruses sounded like white noise. <italic>Chorus U1</italic> started at 19:47 (&#xb1;0.01), one hour after sunset and ended at 21:16 (&#xb1;0.05), with a peak frequency of 3,465&#xa0;Hz (&#xb1;92&#xa0;Hz). <italic>Chorus U2,</italic> began at 01:26 (&#xb1;0:05) 6&#xa0;hours after sunset, and ended just before sunrise at 05:36 (&#xb1;0:05). <italic>Chorus U2</italic> had a peak frequency of 935 &#xb1; 64&#xa0;Hz.</p>
</sec>
</sec>
<sec id="s3-2">
<title>3.2 Environmental parameters</title>
<p>Water temperature in the mesophotic sites was relatively stable, ranging between 24&#x2013;27&#xb0;C across all sites, except for Al Fahal DS2 in summer (25.1&#x2013;30.4&#xb0;C) (<xref ref-type="sec" rid="s12">Supplementary Figure S3</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S2</xref>). Shallow sites showed higher variability between seasons, with summer temperatures averaging 31&#xb0;C and winter temperatures averaging 25.5&#xb0;C, with diel range within &#x223c;2&#xb0;C (<xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F5">5</xref>; <xref ref-type="sec" rid="s12">Supplementary Figure S3</xref>). Dissolved oxygen saturation was more stable in mesophotic sites but highly variable in shallow sites regardless of season, particularly at KAEC in winter (68.2%&#x2013;206% saturation relative to air), showing strong diel patterns (<xref ref-type="sec" rid="s12">Supplementary Figure S3</xref>). Salinity and pH were stable across all depths and seasons at 39.54 &#xb1; 0.2 psu and 8.12 &#xb1; 0.06, respectively (<xref ref-type="sec" rid="s12">Supplementary Table S3</xref>). Winter recordings coincided with a first quarter to full moon (59%&#x2013;100% illumination) (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S4</xref>), while summer recordings occurred during a third quarter to new moon (0%&#x2013;34.5% illumination) (<xref ref-type="fig" rid="F5">Figure 5</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S4</xref>). During winter recordings, wind speed steadily increased from a daily average of 3.76 knots (Beaufort scale 2) on 9/1/22, to reach a peak of 10.8 knots (Beaufort scale 4) on 20/1/22 (<xref ref-type="sec" rid="s12">Supplementary Figure S4</xref>). During the summer recording period, the average wind speed declined steadily from 21/7/22&#xa0;at 8.8 knots (Beaufort scale 3), down to 4.3 knots (Beaufort scale of 2) on 31/7/22 (<xref ref-type="sec" rid="s12">Supplementary Figure S4</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<sec id="s4-1">
<title>4.1 Seasonal patterns of chorusing</title>
<p>Eleven distinct chorus types and their characteristics were catalogued across winter and summer, revealing clear seasonal patterns in fish chorusing dynamics, as well as spatial characteristics. Water temperature and oxygen levels in the mesophotic zone, where the majority of choruses were observed, was relatively stable even between seasons (<xref ref-type="sec" rid="s12">Supplementary Tables S2, S3</xref>).</p>
<sec id="s4-1-1">
<title>4.1.1 Winter choruses</title>
<p>During winter <italic>Chorus F</italic> was the most prominent, consistently present across mesophotic sites. <italic>Chorus F</italic> was present during all days of recording, coinciding with a first quarter lunar phase to full moon (59%&#x2013;100% illumination) (<xref ref-type="fig" rid="F3">Figure 3</xref>). <italic>Chorus F</italic> reached peak levels (117&#xa0;dB re &#xb5;Pa<sup>2</sup>) at KA_DS3 (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F4">4</xref>), a site closest to the steep drop-off near the KAEC shelf (<xref ref-type="fig" rid="F1">Figure 1</xref>). This characteristic suggests that the shoal responsible for <italic>Chorus F</italic> could be located in the deeper waters adjacent to the slope. It was not possible to identify individual calls at any part of the chorus, and the rhythmic quality of the sound (<xref ref-type="fig" rid="F3">Figure 3</xref>) implied coordination of calling (<xref ref-type="bibr" rid="B86">Picciulin et al., 2024</xref>). While temperature in the mesophotic remained between 24&#xb0;C and 27&#xb0;C (<xref ref-type="sec" rid="s12">Supplementary Figure S3</xref>), elevated wind and currents create an iso-speed profile and near surface duct. Water temperature in the mesophotic sites was relatively stable, ranging between 24&#x2013;27&#xb0;C across all sites (<xref ref-type="sec" rid="s12">Supplementary Figure S3</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S2</xref>). Sound spreading in winter would have been affected by the presence of a near-surface sound duct (0&#x2013;200&#xa0;m)&#x2014;where sound travels faster&#x2014;formed by local conditions such as cooler water, higher currents and wind during this period in the Red Sea which also give rise to an iso-speed sound speed profile (SSP). (<xref ref-type="bibr" rid="B27">Erbe et al., 2022</xref>; <xref ref-type="bibr" rid="B50">Larsen and Radford, 2018</xref>; <xref ref-type="bibr" rid="B49">Larayedh et al., 2024</xref>). More efficient horizontal propagation and intensification of sound at the surface would occur along the duct, as well as reflection of sound from the bottom of the duct upwards (<xref ref-type="bibr" rid="B27">Erbe et al., 2022</xref>). The surface duct presence in the winter could imply that this chorus may originate shallower than 200m, as sound below would be more easily attenuated (<xref ref-type="bibr" rid="B27">Erbe et al., 2022</xref>).</p>
<p>Furthermore, the location of <italic>Chorus F</italic> could also be evident in the change in frequency components recorded between the sites. While the peak frequency of 568.8 &#xb1; 19.5&#xa0;Hz was fairly consistent among sites, the harmonic components differed between sites. All four harmonics of <italic>Chorus F</italic> were received at KAEC mesophotic site 3 (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="table" rid="T2">Table 2</xref>), while these are attenuated to the two lower harmonics in the recordings of KAEC mesophotic site 4, Al Fahal mesophotic sites and Al Fahal shallow site (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>). This degradation in frequency can occur when sound is picked up from the far-field (<xref ref-type="bibr" rid="B27">Erbe et al., 2022</xref>). <italic>Chorus F</italic> was only audible at Al Fahal shallow site for a brief period (&#x223c;1&#xa0;h from 18:15), with elevated received levels (<xref ref-type="fig" rid="F4">Figure 4</xref>) more likely due to the overlapping impulsive broadband sounds of snapping shrimp (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>) (<xref ref-type="bibr" rid="B15">Butler et al., 2021</xref>; <xref ref-type="bibr" rid="B55">Lillis and Mooney, 2018</xref>). This shallow-to-mesophotic acoustic range highlights the broader spatial extent of <italic>Chorus F</italic>. The absence from the KAEC shallow site, despite being adjacent to the potential origin (KA_DS3), is most likely due to the sound attenuation in the soft absorptive sandy bottom, or by obstruction due to the complex morphology of the shallow, mostly dead reef around the recorder (<xref ref-type="bibr" rid="B27">Erbe et al., 2022</xref>).</p>
<p>The extended spatial scale of the fish choruses observed is further highlighted by the presence of shallow dusk <italic>Chorus G</italic> on mesophotic sites (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>), as well as the dusk <italic>Chorus H</italic> during summer. <italic>Chorus G</italic> at shallow sites KA_SH and AF_SH was present during winter temperatures of 24.4&#xb0;C&#x2013;26.5&#xb0;C (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S2</xref>), at a received level of 93.45 &#xb1; 7.6&#xa0;dB re &#xb5;Pa<sup>2</sup>. This dusk chorus includes, among other sounds, identifiable pulse and knock sounds attributed to Pomacentridae (<xref ref-type="bibr" rid="B3">Akamatsu et al., 2018</xref>; <xref ref-type="bibr" rid="B108">Staaterman et al., 2013</xref>) and popping sounds characteristic of nocturnal species like <italic>Pempheridae</italic> (sweepers) (<xref ref-type="bibr" rid="B44">Kaplan et al., 2015</xref>; <xref ref-type="bibr" rid="B65">Lyon et al., 2019</xref>; <xref ref-type="bibr" rid="B78">Nedelec et al., 2015</xref>). Mixed-species assemblages with high site fidelity are commonly attributed to dawn and dusk chorusing (<xref ref-type="bibr" rid="B5">Anderson, 2021</xref>; <xref ref-type="bibr" rid="B44">Kaplan et al., 2015</xref>; <xref ref-type="bibr" rid="B78">Nedelec et al., 2015</xref>). <italic>Chorus U1</italic> also appears to originate on the shallow reef site, and due to the high frequency nature and timing, is most likely attributed to the peak in crepuscular invertebrate (snapping shrimp) chorusing (<xref ref-type="bibr" rid="B15">Butler et al., 2021</xref>; <xref ref-type="bibr" rid="B55">Lillis and Mooney, 2018</xref>) (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="table" rid="T2">Table 2</xref>). The presence of both <italic>Chorus G</italic> and <italic>Chorus U1</italic> in the deep soundscape recordings (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>) affirms how shallow reef soundscapes can provide critical acoustic cues for larval settlement and reef navigation for marine fauna (<xref ref-type="bibr" rid="B73">Montgomery et al., 2006</xref>; <xref ref-type="bibr" rid="B111">Vermeij et al., 2010</xref>; <xref ref-type="bibr" rid="B104">Simpson et al., 2005</xref>). Previous experiments using light traps equipped with speakers playing nocturnal reef sounds, with a range of only 65&#xa0;m, showed an increased catch of larval fish up to 1.6 times that of just light (<xref ref-type="bibr" rid="B53">Leis et al., 2003</xref>). Pelagic larvae or predators may rely on these choruses as navigation cues (<xref ref-type="bibr" rid="B73">Montgomery et al., 2006</xref>; <xref ref-type="bibr" rid="B104">Simpson et al., 2005</xref>; <xref ref-type="bibr" rid="B96">Remage-Healey et al., 2006</xref>), such as dolphins, with foraging echolocation visible in AF_DS1 sound levels (<xref ref-type="fig" rid="F4">Figure 4</xref>) as well as communication sounds such as whistles and buzzes (<xref ref-type="bibr" rid="B22">Dibble et al., 2016</xref>; <xref ref-type="bibr" rid="B40">Janik, 2000</xref>) throughout all mesophotic sites.</p>
<p>Natural sources of sound underwater include wind, waves and currents, and higher wind speeds can affect ambient noise levels underwater, especially in low frequencies (&#x3e;1&#xa0;kHz) (<xref ref-type="bibr" rid="B14">Burnham et al., 2023</xref>). It is important to note that wind may also affect received levels of chorus activity (<xref ref-type="bibr" rid="B14">Burnham et al., 2023</xref>; <xref ref-type="bibr" rid="B2">Ainslie, 2005</xref>) and higher wind speeds have shown negative correlation to peak chorus levels (<xref ref-type="bibr" rid="B71">McWilliam et al., 2017</xref>). During winter recordings, wind speed steadily increased from a daily average of 3.76 knots (Beaufort scale 2) on 9/1/22, to reach a peak of 10.8 knots (Beaufort scale 4) on 20/1/22 (<xref ref-type="sec" rid="s12">Supplementary Figure S4</xref>). A change in underwater conditions also occurs, during a period of higher wind, on the 15<sup>th</sup> January (<xref ref-type="sec" rid="s12">Supplementary Figure S4</xref>). During higher wind days, the near-surface sound duct could be disrupted (<xref ref-type="bibr" rid="B2">Ainslie, 2005</xref>), allowing sound to travel less efficiently horizontally, influencing the received levels of winter choruses at the shallow hydrophone, or more distant mesophotic sites. If the conditions were more calm, recordings of choruses may present different received levels and spectral qualities. The varying effects of environmental factors makes it difficult to compare other fish sounds and choruses to identify the source species.</p>
<p>As is common with many fish choruses and sounds globally, there is no current evidence for a species responsible for the winter choruses. The tonal, harmonic sound structure of <italic>Chorus F</italic> (<xref ref-type="fig" rid="F3">Figure 3A, C</xref>) shows similarity to the characteristics of sound produced actively in courtship and/or spawning coordination, as observed in Terapontidae species (<xref ref-type="bibr" rid="B83">Parsons et al., 2017</xref>; <xref ref-type="bibr" rid="B51">Laxminarsimha et al., 2020</xref>; <xref ref-type="bibr" rid="B66">Mahanty et al., 2015</xref>; <xref ref-type="bibr" rid="B84">Parsons et al., 2016b</xref>). The harmonic structure and frequency components (600&#xa0;Hz&#x2013;2.3&#xa0;kHz) of <italic>Chorus F</italic> share similarities with choruses linked to swim bladder-driven sound production (<xref ref-type="bibr" rid="B83">Parsons et al., 2017</xref>). However, while comparison of waveforms (<xref ref-type="fig" rid="F3">Figure 3B</xref>) show a similar pattern to <italic>Chorus VI</italic> (<xref ref-type="bibr" rid="B83">Parsons et al., 2017</xref>) in Western Australia, spectral comparison reveal differences in harmonic frequencies and peak values (568.8 &#xb1; 19.5&#xa0;Hz for <italic>F</italic> vs. 440&#xa0;Hz for <italic>VI</italic>), either suggesting a distinct source or difference in propagation conditions, or geography (<xref ref-type="bibr" rid="B80">Parmentier et al., 2005</xref>). Known Red Sea soniferous fish families which spawn during winter (e.g., Haemulidae, Gerridae, and Mugilidae (<xref ref-type="bibr" rid="B26">El-Regal, 2013</xref>; <xref ref-type="bibr" rid="B11">Bogorodsky and Randall, 2019</xref>)) have not been documented to produce harmonic choruses of this type (<xref ref-type="bibr" rid="B4">Amorim, 2006</xref>; <xref ref-type="bibr" rid="B79">Parmentier and Fine, 2016</xref>; <xref ref-type="bibr" rid="B109">Tricas and Boyle, 2014</xref>). Overall, <italic>Chorus F</italic> likely represents a key aggregation site off Thuwal, and underscores the spatial extent of fish chorusing in both mesophotic and shallow habitats.</p>
<p>
<italic>Lastly, Chorus E</italic> present on all mesophotic sites except for KA_DS3, was short in length (10&#xa0;min, <xref ref-type="table" rid="T2">Table 2</xref>) and sounded similar to the summer <italic>Choruses C</italic> and <italic>III</italic>. Although individual sounds could not be separated, <italic>Chorus E</italic> appeared to be comprised of pulsed calls, with a peak frequency within the range of <italic>III</italic> and <italic>C</italic>, of 671.3 &#xb1; 320&#xa0;Hz. If attributed to the same source species, this may signal either migration or year-round residency with fluctuating numbers of individuals (<xref ref-type="bibr" rid="B83">Parsons et al., 2017</xref>). However, as fish choruses and sounds can show very similar characteristics (<xref ref-type="bibr" rid="B33">Hawkins et al., 2023</xref>), there is a chance this chorus can be attributed to a distinct species.</p>
</sec>
<sec id="s4-1-2">
<title>4.1.2 Summer choruses</title>
<p>Summer recordings revealed the majority of choruses seen across the two seasons (n &#x3d; 8). Al Fahal sites recorded adjacent <italic>Choruses C and D,</italic> at respective peak frequencies of 1039.3 &#xb1; 484.8&#xa0;Hz, and850 &#xb1; 164.6&#xa0;Hz), both characterized by dampened pulses or &#x201c;croaks&#x201d; (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F5">Figures 5</xref>, <xref ref-type="fig" rid="F6">6</xref>). On KAEC sites, <italic>Chorus III</italic> exhibited a similar sound, at a peak frequency of 848 &#xb1; 19.6&#xa0;Hz. The variation in received levels (<xref ref-type="fig" rid="F6">Figure 6</xref>) and spectral differences (<xref ref-type="sec" rid="s12">Supplementary Table S1</xref>) and timing were enough to label them different choruses.</p>
<p>Notably, <italic>Choruses C</italic> and <italic>D</italic> were present at both mesophotic and shallow sites at Al Fahal, whereas <italic>Chorus III</italic> was restricted to KAEC mesophotic sites (<xref ref-type="fig" rid="F5">Figures 5</xref>, <xref ref-type="fig" rid="F6">6</xref>). These spatial differences could reflect site-specific shoaling behavior, differences in reef topography, orientation relative to the hydrophone, and sound propagation factors as discussed in the previous <xref ref-type="sec" rid="s4-1-1">Section (4.1.1)</xref>. In the summer, the Red Sea possesses a downward-refracting SSP where sound speed increases with depth, and there is a reduction in surface reflection of sound without the presence of a duct like in winter (<xref ref-type="bibr" rid="B49">Larayedh et al., 2024</xref>). This potentially means that soundwaves refracted downward are eventually absorbed or scattered by the seafloor, causing propagation loss (<xref ref-type="bibr" rid="B27">Erbe et al., 2022</xref>). Due to these conditions, it would be less likely for a chorus originating deeper than 200&#xa0;m to be received at such high levels on KA_DS3 at 73.2&#xa0;m (117.5&#xa0;dB re &#xb5;Pa<sup>2</sup>, <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>). <italic>Chorus C,</italic> shares similar temporal characteristics as <italic>III</italic> (21:32&#xa0;h &#xb1; 00:23&#x2013;00:40&#xa0;h &#xb1; 00:09, vs. 21:43&#xa0;h &#xb1; 1:10&#x2013;00:42&#xa0;h &#xb1; 00:50, respectively), but exhibits a much lower received level of 97.7 &#xb1; 4.1&#xa0;dB re &#xb5;Pa<sup>2</sup> (<italic>III &#x3d;</italic> 106 &#xb1; 13.2&#xa0;dB re &#xb5;Pa<sup>2</sup>). Spectrally, <italic>Chorus C</italic> has a higher peak frequency (1,039.3 &#xb1; 484.8&#xa0;Hz) than <italic>Chorus III</italic> (848 &#xb1; 19.6 Hz), the latter which is more similar to <italic>Chorus D</italic> (850 &#xb1; 164.6&#xa0;Hz) (<xref ref-type="table" rid="T2">Table 2</xref>). As previously noted (<xref ref-type="sec" rid="s4-2">Section 4.2</xref>), wind can also affect sound propagation (<xref ref-type="bibr" rid="B2">Ainslie, 2005</xref>) and contribute to ambient noise levels in the low frequencies. The average wind speed declined steadily from 21/7/22&#xa0;at 8.8 knots (Beaufort scale 3), down to 4.3 knots (Beaufort scale of 2) on 31/7/22 (<xref ref-type="sec" rid="s12">Supplementary Figure S4</xref>), and could have potentially scattered frequencies to reduce propagation of deep choruses to the shallow reef sites.</p>
<p>Alternatively, a short, consistent temporal gap between <italic>Chorus C</italic> and <italic>D</italic> suggests they may originate from two distinct species, although vertical movement within the water column by a single species remains a possibility (<xref ref-type="bibr" rid="B33">Hawkins et al., 2023</xref>; <xref ref-type="bibr" rid="B70">McCauley and Cato, 2016</xref>). A previous study observed frequency shifts in fish choruses as shoals moved higher in the water column, consistent with swim bladder-driven sounds (<xref ref-type="bibr" rid="B70">McCauley and Cato, 2016</xref>). If multiple species are responsible for these choruses, this pattern (<italic>C to D</italic> chorusing) may exemplify the acoustic niche hypothesis, wherein organisms partition vocal frequencies to avoid overlap while maximizing communication efficiency (<xref ref-type="bibr" rid="B47">Krause, 1993</xref>; <xref ref-type="bibr" rid="B7">Bertucci et al., 2020</xref>).</p>
<p>White noise <italic>Choruses U1 and U2</italic> add further complexity to the mesophotic soundscape. Like in winter, <italic>Chorus U1</italic> is most likely the attenuated sound of the shallow invertebrate chorus (<xref ref-type="bibr" rid="B15">Butler et al., 2021</xref>; <xref ref-type="bibr" rid="B55">Lillis and Mooney, 2018</xref>), as it coincides with the timing of greatest energy present in the shallow invertebrate chorus, just after dusk (<xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F5">5</xref>)<italic>. Chorus U1</italic> is slightly more evident in winter than summer, likely due to the different sound propagation conditions, with the near-surface sound duct potentially increasing sound propagation from the shallow chorus (<xref ref-type="bibr" rid="B49">Larayedh et al., 2024</xref>). This difference is most likely not related to the difference in lunar phase: snapping shrimp sound pressure levels have been seen to increase during new moon (<xref ref-type="bibr" rid="B31">Gordon et al., 2019</xref>), as was observed during summer recordings (third quarter to new moon; 0%&#x2013;34.5% illumination. <xref ref-type="fig" rid="F5">Figure 5</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S4</xref>). <italic>Chorus U2,</italic> unlike <italic>U1</italic> is lower in frequency (peak of 935 &#xb1; 63.6&#xa0;Hz vs. 3,465 &#xb1; 91.9&#xa0;Hz) and is only present on mesophotic sites. Starting at the end of <italic>Chorus III,</italic> one potential reason for <italic>Chorus U2</italic> may arise from hydrodynamic shoal movements, possibly reflecting changes in position within the water column. <italic>Chorus U2</italic> appearing at the end of <italic>Chorus III for</italic> 4:10&#xa0;h, could suggest the source as hydrodynamic noise from diel vertical migration (DVM) by nocturnally active species like Myctophidae. DVM is whereby individuals stay at mesopelagic depths during the day to avoid predation, and travel to surface layers at night to feed (<xref ref-type="bibr" rid="B25">Dypvik and Kaartvedt, 2013</xref>; <xref ref-type="bibr" rid="B46">Klevjer et al., 2012</xref>). Alternatively, the farfield effect on distant, overlapping calls of a chorus, whether passive through feeding or active for courtship/spawning, may create a diffuse acoustic haze, or white noise (<xref ref-type="bibr" rid="B18">Cato, 1978</xref>; <xref ref-type="bibr" rid="B70">McCauley and Cato, 2016</xref>; <xref ref-type="bibr" rid="B68">McCauley and Cato, 1998</xref>). Echogram studies near the KAEC canyon (22.3&#xb0;N, 39.03&#xb0;E) detected deep scattering layers (DSL) dominated by <italic>Benthosoma pterotum</italic> (Myctophidae) ascending to feed near the surface at dusk (<xref ref-type="bibr" rid="B25">Dypvik and Kaartvedt, 2013</xref>; <xref ref-type="bibr" rid="B46">Klevjer et al., 2012</xref>; <xref ref-type="bibr" rid="B107">Sobradillo et al., 2022</xref>). The synchronized timing of <italic>Chorus III</italic> with this migration and the white noise <italic>Chorus U2</italic> (<xref ref-type="fig" rid="F5">Figure 5</xref>; <xref ref-type="table" rid="T2">Table 2</xref>) aligns with the white noise, post-chorus (<xref ref-type="bibr" rid="B76">Moulton, 1960</xref>). More likely, these sounds could potentially be by-products of foraging, or used for keeping loose structure in the school (<xref ref-type="bibr" rid="B70">McCauley and Cato, 2016</xref>). A long-term soundscape study explored potential Myctophid choruses, spanning 1&#x2013;5&#xa0;kHz, peaking in levels similarly between 0.75&#x2013;5.25&#xa0;h after sunset (<italic>Chorus III:</italic> 4&#xa0;h after sunset), and composed of dampened pulses (<xref ref-type="bibr" rid="B70">McCauley and Cato, 2016</xref>). Furthermore, these choruses were not correlated with the moon phase, but rather periods of high primary productivity. Further studies would be required to assess their sound production characteristics and their link with primary productivity in the Red Sea.</p>
<p>An additional potential source for <italic>Choruses C</italic>, <italic>D and III</italic> includes the Carangidae family, which is known to produce grunt-like sounds (<xref ref-type="bibr" rid="B81">Parsons et al., 2016a</xref>; <xref ref-type="bibr" rid="B17">Carvalho et al., 2019</xref>). Species such as <italic>Caranx ignobilis</italic> (giant trevally) are important commercial fish in the region and have been observed aggregating at mesophotic depths (40&#xa0;m) during summer spawning seasons in the Red Sea (<xref ref-type="bibr" rid="B97">Rice et al., 2020</xref>; <xref ref-type="bibr" rid="B11">Bogorodsky and Randall, 2019</xref>; <xref ref-type="bibr" rid="B102">Sadovy De Mitcheson et al., 2008</xref>). This species&#x2019; vertical shoaling behavior (<xref ref-type="bibr" rid="B20">Daly et al., 2018</xref>; <xref ref-type="bibr" rid="B114">Zhou et al., 2024</xref>) aligns well with the spatial and temporal features observed in these choruses.</p>
<p>
<italic>Chorus II</italic> bears striking similarities to a chorus described in multiple studies (<xref ref-type="bibr" rid="B67">McCauley, 2012</xref>; <xref ref-type="bibr" rid="B83">Parsons et al., 2017</xref>) and attributed to crepuscular, planktivorous fish families Holocentridae, Priacanthidae and Apogonidae, and most likely related to feeding activity. As noted by the authors, this chorus shows spectral peaks between 600 and 900&#xa0;Hz and contains a notch around 1,000&#xa0;Hz, which suggests the shoal&#x2019;s position near the surface (<xref ref-type="bibr" rid="B83">Parsons et al., 2017</xref>). The origin point of this chorus in our study is unknown. <italic>Chorus II</italic> shows variable spectral qualities in the mesophotic sites as compared to the shallow sites, contributing to the variable average low frequency of 362.5 &#xb1; 109.6&#xa0;Hz to high frequency of 1,646 &#xb1; 848.7&#xa0;Hz, and a peak frequency of 698.3 &#xb1; 507.6&#xa0;Hz (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
</sec>
</sec>
<sec id="s4-2">
<title>4.2 Vessel noise</title>
<p>Although not the primary focus of this study, vessel noise was found to be pervasive across all sites, originating mainly from large cargo ships and small fishing boats (highlighted in <xref ref-type="fig" rid="F4">Figure 4</xref>). The proximity of both locations to the King Abdullah Economic City (KAEC) shipping lane (&#x223c;5&#xa0;km away, <xref ref-type="fig" rid="F1">Figure 1B</xref>) resulted in multiple daily detections, particularly at mesophotic sites, where low-frequency noise (40&#x2013;200&#xa0;Hz) reached levels up to 110&#xa0;dB re &#xb5;Pa<sup>2</sup>/Hz (<xref ref-type="fig" rid="F3">Figures 3</xref>&#x2013;<xref ref-type="fig" rid="F5">5</xref>). Vessel noise has been shown to significantly reduce fish communication space&#x2014;for example, a large vessel &#x3c;10&#xa0;km away reduced the communication range of <italic>Pempheris adspersa</italic> by up to 99% (<xref ref-type="bibr" rid="B90">Putland et al., 2018</xref>). Most likely due to the presence of the near-surface sound duct (<xref ref-type="sec" rid="s4-1-1">Section 4.1.1</xref>) focusing shallow noise (<xref ref-type="bibr" rid="B49">Larayedh et al., 2024</xref>), shipping noise exhibited increased effect on winter soundscapes than during summer, despite cooler temperatures. During the peak winter <italic>Chorus F</italic>, vessel activity coincided with fish sound production, inflating ambient noise levels within the chorus frequency band by up to 10&#xa0;dB and masking the chorusing signal (<xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F4">4</xref>). Similarly, in summer, nocturnal choruses were frequently overlapped by vessel noise. This pattern mirrors findings from coral reef studies in Japan, where deeper sites experienced disproportionately higher vessel noise levels compared to shallower habitats (<xref ref-type="bibr" rid="B56">Lin et al., 2021</xref>; <xref ref-type="bibr" rid="B3">Akamatsu et al., 2018</xref>).</p>
<p>Chronic vessel noise has detrimental effects on fish behavior, health, and reproductive success (<xref ref-type="bibr" rid="B37">Holles et al., 2013</xref>; <xref ref-type="bibr" rid="B77">Nedelec et al., 2017</xref>; <xref ref-type="bibr" rid="B105">Simpson et al., 2016</xref>). Increased ambient noise reduces the effective range of synchronized vocalizations needed for spawning coordination (<xref ref-type="bibr" rid="B113">Zhang and Katsnelson, 2021</xref>), which can normally span kilometers (<xref ref-type="bibr" rid="B92">Radford et al., 2023</xref>). In response, some species increase call volumes (up to 7&#x2013;9&#xa0;dB), potentially overexerting energy and reducing reproductive efficiency (<xref ref-type="bibr" rid="B103">Schafer, 1969</xref>; <xref ref-type="bibr" rid="B17">Carvalho et al., 2019</xref>; <xref ref-type="bibr" rid="B21">De Jong et al., 2018</xref>; <xref ref-type="bibr" rid="B30">Gavrilov and Parsons, 2014</xref>). Additionally, vessel noise can disrupt larval fish settlement by interfering with phonotaxis and masking reef acoustic cues critical for navigation (<xref ref-type="bibr" rid="B73">Montgomery et al., 2006</xref>; <xref ref-type="bibr" rid="B111">Vermeij et al., 2010</xref>; <xref ref-type="bibr" rid="B99">Rowell et al., 2017</xref>; <xref ref-type="bibr" rid="B58">Lobel, 1992</xref>). Further research into Red Sea fish chorusing should quantify the impacts of vessel noise on fish behavior and communication. As coastal development accelerates under Saudi Arabia&#x2019;s &#x201c;Vision 2030,&#x201d; including rising construction and recreational watercraft noise, it is critical to establish baselines like these to detect and mitigate impacts on fish activity and habitat use.</p>
</sec>
<sec id="s4-3">
<title>4.3 Limitations of PAM and future directions</title>
<p>As discussed, the results presented may be reflective of fish location and activity, but are also influenced heavily by ambient conditions, bathymetry, weather influences, and how these affect sound propagation and receiver geometry. These should be taken into account when planning future field studies (<xref ref-type="bibr" rid="B10">Biggs and Erisman, 2021</xref>). Within this study we have recorded the ambient conditions at the point of the receiver, but future studies in the central Red Sea could collect temperature and salinity profiles to create <italic>insitu</italic> SSPs, as well as use bathymetric information for sound propagation modelling (<xref ref-type="bibr" rid="B27">Erbe et al., 2022</xref>; <xref ref-type="bibr" rid="B50">Larsen and Radford, 2018</xref>), and investigate correlations of primary productivity through satellite imagery and <italic>insitu</italic> measurements. While depth increases complexity of calculations, a hydrophone array, or 4-element hydrophone, could help in localizing the shoal using Time Difference of Arrival (TDoA) (<xref ref-type="bibr" rid="B27">Erbe et al., 2022</xref>). Consequently, echo sounding using a boat sonar may be used to located the shoal. To then visually confirm the identity of the chorusing species, a PAM set-up equipped with an underwater camera (with lights or preferably infrared) could also be deployed.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>This study demonstrates the utility of PAM in identifying critical habitats for fish, through cataloging seasonal and spatial variability in fish soundscapes. As the eleven documented choruses were most likely related to foraging, spawning and/or courtship, this establishes the study area of the central Red Sea as an important habitat for fish. Cataloging unknown choruses and linking them to specific taxa remain priorities for building global soundscape baselines. These efforts will be instrumental in designing effective spatial management strategies, protecting fragile reef ecosystems, and ensuring the sustainability of fish populations under increasing environmental pressures.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s12">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving animals in accordance with the local legislation and institutional requirements. The research is non-invasive, passive acoustic monitoring that does not affect animals.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>MN-H: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Project administration, Software, Supervision, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. AP: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Software, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. AS: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Project administration, Software, Writing&#x2013;original draft, Writing&#x2013;review and editing Validation, Visualization. MW: Investigation, Software, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. FM: Conceptualization, Investigation, Software, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. FB: Conceptualization, Funding acquisition, Investigation, Resources, Supervision, Writing&#x2013;original draft, Writing&#x2013;review and editing. CD: Conceptualization, Funding acquisition, Investigation, Methodology, Resources, Supervision, Writing&#x2013;original draft, Writing - review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This research was funded by baseline funding by King Abdullah University of Science and Technology provided to CD and FB.</p>
</sec>
<ack>
<p>We thank the CMR staff, especially Andres Espinoza, Ramzi S. Al-Jahdali, and David Atienza for invaluable help in deployment and troubleshooting gear, as well as CMR skippers Mohammed Y. Alsheik, Issam Al-Jahdali, Eleazar G. Gonomit, Walid Al-Jahdali, Gazi Al-Jahdali, Abdullah Al-Jahdali; and fieldwork assistance from Nayra Pluma-Guerrero and Jennifer Thompson. We also thank Vanita Dighe and Eleonora Re for help with water sample analysis, as well as Miles Parsons for initial advice on fish choruses and using CHORUS, and Jennifer Miksis-Olds for initial discussion on identifying currents, anthropogenic noise and artefacts within soundscapes. Lastly (but certainly not least), thank you to both reviewers and Editor Lucia Di Iorio, whose valuable comments and advice helped improve the manuscript greatly. During preparation of the manuscript, ChatGPT (4o) was used to draft some of the code utilized in the work, as well as improve the readability of some paragraphs. All work was subsequently reviewed by the author/s, who take full responsibility for the content of the published article.</p>
</ack>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/frsen.2025.1482244/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/frsen.2025.1482244/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material>
<label>Supplementary audio 1</label>
<caption>
<p>Chorus_C_2230PM_. Summer <italic>Chorus C</italic> at AFDS2, 22:30PM.</p>
</caption>
</supplementary-material>
<supplementary-material>
<label>Supplementary audio 2</label>
<caption>
<p>Chorus_III_DS3_2307PM_. Summer <italic>Chorus III</italic> at KADS3, 23:07PM.</p>
</caption>
</supplementary-material>
<supplementary-material>
<label>Supplementary audio 3</label>
<caption>
<p>ChorusD_0225AM_. Summer <italic>Chorus D</italic> at AFDS2, 02:25AM.</p>
</caption>
</supplementary-material>
<supplementary-material>
<label>Supplementary audio 4</label>
<caption>
<p>ChorusF_KADS3_2031PM_. Winter <italic>Chorus F</italic> at KADS3, 20:31PM.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Audio4.wav" id="SM1" mimetype="application/wav" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Supplementaryfile1.docx" id="SM2" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Audio3.wav" id="SM3" mimetype="application/wav" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Audio2.wav" id="SM4" mimetype="application/wav" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Audio1.wav" id="SM5" mimetype="application/wav" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aalbers</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Drawbridge</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>White seabass spawning behavior and sound production</article-title>. <source>Trans. Am. Fish. Soc.</source> <volume>137</volume> (<issue>2</issue>), <fpage>542</fpage>&#x2013;<lpage>550</lpage>. <pub-id pub-id-type="doi">10.1577/t04-058.1</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ainslie</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Effect of wind-generated bubbles on fixed range acoustic attenuation in shallow water at 1&#x2013;4kHz</article-title>. <source>J. Acoust. Soc. Am.</source> <volume>118</volume> (<issue>6</issue>), <fpage>3513</fpage>&#x2013;<lpage>3523</lpage>. <pub-id pub-id-type="doi">10.1121/1.2114527</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="book">
<person-group person-group-type="editor">
<name>
<surname>Akamatsu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>T.-H.</given-names>
</name>
<name>
<surname>Tsao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Sinniger</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Harii</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2018</year>). <source>Coral reef soundscape to measure the species distribution and biodiversity</source> (<publisher-name>OCEANS-MTS/IEEE Kobe Techno-Oceans OTO; IEEE</publisher-name>).</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Amorim</surname>
<given-names>M. C. P.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Diversity of sound production in fish</article-title>. <source>Commun. fishes</source> <volume>1</volume>, <fpage>71</fpage>&#x2013;<lpage>104</lpage>.</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Anderson</surname>
<given-names>E. R.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>The role of backreef soundscapes and their spatial structure for recruitment of tropical marine larvae</article-title>.</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bertucci</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Lejeune</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Payrot</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Parmentier</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Sound production by dusky grouper Epinephelus marginatus at spawning aggregation sites</article-title>. <source>J. Fish Biol.</source> <volume>87</volume> (<issue>2</issue>), <fpage>400</fpage>&#x2013;<lpage>421</lpage>. <pub-id pub-id-type="doi">10.1111/jfb.12733</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bertucci</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Maratrat</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Berthe</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Besson</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Guerra</surname>
<given-names>A. S.</given-names>
</name>
<name>
<surname>Raick</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Local sonic activity reveals potential partitioning in a coral reef fish community</article-title>. <source>Oecologia</source> <volume>193</volume>, <fpage>125</fpage>&#x2013;<lpage>134</lpage>. <pub-id pub-id-type="doi">10.1007/s00442-020-04647-3</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bertucci</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Parmentier</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Berthe</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Besson</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hawkins</surname>
<given-names>A. D.</given-names>
</name>
<name>
<surname>Aubin</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Snapshot recordings provide a first description of the acoustic signatures of deeper habitats adjacent to coral reefs of Moorea</article-title>. <source>PeerJ</source> <volume>5</volume>, <fpage>e4019</fpage>. <pub-id pub-id-type="doi">10.7717/peerj.4019</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Berumen</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Hoey</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bass</surname>
<given-names>W. H.</given-names>
</name>
<name>
<surname>Bouwmeester</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Catania</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Cochran</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>The status of coral reef ecology research in the Red Sea</article-title>. <source>Coral Reefs</source> <volume>32</volume>, <fpage>737</fpage>&#x2013;<lpage>748</lpage>. <pub-id pub-id-type="doi">10.1007/s00338-013-1055-8</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Biggs</surname>
<given-names>C. R.</given-names>
</name>
<name>
<surname>Erisman</surname>
<given-names>B. E.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Transmission loss of fish spawning vocalizations and the detection range of passive acoustic sampling in very shallow estuarine environments</article-title>. <source>Estuaries Coasts</source> <volume>44</volume> (<issue>7</issue>), <fpage>2026</fpage>&#x2013;<lpage>2038</lpage>. <pub-id pub-id-type="doi">10.1007/s12237-021-00914-5</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Bogorodsky</surname>
<given-names>S. V.</given-names>
</name>
<name>
<surname>Randall</surname>
<given-names>J. E.</given-names>
</name>
</person-group> (<year>2019</year>). &#x201c;<article-title>Endemic fishes of the Red Sea</article-title>,&#x201d; in <source>Oceanographic and biological aspects of the Red Sea</source>, <fpage>239</fpage>&#x2013;<lpage>265</lpage>.</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bongaerts</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Ridgway</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Sampayo</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Hoegh-Guldberg</surname>
<given-names>O.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Assessing the &#x2018;deep reef refugia&#x2019;hypothesis: focus on Caribbean reefs</article-title>. <source>Coral reefs</source>. <volume>29</volume>, <fpage>309</fpage>&#x2013;<lpage>327</lpage>. <pub-id pub-id-type="doi">10.1007/s00338-009-0581-x</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Borie-Mojica</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Rezende</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Padovani</surname>
<given-names>F. B.</given-names>
</name>
<name>
<surname>Maida</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Travassos</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Fish chorus and vessel noise in a marine protected coastal reef vary with lunar phase</article-title>. <source>Environ. Biol. Fishes</source> <volume>105</volume> (<issue>5</issue>), <fpage>575</fpage>&#x2013;<lpage>587</lpage>. <pub-id pub-id-type="doi">10.1007/s10641-022-01267-z</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Burnham</surname>
<given-names>R. E.</given-names>
</name>
<name>
<surname>Vagle</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Thupaki</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Thornton</surname>
<given-names>S. J.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Implications of wind and vessel noise on the sound fields experienced by southern resident killer whales <italic>Orcinus orca</italic> in the Salish Sea</article-title>. <source>Endanger. Species Res.</source> <volume>50</volume>, <fpage>31</fpage>&#x2013;<lpage>46</lpage>. <pub-id pub-id-type="doi">10.3354/esr01217</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Butler</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Pagniello</surname>
<given-names>CMLS</given-names>
</name>
<name>
<surname>Jaffe</surname>
<given-names>J. S.</given-names>
</name>
<name>
<surname>Parnell</surname>
<given-names>P. E.</given-names>
</name>
<name>
<surname>&#x160;irovi&#x107;</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Diel and seasonal variability in kelp forest soundscapes off the southern California coast</article-title>. <source>Front. Mar. Sci.</source> <volume>8</volume> (<issue>357</issue>). <pub-id pub-id-type="doi">10.3389/fmars.2021.629643</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Carri&#xe7;o</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Silva</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Menezes</surname>
<given-names>G. M.</given-names>
</name>
<name>
<surname>Fonseca</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Amorim</surname>
<given-names>M. C. P.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Characterization of the acoustic community of vocal fishes in the Azores</article-title>. <source>PeerJ</source> <volume>7</volume>, <fpage>e7772</fpage>. <pub-id pub-id-type="doi">10.7717/peerj.7772</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Carvalho</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>K&#xfc;rten</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Krokos</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Hoteit</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Ellis</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <source>The red sea</source>. <publisher-name>World seas: An environmental evaluation: Elsevier</publisher-name>, <fpage>49</fpage>&#x2013;<lpage>74</lpage>.</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cato</surname>
<given-names>D. H.</given-names>
</name>
</person-group> (<year>1978</year>). <article-title>Marine biological choruses observed in tropical waters near Australia</article-title>. <source>J. Acoust. Soc. Am.</source> <volume>64</volume> (<issue>3</issue>), <fpage>736</fpage>&#x2013;<lpage>743</lpage>. <pub-id pub-id-type="doi">10.1121/1.382038</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ch&#xe9;rubin</surname>
<given-names>L. M.</given-names>
</name>
<name>
<surname>Dalgleish</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Ibrahim</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Sch&#xe4;rer-Umpierre</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Nemeth</surname>
<given-names>R. S.</given-names>
</name>
<name>
<surname>Matthews</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Fish spawning aggregations dynamics as inferred from a novel, persistent presence robotic approach</article-title>. <source>Front. Mar. Sci.</source> <volume>6</volume>, <fpage>779</fpage>. <pub-id pub-id-type="doi">10.3389/fmars.2019.00779</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Daly</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Daly</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Bennett</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Cowley</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Pereira</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Filmalter</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Quantifying the largest aggregation of giant trevally <italic>Caranx ignobilis</italic> (Carangidae) on record: implications for management</article-title>. <source>Afr. J. Mar. Sci.</source> <volume>40</volume> (<issue>3</issue>), <fpage>315</fpage>&#x2013;<lpage>321</lpage>. <pub-id pub-id-type="doi">10.2989/1814232x.2018.1496950</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>De Jong</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Amorim</surname>
<given-names>M. C. P.</given-names>
</name>
<name>
<surname>Fonseca</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Fox</surname>
<given-names>C. J.</given-names>
</name>
<name>
<surname>Heubel</surname>
<given-names>K. U.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Noise can affect acoustic communication and subsequent spawning success in fish</article-title>. <source>Environ. Pollut.</source> <volume>237</volume>, <fpage>814</fpage>&#x2013;<lpage>823</lpage>. <pub-id pub-id-type="doi">10.1016/j.envpol.2017.11.003</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dibble</surname>
<given-names>D. S.</given-names>
</name>
<name>
<surname>Van Alstyne</surname>
<given-names>K. R.</given-names>
</name>
<name>
<surname>Ridgway</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Dolphins signal success by producing a victory squeal</article-title>. <source>Int. J. Comp. Psychol.</source> <volume>29</volume> (<issue>1</issue>). <pub-id pub-id-type="doi">10.46867/ijcp.2016.29.00.14</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>D&#x2019;spain</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Batchelor</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Observations of biological choruses in the Southern California Bight: a chorus at midfrequencies</article-title>. <source>J. Acoust. Soc. Am.</source> <volume>120</volume> (<issue>4</issue>), <fpage>1942</fpage>&#x2013;<lpage>1955</lpage>. <pub-id pub-id-type="doi">10.1121/1.2338802</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Duarte</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Chapuis</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Collin</surname>
<given-names>S. P.</given-names>
</name>
<name>
<surname>Costa</surname>
<given-names>D. P.</given-names>
</name>
<name>
<surname>Devassy</surname>
<given-names>R. P.</given-names>
</name>
<name>
<surname>Eguiluz</surname>
<given-names>V. M.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>The soundscape of the Anthropocene ocean</article-title>. <source>Science</source> <volume>371</volume> (<issue>6529</issue>), <fpage>eaba4658</fpage>. <pub-id pub-id-type="doi">10.1126/science.aba4658</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dypvik</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Kaartvedt</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Vertical migration and diel feeding periodicity of the skinnycheek lanternfish (Benthosema pterotum) in the Red Sea</article-title>. <source>Deep Sea Res. Part I Oceanogr. Res. Pap.</source> <volume>72</volume>, <fpage>9</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1016/j.dsr.2012.10.012</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>El-Regal</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Spawning seasons, spawning grounds and nursery grounds of some Red Sea fishes</article-title>.</citation>
</ref>
<ref id="B27">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Erbe</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Duncan</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Hawkins</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Terhune</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Thomas</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>2022</year>). &#x201c;<article-title>Introduction to acoustic terminology and signal processing</article-title>,&#x201d; in <source>Exploring animal behavior through sound: volume 1: methods</source> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer International Publishing</publisher-name>), <fpage>111</fpage>&#x2013;<lpage>152</lpage>.</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Erisman</surname>
<given-names>B. E.</given-names>
</name>
<name>
<surname>Rowell</surname>
<given-names>T. J.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>A sound worth saving: acoustic characteristics of a massive fish spawning aggregation</article-title>. <source>Biol. Lett.</source> <volume>13</volume> (<issue>12</issue>), <fpage>20170656</fpage>. <pub-id pub-id-type="doi">10.1098/rsbl.2017.0656</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gannon</surname>
<given-names>D. P.</given-names>
</name>
<name>
<surname>Barros</surname>
<given-names>N. B.</given-names>
</name>
<name>
<surname>Nowacek</surname>
<given-names>D. P.</given-names>
</name>
<name>
<surname>Read</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Waples</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Wells</surname>
<given-names>R. S.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Prey detection by bottlenose dolphins, <italic>Tursiops truncatus</italic>: an experimental test of the passive listening hypothesis</article-title>. <source>Anim. Behav.</source> <volume>69</volume> (<issue>3</issue>), <fpage>709</fpage>&#x2013;<lpage>720</lpage>. <pub-id pub-id-type="doi">10.1016/j.anbehav.2004.06.020</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gavrilov</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Parsons</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>A Matlab tool for the characterisation of recorded underwater sound (CHORUS)</article-title>. <source>Acoust. Aust.</source> <volume>42</volume> (<issue>3</issue>), <fpage>190</fpage>&#x2013;<lpage>196</lpage>.</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gordon</surname>
<given-names>T. A.</given-names>
</name>
<name>
<surname>Radford</surname>
<given-names>A. N.</given-names>
</name>
<name>
<surname>Davidson</surname>
<given-names>I. K.</given-names>
</name>
<name>
<surname>Barnes</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>McCloskey</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Nedelec</surname>
<given-names>S. L.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Acoustic enrichment can enhance fish community development on degraded coral reef habitat</article-title>. <source>Nat. Commun.</source> <volume>10</volume> (<issue>1</issue>), <fpage>5414</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-019-13186-2</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Havlik</surname>
<given-names>M. N.</given-names>
</name>
<name>
<surname>Predragovic</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Duarte</surname>
<given-names>C. M.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>State of play in marine soundscape assessments</article-title>. <source>Front. Mar. Sci.</source> <volume>9</volume>. <pub-id pub-id-type="doi">10.3389/fmars.2022.919418</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hawkins</surname>
<given-names>L. A.</given-names>
</name>
<name>
<surname>Saunders</surname>
<given-names>B. J.</given-names>
</name>
<name>
<surname>Landero Figueroa</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>McCauley</surname>
<given-names>R. D.</given-names>
</name>
<name>
<surname>Parnum</surname>
<given-names>I. M.</given-names>
</name>
<name>
<surname>Parsons</surname>
<given-names>M. J.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Habitat type drives the spatial distribution of Australian fish chorus diversity</article-title>. <source>J. Acoust. Soc. Am.</source> <volume>154</volume> (<issue>4</issue>), <fpage>2305</fpage>&#x2013;<lpage>2320</lpage>. <pub-id pub-id-type="doi">10.1121/10.0021330</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Heimrich</surname>
<given-names>A. F.</given-names>
</name>
<name>
<surname>Halliday</surname>
<given-names>W. D.</given-names>
</name>
<name>
<surname>Frouin&#x2010;Mouy</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Pine</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Juanes</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Insley</surname>
<given-names>S. J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Vocalizations of bearded seals (<italic>Erignathus barbatus</italic>) and their influence on the soundscape of the western Canadian Arctic</article-title>. <source>Mar. Mammal Sci.</source> <volume>37</volume> (<issue>1</issue>), <fpage>173</fpage>&#x2013;<lpage>192</lpage>. <pub-id pub-id-type="doi">10.1111/mms.12732</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Herzing</surname>
<given-names>D. L.</given-names>
</name>
<name>
<surname>Elliser</surname>
<given-names>C. R.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Nocturnal feeding of Atlantic spotted dolphins (Stenella frontalis) in the Bahamas</article-title>. <source>Mar. Mamm. Sci.</source> <volume>30</volume> (<issue>1</issue>), <fpage>367</fpage>&#x2013;<lpage>373</lpage>. <pub-id pub-id-type="doi">10.1111/mms.12016</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hoare</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Ruxton</surname>
<given-names>G. D.</given-names>
</name>
<name>
<surname>Godin</surname>
<given-names>J. G. J.</given-names>
</name>
<name>
<surname>Krause</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>The social organization of free&#x2010;ranging fish shoals</article-title>. <source>Oikos</source> <volume>89</volume> (<issue>3</issue>), <fpage>546</fpage>&#x2013;<lpage>554</lpage>. <pub-id pub-id-type="doi">10.1034/j.1600-0706.2000.890314.x</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Holles</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Simpson</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Radford</surname>
<given-names>A. N.</given-names>
</name>
<name>
<surname>Berten</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lecchini</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Boat noise disrupts orientation behaviour in a coral reef fish</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>485</volume>, <fpage>295</fpage>&#x2013;<lpage>300</lpage>. <pub-id pub-id-type="doi">10.3354/meps10346</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ikegami</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Takeuchi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hur</surname>
<given-names>S.-P.</given-names>
</name>
<name>
<surname>Takemura</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Impacts of moonlight on fish reproduction</article-title>. <source>Mar. genomics</source> <volume>14</volume>, <fpage>59</fpage>&#x2013;<lpage>66</lpage>. <pub-id pub-id-type="doi">10.1016/j.margen.2013.11.007</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="book">
<collab>ISO</collab> (<year>2017</year>). <source>Underwater acoustics&#x2014;terminology</source>. <publisher-loc>Geneva, Switzerland</publisher-loc>: <publisher-name>International Organization for Standardization</publisher-name>.</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Janik</surname>
<given-names>V. M.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Whistle matching in wild bottlenose dolphins (<italic>Tursiops truncatus</italic>)</article-title>. <source>Science</source> <volume>289</volume> (<issue>5483</issue>), <fpage>1355</fpage>&#x2013;<lpage>1357</lpage>. <pub-id pub-id-type="doi">10.1126/science.289.5483.1355</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jones</surname>
<given-names>I. T.</given-names>
</name>
<name>
<surname>Suca</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Llopiz</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Mooney</surname>
<given-names>T. A.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Characterizing soundscapes and larval fish settlement in tropical seagrass and mangrove habitats</article-title>. <source>J. Acoust. Soc. Am.</source> <volume>141</volume> (<issue>5</issue>), <fpage>4003</fpage>. <pub-id pub-id-type="doi">10.1121/1.4989181</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Kaatz</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Rice</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Lobel</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2017</year>). &#x201c;<article-title>How fishes use sound: quiet to loud and simple to complex signaling</article-title>,&#x201d; in <source>Reference model in life science: encyclopedia of physiology of fishes</source>. <publisher-name>Elsevier</publisher-name>, <fpage>1</fpage>&#x2013;<lpage>12</lpage>.</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kahng</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Garcia-Sais</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Spalding</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Brokovich</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Wagner</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Weil</surname>
<given-names>E.</given-names>
</name>
<etal/>
</person-group> (<year>2010</year>). <article-title>Community ecology of mesophotic coral reef ecosystems</article-title>. <source>Coral Reefs</source> <volume>29</volume>, <fpage>255</fpage>&#x2013;<lpage>275</lpage>. <pub-id pub-id-type="doi">10.1007/s00338-010-0593-6</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kaplan</surname>
<given-names>M. B.</given-names>
</name>
<name>
<surname>Mooney</surname>
<given-names>T. A.</given-names>
</name>
<name>
<surname>Partan</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Solow</surname>
<given-names>A. R.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Coral reef species assemblages are associated with ambient soundscapes</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>533</volume>, <fpage>93</fpage>&#x2013;<lpage>107</lpage>. <pub-id pub-id-type="doi">10.3354/meps11382</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kattan</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Coker</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Nowicki</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Williams</surname>
<given-names>C. T.</given-names>
</name>
<name>
<surname>Berumen</surname>
<given-names>M. L.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Putative spawning aggregations of giant trevally in the Red Sea</article-title>.</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Klevjer</surname>
<given-names>T. A.</given-names>
</name>
<name>
<surname>Torres</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Kaartvedt</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Distribution and diel vertical movements of mesopelagic scattering layers in the Red Sea</article-title>. <source>Mar. Biol.</source> <volume>159</volume>, <fpage>1833</fpage>&#x2013;<lpage>1841</lpage>. <pub-id pub-id-type="doi">10.1007/s00227-012-1973-y</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Krause</surname>
<given-names>B. L.</given-names>
</name>
</person-group> (<year>1993</year>). <article-title>The niche hypothesis: a virtual symphony of animal sounds, the origins of musical expression and the health of habitats</article-title>. <source>Soundscape Newsl.</source> <volume>6</volume> (<issue>5</issue>).</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ladich</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Ecology of sound communication in fishes</article-title>. <source>Fish Fish.</source> <volume>20</volume> (<issue>3</issue>), <fpage>552</fpage>&#x2013;<lpage>563</lpage>. <pub-id pub-id-type="doi">10.1111/faf.12368</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Larayedh</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Cornuelle</surname>
<given-names>B. D.</given-names>
</name>
<name>
<surname>Krokos</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Hoteit</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Numerical investigation of shipping noise in the Red Sea</article-title>. <source>Sci. Rep.</source> <volume>14</volume> (<issue>1</issue>), <fpage>5851</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-024-56523-2</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Larsen</surname>
<given-names>O. N.</given-names>
</name>
<name>
<surname>Radford</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2018</year>). &#x201c;<article-title>Acoustic conditions affecting sound communication in air and underwater</article-title>,&#x201d; in <source>Effects of anthropogenic noise on animals</source>, <fpage>109</fpage>&#x2013;<lpage>144</lpage>.</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Laxminarsimha</surname>
<given-names>C. K.</given-names>
</name>
<name>
<surname>Sreekanth</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Deshmukh</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Sharma</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Marine soundscape and fish chorus in an archipelago ecosystem comprising bio-diverse tropical islands off Goa Coast, India</article-title>. <source>Aquat. Ecol.</source> <volume>54</volume>, <fpage>475</fpage>&#x2013;<lpage>493</lpage>. <pub-id pub-id-type="doi">10.1007/s10452-020-09754-0</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lecchini</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Bertucci</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Gache</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Khalife</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Besson</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Roux</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Boat noise prevents soundscape-based habitat selection by coral planulae</article-title>. <source>Sci. Rep.</source> <volume>8</volume> (<issue>1</issue>), <fpage>9283</fpage>&#x2013;<lpage>9289</lpage>. <pub-id pub-id-type="doi">10.1038/s41598-018-27674-w</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leis</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Carson&#x2010;Ewart</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Hay</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Cato</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Coral&#x2010;reef sounds enable nocturnal navigation by some reef&#x2010;fish larvae in some places and at some times</article-title>. <source>J. Fish Biol.</source> <volume>63</volume> (<issue>3</issue>), <fpage>724</fpage>&#x2013;<lpage>737</lpage>. <pub-id pub-id-type="doi">10.1046/j.1095-8649.2003.00182.x</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lesser</surname>
<given-names>M. P.</given-names>
</name>
<name>
<surname>Slattery</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Leichter</surname>
<given-names>J. J.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Ecology of mesophotic coral reefs</article-title>. <source>J. Exp. Mar. Biol. Ecol.</source> <volume>375</volume> (<issue>1-2</issue>), <fpage>1</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1016/j.jembe.2009.05.009</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lillis</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mooney</surname>
<given-names>T. A.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Snapping shrimp sound production patterns on Caribbean coral reefs: relationships with celestial cycles and environmental variables</article-title>. <source>Coral Reefs</source> <volume>37</volume> (<issue>2</issue>), <fpage>597</fpage>&#x2013;<lpage>607</lpage>. <pub-id pub-id-type="doi">10.1007/s00338-018-1684-z</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname>
<given-names>T.-H.</given-names>
</name>
<name>
<surname>Akamatsu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Sinniger</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Harii</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Exploring coral reef biodiversity via underwater soundscapes</article-title>. <source>Biol. Conserv.</source> <volume>253</volume>, <fpage>108901</fpage>. <pub-id pub-id-type="doi">10.1016/j.biocon.2020.108901</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lindseth</surname>
<given-names>A. V.</given-names>
</name>
<name>
<surname>Lobel</surname>
<given-names>P. S.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Underwater soundscape monitoring and fish bioacoustics: a review</article-title>. <source>Fishes</source> <volume>3</volume> (<issue>3</issue>), <fpage>36</fpage>. <pub-id pub-id-type="doi">10.3390/fishes3030036</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lobel</surname>
<given-names>P. S.</given-names>
</name>
</person-group> (<year>1992</year>). <article-title>Sounds produced by spawning fishes</article-title>. <source>Environ. Biol. Fishes</source> <volume>33</volume>, <fpage>351</fpage>&#x2013;<lpage>358</lpage>. <pub-id pub-id-type="doi">10.1007/bf00010947</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lobel</surname>
<given-names>P. S.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Diversity of fish spawning sounds and the application of passive acoustic monitoring</article-title>. <source>Bioacoustics</source> <volume>12</volume> (<issue>2-3</issue>), <fpage>286</fpage>&#x2013;<lpage>289</lpage>. <pub-id pub-id-type="doi">10.1080/09524622.2002.9753724</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Looby</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Cox</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Bravo</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Rountree</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Juanes</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Reynolds</surname>
<given-names>L. K.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>A quantitative inventory of global soniferous fish diversity</article-title>. <source>Rev. Fish Biol. Fish.</source> <volume>32</volume> (<issue>2</issue>), <fpage>581</fpage>&#x2013;<lpage>595</lpage>. <pub-id pub-id-type="doi">10.1007/s11160-022-09702-1</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Loya</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Puglise</surname>
<given-names>K. A.</given-names>
</name>
<name>
<surname>Bridge</surname>
<given-names>T. C.</given-names>
</name>
</person-group> (<year>2019</year>). <source>Mesophotic coral ecosystems</source>. <publisher-name>Springer</publisher-name>.</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luczkovich</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Keusenkothen</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Can longspine squirrelfish hear bottlenose dolphin? Bioacoustics</article-title>. <source>Bioacoustics</source> <volume>17</volume> (<issue>1-3</issue>), <fpage>75</fpage>&#x2013;<lpage>77</lpage>. <pub-id pub-id-type="doi">10.1080/09524622.2008.9753771</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luczkovich</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Mann</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Rountree</surname>
<given-names>R. A.</given-names>
</name>
</person-group> (<year>2008a</year>). <article-title>Passive acoustics as a tool in fisheries science</article-title>. <source>Trans. Am. Fish. Soc.</source> <volume>137</volume> (<issue>2</issue>), <fpage>533</fpage>&#x2013;<lpage>541</lpage>. <pub-id pub-id-type="doi">10.1577/t06-258.1</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luczkovich</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Pullinger</surname>
<given-names>R. C.</given-names>
</name>
<name>
<surname>Johnson</surname>
<given-names>S. E.</given-names>
</name>
<name>
<surname>Sprague</surname>
<given-names>M. W.</given-names>
</name>
</person-group> (<year>2008b</year>). <article-title>Identifying sciaenid critical spawning habitats by the use of passive acoustics</article-title>. <source>Trans. Am. Fish. Soc.</source> <volume>137</volume> (<issue>2</issue>), <fpage>576</fpage>&#x2013;<lpage>605</lpage>. <pub-id pub-id-type="doi">10.1577/t05-290.1</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lyon</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Eggleston</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Bohnenstiehl</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Layman</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ricci</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Allgeier</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Fish community structure, habitat complexity, and soundscape characteristics of patch reefs in a tropical, back-reef system</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>609</volume>, <fpage>33</fpage>&#x2013;<lpage>48</lpage>. <pub-id pub-id-type="doi">10.3354/meps12829</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mahanty</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kannan</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Harikrishanan</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Latha</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Terapon Theraps chorus observed in shallow water environment in the southeastern Arabian sea</article-title>.</citation>
</ref>
<ref id="B67">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>McCauley</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2012</year>). &#x201c;<article-title>Fish choruses from the Kimberley, seasonal and lunar links as determined by long term sea noise monitoring</article-title>,&#x201d; in <source>Proceedings of the acoustical society of Australia</source>.</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McCauley</surname>
<given-names>R. D.</given-names>
</name>
<name>
<surname>Cato</surname>
<given-names>D. H.</given-names>
</name>
</person-group> (<year>1998</year>). <article-title>Evening fish choruses near coral reef systems in the Great Barrier Reef, Australia</article-title>. <source>J. Acoust. Soc. Am.</source> <volume>103</volume> (<issue>5_Suppl. ment</issue>), <fpage>2864</fpage>. <pub-id pub-id-type="doi">10.1121/1.421614</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McCauley</surname>
<given-names>R. D.</given-names>
</name>
<name>
<surname>Cato</surname>
<given-names>D. H.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Patterns of fish calling in a nearshore environment in the Great Barrier Reef</article-title>. <source>Philosophical Trans. R. Soc. Lond. Ser. B Biol. Sci.</source> <volume>355</volume> (<issue>1401</issue>), <fpage>1289</fpage>&#x2013;<lpage>1293</lpage>. <pub-id pub-id-type="doi">10.1098/rstb.2000.0686</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McCauley</surname>
<given-names>R. D.</given-names>
</name>
<name>
<surname>Cato</surname>
<given-names>D. H.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Evening choruses in the Perth Canyon and their potential link with Myctophidae fishes</article-title>. <source>J. Acoust. Soc. Am.</source> <volume>140</volume> (<issue>4</issue>), <fpage>2384</fpage>&#x2013;<lpage>2398</lpage>. <pub-id pub-id-type="doi">10.1121/1.4964108</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McWilliam</surname>
<given-names>J. N.</given-names>
</name>
<name>
<surname>McCauley</surname>
<given-names>R. D.</given-names>
</name>
<name>
<surname>Erbe</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Parsons</surname>
<given-names>M. J. G.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Patterns of biophonic periodicity on coral reefs in the Great Barrier Reef</article-title>. <source>Sci. Rep.</source> <volume>7</volume> (<issue>1</issue>), <fpage>17459</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-017-15838-z</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Merchant</surname>
<given-names>N. D.</given-names>
</name>
<name>
<surname>Fristrup</surname>
<given-names>K. M.</given-names>
</name>
<name>
<surname>Johnson</surname>
<given-names>M. P.</given-names>
</name>
<name>
<surname>Tyack</surname>
<given-names>P. L.</given-names>
</name>
<name>
<surname>Witt</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Blondel</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Measuring acoustic habitats</article-title>. <source>Methods Ecol. Evol.</source> <volume>6</volume> (<issue>3</issue>), <fpage>257</fpage>&#x2013;<lpage>265</lpage>. <pub-id pub-id-type="doi">10.1111/2041-210x.12330</pub-id>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Montgomery</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Jeffs</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Simpson</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Meekan</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Tindle</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Sound as an orientation cue for the pelagic larvae of reef fishes and decapod crustaceans</article-title>. <source>Adv. Mar. Biol.</source> <volume>51</volume>, <fpage>143</fpage>&#x2013;<lpage>196</lpage>. <pub-id pub-id-type="doi">10.1016/s0065-2881(06)51003-x</pub-id>
</citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Montie</surname>
<given-names>E. W.</given-names>
</name>
<name>
<surname>Hoover</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kehrer</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Yost</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Brenkert</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>O&#x2019;Donnell</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Acoustic monitoring indicates a correlation between calling and spawning in captive spotted seatrout (Cynoscion nebulosus)</article-title>. <source>PeerJ</source> <volume>5</volume>, <fpage>e2944</fpage>. <pub-id pub-id-type="doi">10.7717/peerj.2944</pub-id>
</citation>
</ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mooney</surname>
<given-names>T. A.</given-names>
</name>
<name>
<surname>Di Iorio</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lammers</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>T.-H.</given-names>
</name>
<name>
<surname>Nedelec</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Parsons</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Listening forward: approaching marine biodiversity assessments using acoustic methods</article-title>. <source>R. Soc. open Sci.</source> <volume>7</volume> (<issue>8</issue>), <fpage>201287</fpage>. <pub-id pub-id-type="doi">10.1098/rsos.201287</pub-id>
</citation>
</ref>
<ref id="B76">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moulton</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>1960</year>). <article-title>Swimming sounds and the schooling of fishes</article-title>. <source>Biol. Bull.</source> <volume>119</volume> (<issue>2</issue>), <fpage>210</fpage>&#x2013;<lpage>223</lpage>. <pub-id pub-id-type="doi">10.2307/1538923</pub-id>
</citation>
</ref>
<ref id="B77">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nedelec</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Mills</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>Radford</surname>
<given-names>A. N.</given-names>
</name>
<name>
<surname>Beldade</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Simpson</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Nedelec</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Motorboat noise disrupts co-operative interspecific interactions</article-title>. <source>Sci. Rep.</source> <volume>7</volume> (<issue>1</issue>), <fpage>6987</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-017-06515-2</pub-id>
</citation>
</ref>
<ref id="B78">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nedelec</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Simpson</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Holderied</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Radford</surname>
<given-names>A. N.</given-names>
</name>
<name>
<surname>Lecellier</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Radford</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Soundscapes and living communities in coral reefs: temporal and spatial variation</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>524</volume>, <fpage>125</fpage>&#x2013;<lpage>135</lpage>. <pub-id pub-id-type="doi">10.3354/meps11175</pub-id>
</citation>
</ref>
<ref id="B79">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Parmentier</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Fine</surname>
<given-names>M. L.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>Fish sound production: insights</article-title>,&#x201d; in <source>Vertebrate sound production and acoustic communication</source>, <fpage>19</fpage>&#x2013;<lpage>49</lpage>.</citation>
</ref>
<ref id="B80">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Parmentier</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Lagardere</surname>
<given-names>J.-P.</given-names>
</name>
<name>
<surname>Vandewalle</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Fine</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Geographical variation in sound production in the anemonefish Amphiprion akallopisos</article-title>. <source>Proc. R. Soc. B Biol. Sci.</source> <volume>272</volume> (<issue>1573</issue>), <fpage>1697</fpage>&#x2013;<lpage>1703</lpage>. <pub-id pub-id-type="doi">10.1098/rspb.2005.3146</pub-id>
</citation>
</ref>
<ref id="B81">
<citation citation-type="book">
<person-group person-group-type="editor">
<name>
<surname>Parsons</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Erbe</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>McCauley</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>McWilliam</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Marley</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Gavrilov</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2016a</year>). &#x201c;<article-title>Long-term monitoring of soundscapes and deciphering a usable index: examples of fish choruses from Australia</article-title>,&#x201d; <source>Proceedings of meetings on acoustics</source> (<publisher-name>Acoustical Society of America, AIP Publishing LLC &#x2013; FMS, NY</publisher-name>).</citation>
</ref>
<ref id="B82">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Parsons</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>McCauley</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Thomas</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>The sounds of fish off cape naturaliste, western Australia</article-title>. <source>Acoust. Aust.</source> <volume>41</volume> (<issue>1</issue>), <fpage>58</fpage>&#x2013;<lpage>64</lpage>.</citation>
</ref>
<ref id="B83">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Parsons</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Salgado</surname>
<given-names>K. C. P.</given-names>
</name>
<name>
<surname>Recalde-Salas</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>McCauley</surname>
<given-names>R. D.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Fish choruses off port hedland, western Australia</article-title>. <source>Bioacoustics</source> <volume>26</volume> (<issue>2</issue>), <fpage>135</fpage>&#x2013;<lpage>152</lpage>. <pub-id pub-id-type="doi">10.1080/09524622.2016.1227940</pub-id>
</citation>
</ref>
<ref id="B84">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Parsons</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Salgado-Kent</surname>
<given-names>C. P.</given-names>
</name>
<name>
<surname>Marley</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Gavrilov</surname>
<given-names>A. N.</given-names>
</name>
<name>
<surname>McCauley</surname>
<given-names>R. D.</given-names>
</name>
</person-group> (<year>2016b</year>). <article-title>Characterizing diversity and variation in fish choruses in Darwin Harbour</article-title>. <source>ICES J. Mar. Sci.</source> <volume>73</volume> (<issue>8</issue>), <fpage>2058</fpage>&#x2013;<lpage>2074</lpage>. <pub-id pub-id-type="doi">10.1093/icesjms/fsw037</pub-id>
</citation>
</ref>
<ref id="B85">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>P&#xe9;rez&#x2010;Rosales</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Pichon</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rouz&#xe9;</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Vill&#xe9;ger</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Torda</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Bongaerts</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Mesophotic coral ecosystems of French Polynesia are hotspots of alpha and beta generic diversity for scleractinian assemblages</article-title>. <source>Divers. Distributions</source> <volume>28</volume> (<issue>7</issue>), <fpage>1391</fpage>&#x2013;<lpage>1403</lpage>. <pub-id pub-id-type="doi">10.1111/ddi.13549</pub-id>
</citation>
</ref>
<ref id="B86">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Picciulin</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bolgan</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Burchardt</surname>
<given-names>L. S.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Rhythmic properties of Sciaena umbra calls across space and time in the Mediterranean Sea</article-title>. <source>Plos one</source> <volume>19</volume> (<issue>2</issue>), <fpage>e0295589</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0295589</pub-id>
</citation>
</ref>
<ref id="B87">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pijanowski</surname>
<given-names>B. C.</given-names>
</name>
<name>
<surname>Farina</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Gage</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Dumyahn</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Krause</surname>
<given-names>B. L.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>What is soundscape ecology? An introduction and overview of an emerging new science</article-title>. <source>Landsc. Ecol.</source> <volume>26</volume>, <fpage>1213</fpage>&#x2013;<lpage>1232</lpage>. <pub-id pub-id-type="doi">10.1007/s10980-011-9600-8</pub-id>
</citation>
</ref>
<ref id="B88">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pine</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Porter</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Investigating the spatiotemporal variation of fish choruses to help identify important foraging habitat for Indo-Pacific humpback dolphins, Sousa chinensis</article-title>. <source>ICES J. Mar. Sci.</source> <volume>75</volume> (<issue>2</issue>), <fpage>510</fpage>&#x2013;<lpage>518</lpage>. <pub-id pub-id-type="doi">10.1093/icesjms/fsx197</pub-id>
</citation>
</ref>
<ref id="B89">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Popper</surname>
<given-names>A. N.</given-names>
</name>
<name>
<surname>Hawkins</surname>
<given-names>A. D.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>An overview of fish bioacoustics and the impacts of anthropogenic sounds on fishes</article-title>. <source>J. fish Biol.</source> <volume>94</volume> (<issue>5</issue>), <fpage>692</fpage>&#x2013;<lpage>713</lpage>. <pub-id pub-id-type="doi">10.1111/jfb.13948</pub-id>
</citation>
</ref>
<ref id="B90">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Putland</surname>
<given-names>R. L.</given-names>
</name>
<name>
<surname>Merchant</surname>
<given-names>N. D.</given-names>
</name>
<name>
<surname>Farcas</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Radford</surname>
<given-names>C. A.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Vessel noise cuts down communication space for vocalizing fish and marine mammals</article-title>. <source>Glob. change Biol.</source> <volume>24</volume> (<issue>4</issue>), <fpage>1708</fpage>&#x2013;<lpage>1721</lpage>. <pub-id pub-id-type="doi">10.1111/gcb.13996</pub-id>
</citation>
</ref>
<ref id="B91">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pyle</surname>
<given-names>R. L.</given-names>
</name>
<name>
<surname>Copus</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Mesophotic coral ecosystems: introduction and overview</article-title>. <source>Mesophotic coral Ecosyst.</source>, <fpage>3</fpage>&#x2013;<lpage>27</lpage>. <pub-id pub-id-type="doi">10.1007/978-3-319-92735-0_1</pub-id>
</citation>
</ref>
<ref id="B92">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Radford</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Constantine</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Pine</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Farcas</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Impact of small boat sound on the listening space of Pempheris adspersa, <italic>Forsterygion lapillum</italic>, Alpheus richardsoni and Ovalipes catharus</article-title>. <source>Sci. Rep.</source> <volume>13</volume>, <fpage>7007</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-023-33684-0</pub-id>
</citation>
</ref>
<ref id="B93">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Raick</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Di Iorio</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Gervaise</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Lossent</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lecchini</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Parmentier</surname>
<given-names>&#xc9;.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>From the reef to the ocean: revealing the acoustic range of the biophony of a coral reef (moorea island, French Polynesia)</article-title>. <source>J. Mar. Sci. Eng.</source> <volume>9</volume> (<issue>4</issue>), <fpage>420</fpage>. <pub-id pub-id-type="doi">10.3390/jmse9040420</pub-id>
</citation>
</ref>
<ref id="B94">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Raick</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Di Iorio</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lecchini</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Gervaise</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>H&#xe9;douin</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Consortium</surname>
<given-names>U. T. P.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Fish sounds of photic and mesophotic coral reefs: variation with depth and type of island</article-title>. <source>Coral Reefs</source> <volume>42</volume> (<issue>2</issue>), <fpage>285</fpage>&#x2013;<lpage>297</lpage>. <pub-id pub-id-type="doi">10.1007/s00338-022-02343-7</pub-id>
</citation>
</ref>
<ref id="B95">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Raick</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Parmentier</surname>
<given-names>&#xc9;.</given-names>
</name>
<name>
<surname>Gervaise</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Lecchini</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>P&#xe9;rez-Rosales</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Rouz&#xe9;</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Invertebrate sounds from photic to mesophotic coral reefs reveal vertical stratification and diel diversity</article-title>. <source>Oecologia</source> <volume>205</volume>, <fpage>307</fpage>&#x2013;<lpage>322</lpage>. <pub-id pub-id-type="doi">10.1007/s00442-024-05572-5</pub-id>
</citation>
</ref>
<ref id="B96">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Remage-Healey</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Nowacek</surname>
<given-names>D. P.</given-names>
</name>
<name>
<surname>Bass</surname>
<given-names>A. H.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Dolphin foraging sounds suppress calling and elevate stress hormone levels in a prey species, the Gulf toadfish</article-title>. <source>J. Exp. Biol.</source> <volume>209</volume> (<issue>22</issue>), <fpage>4444</fpage>&#x2013;<lpage>4451</lpage>. <pub-id pub-id-type="doi">10.1242/jeb.02525</pub-id>
</citation>
</ref>
<ref id="B97">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rice</surname>
<given-names>A. N.</given-names>
</name>
<name>
<surname>Farina</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>Makowski</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Kaatz</surname>
<given-names>I. M.</given-names>
</name>
<name>
<surname>Lobel</surname>
<given-names>P. S.</given-names>
</name>
<name>
<surname>Bemis</surname>
<given-names>W. E.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Evolution and ecology in widespread acoustic signaling behavior across fishes</article-title>. <source>bioRxiv</source> [Preprint] <volume>2020</volume> (<issue>09. 14</issue>), <fpage>296335</fpage>. <pub-id pub-id-type="doi">10.1101/2020.09.14.296335</pub-id>
</citation>
</ref>
<ref id="B98">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rossi</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Connell</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Nagelkerken</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>The sounds of silence: regime shifts impoverish marine soundscapes</article-title>. <source>Landsc. Ecol.</source> <volume>32</volume> (<issue>2</issue>), <fpage>239</fpage>&#x2013;<lpage>248</lpage>. <pub-id pub-id-type="doi">10.1007/s10980-016-0439-x</pub-id>
</citation>
</ref>
<ref id="B99">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rowell</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>Demer</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Aburto-Oropeza</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Cota-Nieto</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Hyde</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Erisman</surname>
<given-names>B. E.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Estimating fish abundance at spawning aggregations from courtship sound levels</article-title>. <source>Sci. Rep.</source> <volume>7</volume> (<issue>1</issue>), <fpage>3340</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-017-03383-8</pub-id>
</citation>
</ref>
<ref id="B100">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rowell</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>Sch&#xe4;rer</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Appeldoorn</surname>
<given-names>R. S.</given-names>
</name>
<name>
<surname>Nemeth</surname>
<given-names>M. I.</given-names>
</name>
<name>
<surname>Mann</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Rivera</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Sound production as an indicator of red hind density at a spawning aggregation</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>462</volume>, <fpage>241</fpage>&#x2013;<lpage>250</lpage>. <pub-id pub-id-type="doi">10.3354/meps09839</pub-id>
</citation>
</ref>
<ref id="B101">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rowley</surname>
<given-names>S. J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Environmental gradients structure gorgonian assemblages on coral reefs in SE Sulawesi, Indonesia</article-title>. <source>Coral Reefs</source> <volume>37</volume> (<issue>2</issue>), <fpage>609</fpage>&#x2013;<lpage>630</lpage>. <pub-id pub-id-type="doi">10.1007/s00338-018-1685-y</pub-id>
</citation>
</ref>
<ref id="B102">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sadovy De Mitcheson</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Cornish</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Domeier</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Colin</surname>
<given-names>P. L.</given-names>
</name>
<name>
<surname>Russell</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Lindeman</surname>
<given-names>K. C.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>A global baseline for spawning aggregations of reef fishes</article-title>. <source>Conserv. Biol.</source> <volume>22</volume> (<issue>5</issue>), <fpage>1233</fpage>&#x2013;<lpage>1244</lpage>. <pub-id pub-id-type="doi">10.1111/j.1523-1739.2008.01020.x</pub-id>
</citation>
</ref>
<ref id="B103">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schafer</surname>
<given-names>R. M.</given-names>
</name>
</person-group> (<year>1969</year>). <article-title>The new soundscape: BMI Canada limited don mills</article-title>.</citation>
</ref>
<ref id="B104">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Simpson</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Meekan</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Montgomery</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>McCauley</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Jeffs</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Homeward sound</article-title>. <source>Science.</source> <volume>308</volume> (<issue>5719</issue>), <fpage>221</fpage>. <pub-id pub-id-type="doi">10.1126/science.1107406</pub-id>
</citation>
</ref>
<ref id="B105">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Simpson</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Radford</surname>
<given-names>A. N.</given-names>
</name>
<name>
<surname>Nedelec</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Ferrari</surname>
<given-names>M. C.</given-names>
</name>
<name>
<surname>Chivers</surname>
<given-names>D. P.</given-names>
</name>
<name>
<surname>McCormick</surname>
<given-names>M. I.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Anthropogenic noise increases fish mortality by predation</article-title>. <source>Nat. Commun.</source> <volume>7</volume> (<issue>1</issue>), <fpage>10544</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms10544</pub-id>
</citation>
</ref>
<ref id="B106">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>&#x160;mejkal</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Souza</surname>
<given-names>A. T.</given-names>
</name>
<name>
<surname>Blabolil</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Barto&#x148;</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Sajdlov&#xe1;</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Vej&#x159;&#xed;k</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Nocturnal spawning as a way to avoid egg exposure to diurnal predators</article-title>. <source>Sci. Rep.</source> <volume>8</volume> (<issue>1</issue>), <fpage>15377</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-018-33615-4</pub-id>
</citation>
</ref>
<ref id="B107">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sobradillo</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Christiansen</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>R&#xf8;stad</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Kaartvedt</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Individual daytime swimming of mesopelagic fishes in the world&#x27;s warmest twilight zone</article-title>. <source>Deep Sea Res. Part I Oceanogr. Res. Pap.</source> <volume>190</volume>, <fpage>103897</fpage>. <pub-id pub-id-type="doi">10.1016/j.dsr.2022.103897</pub-id>
</citation>
</ref>
<ref id="B108">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Staaterman</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Rice</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mann</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Paris</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Soundscapes from a tropical eastern pacific reef and a caribbean sea reef</article-title>. <source>Coral Reefs</source> <volume>32</volume>, <fpage>553</fpage>&#x2013;<lpage>557</lpage>. <pub-id pub-id-type="doi">10.1007/s00338-012-1007-8</pub-id>
</citation>
</ref>
<ref id="B109">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tricas</surname>
<given-names>T. C.</given-names>
</name>
<name>
<surname>Boyle</surname>
<given-names>K. S.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Acoustic behaviors in Hawaiian coral reef fish communities</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>511</volume>, <fpage>1</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.3354/meps10930</pub-id>
</citation>
</ref>
<ref id="B110">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Van Oosterom</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Montgomery</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Jeffs</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Radford</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Evidence for contact calls in fish: conspecific vocalisations and ambient soundscape influence group cohesion in a nocturnal species</article-title>. <source>Sci. Rep.</source> <volume>6</volume> (<issue>1</issue>), <fpage>19098</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1038/srep19098</pub-id>
</citation>
</ref>
<ref id="B111">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vermeij</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Marhaver</surname>
<given-names>K. L.</given-names>
</name>
<name>
<surname>Huijbers</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Nagelkerken</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Simpson</surname>
<given-names>S. D.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Coral larvae move toward reef sounds</article-title>. <source>PloS one</source> <volume>5</volume> (<issue>5</issue>), <fpage>e10660</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0010660</pub-id>
</citation>
</ref>
<ref id="B112">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Williams</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Belvanera</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Sethi</surname>
<given-names>S. S.</given-names>
</name>
<name>
<surname>Lamont</surname>
<given-names>T. A.</given-names>
</name>
<name>
<surname>Jompa</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Prasetya</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Unlocking the soundscape of coral reefs with artificial intelligence: pretrained networks and unsupervised learning win out</article-title>. <source>bioRxiv</source>. [Preprint] <comment>578582</comment>. <pub-id pub-id-type="doi">10.1101/2024.02.02.578582</pub-id>
</citation>
</ref>
<ref id="B113">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Katsnelson</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>A fish chorus on the margin of New Jersey Atlantic continental shelf</article-title>. <source>Front. Mar. Sci.</source> <volume>8</volume>, <fpage>671965</fpage>. <pub-id pub-id-type="doi">10.3389/fmars.2021.671965</pub-id>
</citation>
</ref>
<ref id="B114">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Seo</surname>
<given-names>J.-H.</given-names>
</name>
<name>
<surname>Mittal</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Effect of schooling on flow generated sounds from carangiform swimmers</article-title>. <source>Bioinspiration and Biomimetics</source> <volume>19</volume>, <fpage>036015</fpage>. <pub-id pub-id-type="doi">10.1088/1748-3190/ad3a4e</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>