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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2023.1097701</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Underwater noise characteristics of offshore exploratory drilling and its impact on marine mammals</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Long-Fei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1922794"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>Xiao-Mei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1883596"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Liang-Liang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2098350"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Shen-Qin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Xin-Hai</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1954907"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Yang-Liang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Underwater Acoustic Communication and Marine Information Technology of The Ministry of Education, College of Ocean and Earth Sciences, Xiamen University</institution>, <addr-line>Xiamen, Fujian</addr-line>, &#xa0;<country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Guangdong Provincial Key Laboratory of Marine Disaster Prediction and Prevention, Shantou University</institution>, <addr-line>Shantou</addr-line>, &#xa0;<country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Institute of Marine Science, Shantou University</institution>, <addr-line>Shantou</addr-line>, &#xa0;<country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Lian-Gang L&#xfc;, First Institute of Oceanography (FIO), China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Xianyan Wang, Third Institute of Oceanography, China; Chao Sun, Northwestern Polytechnical University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xiao-Mei Xu, <email xlink:href="mailto:xmxu@xmu.edu.cn">xmxu@xmu.edu.cn</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Ocean Observation, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1097701</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Huang, Xu, Yang, Huang, Zhang and Zhou</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Huang, Xu, Yang, Huang, Zhang and Zhou</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>Geotechnical survey is an important prerequisite to the construction of offshore wind farms. However, the impact of underwater survey noises has not yet been studied in details. In this paper, we studied transmission of underwater noises from offshore exploratory drilling (OED) at the Xiamen port. The noises were categorized into three types: hammering noises (hammering down of casings, which were 180-mm diameter steel pipes), vibrating noises (vibration of casings that had been hammered down), and drilling noises (generated during the borehole drilling process). We considered the variation in intensity of these three noise types, and set up two fixed and one movable stations to measure and analyze the source and propagation characteristics of these noises. The results indicate that hammering noise is an impulsive sound with a dominant frequency below 10 kHz, and source levels (<italic>SL<sub>s</sub>
</italic>) of 197.1 dB re 1&#x3bc;Pa @ 1&#xa0;m (rms over 95% energy duration. 1&#x2013;64,000 Hz) and 212.9 dB re 1&#x3bc;Pa @ 1&#xa0;m (peak). Vibrating and drilling noises are non-impulsive sounds with the fundamental frequencies of 41&#xa0;Hz and 45&#xa0;Hz, and <italic>SL<sub>s</sub>
</italic> of 158.9 dB re 1&#x3bc;Pa rms @ 1&#xa0;m and 155.9 dB re 1&#x3bc;Pa rms @ 1&#xa0;m, respectively. The impact assessment of OED noises on five groups of marine mammals with different audible frequency ranges (Low (LF), High (HF), and Very High (VHF) frequency cetaceans, sirenians (SI), and phocid pinnipeds (PW)) demonstrates that hammering noise can induce a high risk of hearing damage to their hearing, at as far as 300 meters for VHF group, while drilling noise can only induce hearing damage at about 40 meters. Marine mammals are susceptible to behavior alteration, with a detectable distance of 1.9&#xa0;km from the source, and it is recommended to set a warning zone with a radius of 1.9&#xa0;km during OED construction.</p>
</abstract>
<kwd-group>
<kwd>offshore wind farms</kwd>
<kwd>geotechnical survey</kwd>
<kwd>offshore exploratory drilling</kwd>
<kwd>underwater noise</kwd>
<kwd>marine mammals</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="7"/>
<ref-count count="49"/>
<page-count count="11"/>
<word-count count="5655"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>With the advantages of sufficient wind resources, no occupation of land resources, and proximity to power load centers (<italic>e.g.</italic>, megalopolis) along the coasts, offshore wind farms (OWFs) have become the treasure of energy market and rapidly developed across the globe. However, the development and operation of OWFs will generate a series of anthropogenic underwater noises, changing the ocean soundscape over a wide area. Most OWFs employ fixed-foundation wind turbines in the near-coastal within 50&#xa0;m water depth, where inhabited kinds of marine mammals (<xref ref-type="bibr" rid="B42">Thomsen et&#xa0;al., 2006</xref>). Marine mammals, which mostly rely on sound for spatial orientation, communication, and predation, are very sensitive to changes in ocean soundscape (<xref ref-type="bibr" rid="B46">Wartzok and Ketten, 1999</xref>; <xref ref-type="bibr" rid="B37">Richardson et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B16">Haver et&#xa0;al., 2018</xref>). OWFs&#x2019; noises may adversely affect marine mammals, including behavior alteration, hearing damage, physical injury, and even mortality (<xref ref-type="bibr" rid="B21">Ketten et&#xa0;al., 1993</xref>). In order to mitigate these potential effects, it is vital to measure and analyze the underwater noises during the OWFs lifecycle, and further assess the impacts of these noises on marine mammals (<xref ref-type="bibr" rid="B4">D&#xed;az and Soares, 2020</xref>).</p>
<p>The lifecycle of an OWF can be split into four phases: pre-construction (geotechnical survey), construction, operation, and decommissioning (<xref ref-type="bibr" rid="B32">Nedwell and Howell, 2004</xref>; <xref ref-type="bibr" rid="B35">Popper et&#xa0;al., 2022</xref>). Underwater noises generated during the construction phase, such as pile driving noise (<xref ref-type="bibr" rid="B18">Herbert-Read et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B2">Branstetter et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B12">Guan and Miner, 2020</xref>) and power cable laying noise (<xref ref-type="bibr" rid="B33">Nedwell et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B31">Nedwell et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B1">Bald et&#xa0;al., 2015</xref>), and noises during the operation phase, such as the radiated underwater noise from wind turbines (<xref ref-type="bibr" rid="B34">Pangerc et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B48">Yang et&#xa0;al., 2018</xref>), have been monitored and analyzed. Additionally, concerns about the decommissioning noises have been heating up in recent years as more and more early-built OWFs reach their end of operational life (<xref ref-type="bibr" rid="B10">Fowler et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Hall et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B14">Hall et&#xa0;al., 2022</xref>).</p>
<p>In contrast, research on underwater noises during the OWFs geotechnical survey phase is still scarce (<xref ref-type="bibr" rid="B29">Mooney et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B35">Popper et&#xa0;al., 2022</xref>). Offshore exploratory drilling (OED) is one of the most common methods in the phase, and the operating platform used for OED can be divided into two categories (<xref ref-type="bibr" rid="B11">Fugro Marine GeoServices, Inc 2017</xref>): standard vessel (use anchors or dynamic positioning systems to keep platforms on position) and jack-up platform (use three or four piles inserted into the seabed to lift and fix platforms above the sea surface). Jack-up platform has most machinery well above the water line, while the hull of standard vessel has good coupling with the water (<xref ref-type="bibr" rid="B22">Kyhn et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B39">Shonberg et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B43">Todd et&#xa0;al., 2020</xref>), which may result in different acoustic characteristics of OED noises. Jack-up platforms are primarily used on offshore oil (gas) exploration and exploitation projects (<xref ref-type="bibr" rid="B5">Erbe and McPherson, 2017</xref>; <xref ref-type="bibr" rid="B20">Jime&#x301;nez-Arranz et al., 2020</xref>) measured the source level (<italic>SL</italic>) of geotechnical drilling noise on <italic>Sideson II</italic> jack-up rig is 142&#x2013;145 dB re 1&#x3bc;Pa rms @ 1&#xa0;m (30&#x2013;2000 Hz, 83&#xa0;mm diameter drill rod), and <xref ref-type="bibr" rid="B43">Todd et&#xa0;al. (2020)</xref> measured the received level of underwater noises from <italic>Noble Kolskaya</italic> jack-up exploration drilling rig is 120 dB re 1&#x3bc;Pa rms @ 41&#xa0;m (2&#x2013;1400 Hz). OWFs prefer to conduct OED on standard vessels because of the lower cost, deeper working depths and greater mobility (<xref ref-type="bibr" rid="B27">Maynard and Schneider, 2010</xref>). However, to date there has been no detailed analysis of underwater noises during OED on standard vessels.</p>
<p>In this paper, underwater survey noises of OED on a standard vessel were monitored in an offshore area of Xiamen, China. The OED noises were categorized into three types: hammering noise (generated by hammering down casings), vibrating noise (generated by vibrating down casings), and drilling noise (generated by borehole drilling). Considering the possible intensity variations of the three kinds of noise, two fixed and one movable measurement stations were set to obtain the accurate source intensity and propagation characteristics. Based on the measured data, the statistics [mean, standard deviation, and ranges (min&#x2013;max)] of root-mean-square (rms) and zero-to-peak (peak) sound pressure levels, and sound exposure levels (SEL) were calculated, and the information on the time domains, frequency domains, and spectrograms were given in detail. Besides, by combining the auditory weighted SEL with the marine mammal noise exposure criteria, this paper further assessed the noise impacts (hearing damage and behavior alteration) on marine mammals (hearing groups of LF, HF, VHF, SI, and PW).</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Field operation</title>
<p>The study site was located in a sea area approximately 3&#xa0;km from the coast of Xiamen, China. OED was conducted on a standard vessel of 45&#xa0;m in length and 14&#xa0;m in width (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>) that used 4-point anchor spread to remain in a stable location. A drilling platform of 2&#xa0;m in length was welded to the deck on the middle side of the hull, and the rig derrick (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C3</bold>
</xref>) was installed on the platform. OED rotated the drill rod to make the diamond bit (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C5</bold>
</xref>
<bold>)</bold>, at the end of drill rod) grinding the soil and rock layer to obtain the cylindrical soil samples (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C6</bold>
</xref>) and rock samples (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C7</bold>
</xref>), and used steel casings (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C4</bold>
</xref>) to protect the borehole. The specific steps are as follows (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>):</p>
<list list-type="order">
<list-item>
<p>Hammering down casings with a hammer (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C1</bold>
</xref>). After the drilling platform was in position, a 200&#xa0;kg hammer was lifted to a height of 1.5&#x2013;2 m and then released instantaneously to impact casings (180&#xa0;mm diameter) at an interval of approximately 3 s, until the end of casings penetrated into the hard soil layer. This step was to prevent the borehole from collapsing in the loose soil layer during borehole drilling, and it lasted about 30&#xa0;min in total (excluding the time to extend casings).</p>
</list-item>
<list-item>
<p>Vibrating down casings with a vibrator (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C2</bold>
</xref>). The vibrator generated high-frequency vibrations to liquefy the soil structure and reduce the frictional resistance between the casing and soil, and then casings continued to be driven into the ground by the weight of casings and vibrator until the end of casings encountered the stiff fine-grained layer (about 3&#x2013;5 m below the seabed). Switching from hammer to vibrator was to avoid damaging casings because of the strong instantaneous impact between the casing and hard soil. This step also lasted about 30&#xa0;min.</p>
</list-item>
<list-item>
<p>Borehole drilling. A steel hollow drill rod (91&#xa0;mm diameter) was lowered inside casings and driven by a motor to rotate advance along the soil and rock layers in 300 rpm. The diamond bit drilled and cut the soil (rock) layer to obtain cylindrical samples, until the bit reached the fixed depth (about 10&#xa0;m below the bedrock). This step lasted approximately 20 hours because of the high hardness of the rock layer.</p>
</list-item>
</list>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Schematic diagram of offshore exploration drilling (OED) on standard vessel [<bold>(A)</bold>: top view of OED platform; <bold>(B)</bold>: side view of OED construction]. <bold>(C1, C2)</bold>: the hammer and vibrator used to drive down the casing <bold>(C4)</bold>; <bold>(C3)</bold>: the derrick for fixing drilling machines; <bold>(C5)</bold>: the drill rod, which uses the drill bit at the end to obtain the samples of soil layer <bold>(C6)</bold> and rock layer <bold>(C7)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1097701-g001.tif"/>
</fig>
<p>According to the field operation, underwater noises during OED on the anchored vessel were mainly categorized into three types: hammering noise (generated in step 1), vibrating noise (generated in step 2), and drilling noise (generated in step 3).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Noise recording</title>
<p>The noise monitoring was conducted on January 10, 2021, with the weather of sunny and the sea state of 2. The OED area&#x2019;s seafloor is flat, and the water depth was about 7&#xa0;m (measured by Base X, a sound speed profiler made by Oceanographic AML, inc.) during monitoring. Two fixed measurement stations (station 1 and 2) and one movable measurement station (station 3) were set up to monitor the three kinds of noise, as illustrated in the measurement configuration diagram (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Station 1 and 2 were set on the drilling vessel, with distances of 6&#xa0;m and 18&#xa0;m from the source, respectively. Station 3 was set on a movable boat with a distance of 280&#xa0;m from the source during hammering and vibrating down casings, and 40&#xa0;m during borehole drilling. The distances were measured by a laser rangefinder at the source. At station 1 and 3, underwater noises were recorded by a self-contained LoPAS-L recorder (Hangzhou Soniclnfo Technology Co., Ltd., China, the receiving voltage sensitivity is -192.6 dB re 1 V/&#x3bc;Pa) at 3&#xa0;m water depth, with a sampling frequency of 128,000 Hz. At station 2, noises were recorded by a B&amp;K 8105 hydrophone at 3&#xa0;m water depth (Br&#xfc;el &amp; Kj&#xe6;r, inc., the receiving voltage sensitivity ranges from -205.8 to -209.6 dB re 1V/&#x3bc;Pa), and then collected by a USB 4431 multi-channel coherent data acquisition card (National Instrument, inc.), with a sampling frequency of 65,536 Hz. Additionally, background noise of the drilling area was monitored when the platform was silent.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Schematic diagram of the measurement configuration for underwater noises during OED (distances shown are not to scale).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1097701-g002.tif"/>
</fig>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Data analysis</title>
<p>The raw measured data (bin files) were converted into sound pressure time-series (time waveforms) in Pa and then analyzed using the custom written MATLAB (MathWorks Inc., Natick, MA, version R2022a) scripts.</p>
<p>In the first step, spectrum diagrams and spectrograms in sound pressure power spectral density (PSD) level (unit: dB re 1 &#x3bc;Pa<sup>2</sup>/Hz) of OED noises were plotted. Spectrum diagrams can provide information on the distribution of noise energy in frequency, and were generated with Welch&#x2019;s method of segment averaging (<xref ref-type="bibr" rid="B47">Welch, 1967</xref>), using 65,536 sample hamming windows with 80% overlap. Spectrograms can provide information on the distribution of noise energy in frequency and time, and were generated using a short-time Fourier transform size of 65,536 and a window size of 65,536 with 80% overlap.</p>
<p>In the second step, the root-mean-square and zero-to-peak sound pressure level (<italic>SPL<sub>rms</sub>
</italic> and <italic>SPL<sub>zp</sub>
</italic>) in dB re 1&#xb5;Pa, and the sound exposure level (<italic>SEL<sub>s</sub>
</italic>) in dB re 1&#xb5;Pa<sup>2</sup>&#xb7;s were calculated over 1-second-long segments of the sound pressure time-series (for hammering noise, the 0.5 s data before and after each pulse were selected as the 1-second segments). <italic>SPL<sub>rms</sub>
</italic>, <italic>SPL<sub>zp</sub>
</italic> and <italic>SEL<sub>s</sub>
</italic> were all recommended as the key metrics for analyzing and managing underwater soundscapes (<xref ref-type="bibr" rid="B38">Robinson et&#xa0;al., 2014</xref>), and <italic>SPL<sub>rms</sub>
</italic> is defined as follows (<xref ref-type="bibr" rid="B25">Madsen, 2005</xref>):</p>
<disp-formula>
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>P</mml:mi>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>m</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>20</mml:mn>
<mml:mi>lg</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mi>T</mml:mi>
</mml:mfrac>
<mml:msub>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>T</mml:mi>
</mml:msub>
<mml:msubsup>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>p</italic>(t) is the instantaneous sound pressure in Pa (<xref ref-type="bibr" rid="B44">Urick, 1983</xref>). T is the duration that comprises 95% of the acoustic energy. <italic>p<sub>ref</sub>
</italic> is the reference sound pressure, which equals 1&#xa0;<italic>&#x3bc;Pa</italic> .</p>
<p>
<italic>SPL<sub>zp</sub>
</italic> provides the peak energy information of the noise (<xref ref-type="bibr" rid="B17">Hawkins et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B28">Merchant et&#xa0;al., 2015</xref>), and is defined as follows (<xref ref-type="bibr" rid="B19">ISO, 2017</xref>):</p>
<disp-formula>
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>P</mml:mi>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>20</mml:mn>
<mml:mi>lg</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mo>|</mml:mo>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>|</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>
<italic>SEL<sub>s</sub>
</italic> reflects the energy exposure level of a single signal (impulsive sound) or signal in unit time (non-impulsive sound), and is defined as follows (<xref ref-type="bibr" rid="B19">ISO, 2017</xref>):</p>
<disp-formula>
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>L</mml:mi> <mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>10</mml:mn>
<mml:mi>lg</mml:mi>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow> </mml:mfrac>
<mml:munderover>
<mml:mstyle>
<mml:mo>&#x222b;</mml:mo>
</mml:mstyle>
<mml:mn>0</mml:mn>
<mml:mi>T</mml:mi> </mml:munderover>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>p</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi mathvariant="italic">ref</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:mfrac>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>T</italic> equals 1 s, <italic>t<sub>ref</sub>
</italic> is the reference time and equals 1 s.</p>
<p>The statistics including means, standard deviations (SD), and ranges (minimum&#x2013;maximum values) of the three metrics were then calculated, and note that the means were calculated in Pa and then converted to dB.</p>
<p>In the third and final step, source levels (<italic>SL<sub>s</sub>
</italic>) in the three metrics were calculated. The propagation of underwater acoustic signals in marine environments is complex, especially in shallow water where OWFs are commonly located. <xref ref-type="bibr" rid="B44">Urick (1983)</xref> gives an equation to simplify the solution of <italic>SL<sub>s</sub>
</italic>:</p>
<disp-formula>
<label>(4)</label>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>S</mml:mi>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:mi>T</mml:mi>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>RSL<sub>s</sub>
</italic> are the received sound levels of each statistic at measurement stations, and <italic>TL<sub>s</sub>
</italic> are the transmission losses in dB, which can be defined by the equation:</p>
<disp-formula>
<label>(5)</label>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mi>A</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>r</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>+</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>r</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>r</italic> is the propagation range in m. A is a distance-dependent factor, and it equaled 20 (spherical spreading) to estimate the <italic>SL<sub>s</sub>
</italic> (<italic>r</italic> = 1&#xa0;m) based on the <italic>RSL<sub>s</sub>
</italic> at measurement station 1 (<italic>r</italic> = 6&#xa0;m). &#x1d6fc; is the frequency-depended absorption coefficient in dB/m, and it was ignored in this paper as the dominant frequencies of OED noises are lower than 10 kHz (<xref ref-type="bibr" rid="B9">Fisher and Simmons, 1977</xref>).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Impact assessment</title>
<p>This paper further evaluated the potential hearing damage and behavior alteration of OED noises on marine mammals. Hearing damage, also called noise-induced threshold shift (<xref ref-type="bibr" rid="B8">Finneran and Jenkins, 2012</xref>; <xref ref-type="bibr" rid="B7">Finneran, 2015</xref>), can be divided into temporary threshold shift (TTS) and permanent threshold shift (PTS). TTS means the animals&#x2019; hearing thresholds return to normal when the noise exposure disappears, while PTS means the hearing thresholds remain elevated eventually (<xref ref-type="bibr" rid="B40">Southall, 2021</xref>). This paper assessed the PTS and TTS risk of OED noises with reference to the marine mammal noise exposure criteria (hereinafter referred to as the criteria) developed by <xref ref-type="bibr" rid="B41">Southall et&#xa0;al. (2019)</xref>. The criteria divide marine mammals into six hearing groups: Low- (LF), High- (HF), and Very High- (VHF) frequency cetaceans, sirenians (SI), and otariid (OW) and phocid (PW) pinnipeds in water. OW group (sea lions, walruses, and polar bears) was not analyzed in this paper as relatively few conflicts have been reported between these animals and OWFs.</p>
<p>The criteria take the auditory weighted cumulative sound exposure level (<italic>SEL<sub>w</sub>
</italic>) in dB re 1&#xb5;Pa<sup>2</sup>s as the main assessment metric. <italic>SEL<sub>w</sub>
</italic> is an important indicator for evaluating the overall energy exposure level of underwater noise on marine organisms (<xref ref-type="bibr" rid="B26">Martin et&#xa0;al., 2019</xref>), and can be expressed as follows:</p>
<disp-formula>
<label>(6)</label>
<mml:math display="block" id="M6">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>10</mml:mn>
<mml:mi>l</mml:mi>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:msub>
<mml:mi>W</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>f</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>f</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msubsup>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>+</mml:mo>
<mml:mn>10</mml:mn>
<mml:mi>l</mml:mi>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>f<sub>s</sub>
</italic> is the sampling frequency in Hz, and to measure the <italic>SEL<sub>w</sub>
</italic> for all marine mammal hearing groups, the <italic>f<sub>s</sub>
</italic> should be 64 kHz or higher. (<italic>f</italic>) is the mean PSD level of each 1-second-long segment data. <italic>T<sub>d</sub>
</italic> is the total exposure time (or called cumulative time) of underwater noises in s. <italic>W<sub>aud</sub>
</italic>(<italic>f</italic>) is the auditory weighting function in dB/Hz, which aim to emphasize the frequencies where the animals are more sensitive and de-emphasize the frequencies where the animals are less sensitive, and it is expressed as follows (<xref ref-type="bibr" rid="B30">National Marine Fisheries Service, 2018</xref>):</p>
<disp-formula>
<label>(7)</label>
<mml:math display="block" id="M7">
<mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>W</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>f</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mo>+</mml:mo>
<mml:mn>10</mml:mn>
<mml:mi>lg</mml:mi>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>+</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>a</mml:mi>
</mml:msup>
<mml:mo>&#xa0;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>+</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>b</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>}</mml:mo>
</mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>f</italic> is the frequency in Hz. The values of gain parameter <italic>C</italic> in dB, cut-off frequencies <italic>f</italic>
<sub>1</sub> and <italic>f</italic>
<sub>2</sub> in kHz, and frequency exponents &#x1d6fc; and <italic>b</italic> all vary with the hearing groups. <italic>Eq.</italic> (6) reduces to the unweighted cumulative <italic>SEL</italic> (<italic>SELuw</italic>) when <italic>W<sub>aud</sub>
</italic> (<italic>f</italic>) = 1.</p>
<p>The criteria establish different PTS and TTS risk thresholds for different hearing groups and noise types (impulsive sound and non-impulsive sound). This paper calculated the <italic>SELw</italic> for the five hearing groups, then evaluated the PTS and TTS risk of OED noises at three measurement stations referring to the corresponding thresholds. The potential ranges of PTS and TTS risk were estimated by calculating the distance from the source to the point where <italic>SELw</italic> attenuated to the thresholds.</p>
<p>To date no criteria have established behavior thresholds for different hearing groups to different underwater noises (<xref ref-type="bibr" rid="B40">Southall, 2021</xref>). Given the hearing capability of marine mammals&#x2019; receiving system (hearing audiogram) is normally slightly higher than the background noise level, a simple method to assess the range of behavior alteration is turning to estimate the distance that the noise propagates from the source to the point where its energy attenuates to the background noise level (assume the animal responds to the noise once received). For instance, <xref ref-type="bibr" rid="B45">Wang et&#xa0;al. (2014)</xref> estimated the impact range of vibration piling noise on <italic>Sousa chinensis</italic> by this method. This paper combined <italic>Eq.</italic> (5) and the <italic>RSL<sub>s</sub>
</italic> in <italic>SPLrms</italic> at each measurement station to calculate the <italic>TL<sub>s</sub>
</italic>, then estimated the distances between the source and the points where the <italic>RSL<sub>s</sub>
</italic> attenuated to the background noise level, that are, the behavior reaction ranges of marine mammals to OED noises.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>After excluding the data with high background noise interference, a total of 8.2 GB noise data was acquired. <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> illustrates the time waveforms, spectrum diagrams, and spectrograms of hammering noise, vibrating noise, and drilling noise that measured at station 1. It can be seen from <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A1&#x2013;C1</bold>
</xref> that hammering noise consists of a series of strikes with broadband and short duration, and is a typical impulsive sound (<xref ref-type="bibr" rid="B15">Hamernik and Hsueh, 1991</xref>). <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A2&#x2013;C2</bold>
</xref>, and <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A3&#x2013;C3</bold>
</xref> illustrate that vibrating noise and drilling noise are continuous and the noise levels vary little with time, which are the typical characteristics of non-impulsive sound. It can be seen from <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3B1&#x2013;B3</bold>
</xref> that the intensity of hammering noise is the highest among the three noise types, which is about 60 dB above the background level. In contrast, the intensity of vibrating and drilling noise is low and close to the background level. Besides, <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3C1&#x2013;C3</bold>
</xref> illustrate that vibrating noise has two significant single-frequency components at 41&#xa0;Hz and 124&#xa0;Hz, and drilling noise has a significant single-frequency component at 45&#xa0;Hz. Hammering noise and vibrating noise both have a high narrow-band component at the center frequency of 14&#xa0;Hz with the bandwidth of 10&#xa0;Hz.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>The time waveforms <bold>(A1-A3)</bold>, spectrum diagrams <bold>(B1-B3)</bold>, and spectrograms <bold>(C1-C3)</bold> of hammering noise, vibrating noise and drilling noise measured at the station 1 during OED. The spectrum diagrams in sound pressure power spectral density (PSD) level were generated with Welch&#x2019;s method (<xref ref-type="bibr" rid="B47">Welch, 1967</xref>), using 65,536 sample hamming windows with 80% overlap. The spectrograms in PSD level were generated using short-time Fourier transform (hamming window, window size: 65,536, overlap: 80%). The colored, thin lines in <bold>(B1)</bold> are single strikes of hammering noise, and the blue, thick line is the average. The circles in <bold>(C1-C3)</bold> are the local enlargements of spectrograms.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1097701-g003.tif"/>
</fig>
<p>
<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> illustrates the source levels (<italic>SL<sub>s</sub>
</italic>) in the metrics of <italic>SPL<sub>zp</sub>
</italic>, <italic>SPL<sub>rms</sub>
</italic>, and <italic>SEL<sub>s</sub>
</italic> of the three noise types during OED, and the background noise in the table was measured at station 1. It can be seen from the Table that the intensity of hammering noise is the highest, followed by vibrating noise, and drilling noise is the lowest.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Source levels of hammering noise, vibrating noise, and drilling noise during OED.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Noise types</th>
<th valign="middle" align="center">Statistics</th>
<th valign="middle" align="center">
<italic>SPL<sub>zp</sub>
</italic>
</th>
<th valign="middle" align="center">
<italic>SPL<sub>rms</sub>
</italic>
</th>
<th valign="middle" align="center">
<italic>SEL<sub>s</sub>
</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">Hammering</td>
<td valign="middle" align="center">Mean &#xb1; SD</td>
<td valign="middle" align="center">212.9 &#xb1; 1.4</td>
<td valign="middle" align="center">197.1 &#xb1; 3.3</td>
<td valign="middle" align="center">182.2 &#xb1; 1.5</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">Range (min&#x2013;max)</td>
<td valign="middle" align="center">206.3&#x2013;215.8</td>
<td valign="middle" align="center">185.9&#x2013;203.9</td>
<td valign="middle" align="center">177.0&#x2013;188.0</td>
</tr>
<tr>
<td valign="middle" align="center">Vibrating</td>
<td valign="middle" align="center">Mean &#xb1; SD</td>
<td valign="middle" align="center">168.2 &#xb1; 1.8</td>
<td valign="middle" align="center">158.9 &#xb1; 2.1</td>
<td valign="middle" align="center">158.7 &#xb1; 2.1</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">Range (min&#x2013;max)</td>
<td valign="middle" align="center">162.4&#x2013;171.8</td>
<td valign="middle" align="center">151.4&#x2013;163.3</td>
<td valign="middle" align="center">151.4&#x2013;162.4</td>
</tr>
<tr>
<td valign="middle" align="center">Drilling</td>
<td valign="middle" align="center">Mean &#xb1; SD</td>
<td valign="middle" align="center">168.3 &#xb1; 3.0</td>
<td valign="middle" align="center">155.9 &#xb1; 1.4</td>
<td valign="middle" align="center">155.8 &#xb1; 1.3</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">Range (min&#x2013;max)</td>
<td valign="middle" align="center">161.6&#x2013;180.3</td>
<td valign="middle" align="center">150.5&#x2013;161.8</td>
<td valign="middle" align="center">150.4&#x2013;161.2</td>
</tr>
<tr>
<td valign="middle" align="center">Background</td>
<td valign="middle" align="center">Mean &#xb1; SD</td>
<td valign="middle" align="center">135.8 &#xb1; 2.1</td>
<td valign="middle" align="center">123.1 &#xb1; 1.7</td>
<td valign="middle" align="center">123.0 &#xb1; 1.6</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">Range (min&#x2013;max)</td>
<td valign="middle" align="center">131.4&#x2013;140.3</td>
<td valign="middle" align="center">117.5&#x2013;126.8</td>
<td valign="middle" align="center">117.4&#x2013;126.5</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Units: dB&#xa0;re&#xa0;1&#x3bc;Pa&#xa0; for SPL<sub>zp</sub> and SPL<sub>rms</sub>, and dB&#xa0;re&#xa0;1&#x3bc;Pa<sup>2</sup>&#xb7; s for SEL<sub>s</sub>. The background noise was measured at station 1.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4" sec-type="discussions">
<label>4</label>
<title>Discussions</title>
<sec id="s4_1">
<label>4.1</label>
<title>Noise characterization</title>
<p>Hammering noise was generated during hammering down the casing. Since a large amount of gravitational potential energy (approximately 3000&#x2013;4000 J) of the heavy hammer was instantaneously released on casings, hammering noise exhibits the significant characteristics of short duration and broadband, and is a typical impulsive sound (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A1&#x2013;C1</bold>
</xref>). Besides, repeated hammer strikes cause hammering noise appears in the form of pulse trains. The dominant frequency of hammering noise is below 10 kHz (take the PSD level of 100 dB re 1&#x3bc;Pa<sup>2</sup>/Hz at station 1 as the threshold), and its peak energy appears at 1 kHz with the PSD level of 140 dB re 1&#x3bc;Pa<sup>2</sup>/Hz. The intensity of hammering noise is the highest among the three kinds of noises, with the <italic>SL<sub>s</sub>
</italic> of 197.1 dB re 1&#x3bc;Pa rms @ 1&#xa0;m and 212.9 dB re 1&#x3bc;Pa peak @ 1&#xa0;m (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Hammering noise strongly resembles the noise of offshore impact piling during OWFs construction phase, and the diameter and material of pile (pipe) are the main factors affecting the noise levels (<xref ref-type="bibr" rid="B36">Reinhall and Dahl, 2011</xref>; <xref ref-type="bibr" rid="B49">Zampolli et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B24">Lippert and von Estorff, 2014</xref>). The pile (pipe) used in offshore impact piling is in various diameters, usually 0.3&#x2013;2.0 m (<xref ref-type="bibr" rid="B23">Lippert et&#xa0;al., 2016</xref>), and in various materials, such as concrete, steel shell, and steel core (<xref ref-type="bibr" rid="B12">Guan and Miner, 2020</xref>), so the noise levels vary substantially with pile parameters. In contrast, the casing used in OED is usually steel pipe with a small and relatively fixed diameter, and the intensity of hammering noise normally does not change significantly due to casing parameters.</p>
<p>Vibrating noise was generated during vibrating down the casing. Because the vibration energy was released smoothly from the vibrator to casings, vibrating noise, as one of the products of the energy conversion, is a typical non-impulsive sound. The intensity of vibrating noise is low, with an <italic>SL</italic> of 158.9 dB re 1&#x3bc;Pa rms @ 1&#xa0;m (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Both vibrating noise and hammering noise have a strong narrow-band component at the center frequency of 14&#xa0;Hz with the bandwidth of 10&#xa0;Hz (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2C1</bold>
</xref>, <xref ref-type="fig" rid="f2">
<bold>2C2</bold>
</xref>). Considering the generation processes of the two noise types, the narrow-band component may be the low-frequency vibration generated by the interaction between the casing and seabed when driving down casing. In addition, vibrating noise has two strong single-frequency components of 41&#xa0;Hz and 124&#xa0;Hz, which may be the resonance signals of casings that driven by vibrator and related to the inherent frequencies of casings. The noise of vibrating down piles during the OWFs construction phase is similar to vibrating noise, but the vibratory hammers used in vibrating down piles are generally heavier and oscillate at a much higher rate (<xref ref-type="bibr" rid="B12">Guan and Miner, 2020</xref>), which results in a higher noise level. For instance, the <italic>SPLrms</italic> of a typical noise during vibratory pile driving of a 1&#xa0;m diameter steel pile is 175 dB re 1&#x3bc;Pa @ 10&#xa0;m (<xref ref-type="bibr" rid="B3">Buehler et&#xa0;al., 2015</xref>).</p>
<p>Drilling noise was generated during the drilling bit grinding the soil and rock layer, which is a non-impulsive sound. The noise came primarily from inside the seabed, and its energy would be greatly attenuated as it transmitted from the soil and rock layer into water. Besides, casings on the outside of drill rod acted as a sound barrier and further impeded the noise propagation. The <italic>SL</italic> of drilling noise is 155.9 dB re 1&#x3bc;Pa rms @ 1&#xa0;m (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), and the peak energy appears at 45&#xa0;Hz with a sound level of 136 dB re 1&#x3bc;Pa<sup>2</sup>/Hz. Unlike the vibrating noise, drilling noise still has a high energy in the frequency band above 1 kHz (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B3</bold>
</xref>), and there is a series of clear irregular stripes with broadband on the spectrogram of drilling noise (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C3</bold>
</xref>), which is likely to be generated by the collision of drilling rod with the inner wall of casing during rotation. The measured <italic>SPLrms</italic> of drilling noises on the jack-up platforms are 142&#x2013;145 dB re 1&#x3bc;Pa @ 1&#xa0;m (<xref ref-type="bibr" rid="B5">Erbe and McPherson, 2017</xref>) and 120 dB re 1&#x3bc;Pa @ 41&#xa0;m (<xref ref-type="bibr" rid="B43">Todd et&#xa0;al., 2020</xref>), which are lower than the value of 155.9 dB re 1&#x3bc;Pa rms @ 1&#xa0;m measured in this study. The difference in the noise levels may be related to the platforms, the anchored vessel in this paper coupled well with the water and led to a good leakage of the equipment noise on the vessel into the water, while the jack-up platforms are well above the water line.</p>
<p>
<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> illustrates the spectrum diagrams of hammering noise, vibrating noise, and drilling noise that measured at the three measurement stations. It can be seen from the figure that the energy of hammering noise decay significantly with the distance, and the decay rate is low in the frequency band below 40&#xa0;Hz and high in the frequency band above 1 kHz. The energy decay rate of vibrating noise with distance is lower than that of hammering noise, but as the low <italic>SL<sub>s</sub>
</italic>, the energy of vibrating noise in the frequency band above 50&#xa0;Hz would be closed to the background level before reaching station 3 (280&#xa0;m from the source). Unlike hammering noise and vibrating noise, the energy decay rate in the frequency band below 200&#xa0;Hz of drilling noise is significantly higher than that in the frequency band above 200&#xa0;Hz (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>), which may be related to the noise sources and the propagation paths. Drilling noise has two sources: one was inside of seabed and transmitted through the soil (rock) layer to the water, and another was on the casing and transmitted directly into the water. The first source was in the low-frequency band and occupied the primary energy, and the second source was broadband with low energy, but its decay rate was lower than that of the first source. Besides, the decreased water depth (8.5&#xa0;m depth during hammering down casings decreased to 6&#xa0;m during borehole drilling because of the tide) was also expected to contribute to the difference in decay rate of the two frequency bands. Lower frequency acoustic signal with longer wavelength in relation to the water depth cannot propagate efficiently in shallower water, because of the &#x201c;low-frequency&#x201d; cut-off (<xref ref-type="bibr" rid="B6">Etter, 2018</xref>; <xref ref-type="bibr" rid="B12">Guan and Miner, 2020</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Spectrum diagrams of hammering noise <bold>(A)</bold>, vibrating noise <bold>(B)</bold>, and drilling noise <bold>(C)</bold> that measured at the station 1 (6&#xa0;m from the source, R = 6&#xa0;m), station 2 (R = 18&#xa0;m) and station 3 (R = 280&#xa0;m for hammering and vibrating noise, R = 40&#xa0;m for drilling noise) during OED. The spectrum diagrams in sound pressure power spectral density (PSD) level were generated with Welch&#x2019;s method (<xref ref-type="bibr" rid="B47">Welch, 1967</xref>), using 65,536 sample hamming windows with 80% overlap.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1097701-g004.tif"/>
</fig>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Impacts on marine mammals</title>
<p>
<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> illustrates the auditory weighted cumulative <italic>SEL</italic> for the five hearing groups (<italic>e.g.</italic>, <italic>SELw,LF</italic> refers to the weighted cumulative <italic>SEL</italic> for the <italic>LF</italic> group), and the cumulative times (<italic>T<sub>d</sub>
</italic> in <italic>Eq.</italic> (6)) of hammering noise, vibrating noise, and drilling noise were 600 s, 1800 s, and 72,000 s according to the field operation. <italic>TL<sub>s</sub>
</italic> between the three measurement stations in the table were calculated based on the unweighted cumulative <italic>SEL</italic> (<italic>SEL<sub>uw</sub>
</italic>) at each station, and the <italic>TL</italic> equations (<italic>Eq.</italic> (5)) for hammering noise and drilling noise from the station 2 to station 3 were modelled to <italic>TL</italic>
<sub>1</sub>(r) = 9.1<italic>lg</italic>(r) and <italic>TL</italic>
<sub>2</sub>(r) = 9.5<italic>lg</italic>(r), respectively.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>The <italic>SEL<sub>w</sub>
</italic> of hammering noise, vibrating noise, and drilling noise that measured at the three stations during OED.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Measurement<break/>station</th>
<th valign="middle" align="center">Acoustic parameters</th>
<th valign="middle" align="center">Hammering</th>
<th valign="middle" align="center">Vibrating</th>
<th valign="middle" align="center">Drilling</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">
<italic>SEL<sub>uw</sub>
</italic>
</td>
<td valign="middle" align="center">195.4</td>
<td valign="middle" align="center">174.3</td>
<td valign="middle" align="center">187.5</td>
</tr>
<tr>
<td valign="middle" rowspan="5" align="left">
<bold>Station 1</bold>
<break/>06 m from the Source</td>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,LF</italic>
</td>
<td valign="middle" align="center" style="background-color:#ff0000">194.5</td>
<td valign="middle" align="center">163.0</td>
<td valign="middle" align="center" style="background-color:#ffff00">179.6</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,HF</italic>
</td>
<td valign="middle" align="center" style="background-color:#ffc000">184.1</td>
<td valign="middle" align="center">138.9</td>
<td valign="middle" align="center">163.4</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,VHF</italic>
</td>
<td valign="middle" align="center" style="background-color:#ff0000">181.4</td>
<td valign="middle" align="center">136.3</td>
<td valign="middle" align="center" style="background-color:#ffc000">162.4</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,SI</italic>
</td>
<td valign="middle" align="center" style="background-color:#ffff00">188.9</td>
<td valign="middle" align="center">143.9</td>
<td valign="middle" align="center">164.4</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,PW</italic>
</td>
<td valign="middle" align="center" style="background-color:#ff0000">193.7</td>
<td valign="middle" align="center">152.7</td>
<td valign="middle" align="center">170.2</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">
<bold>
<italic>TL<sub>s</sub>
</italic>
</bold> from the Source to Station <bold>1</bold>
</td>
<td valign="middle" align="center">15.6</td>
<td valign="middle" align="center">15.6</td>
<td valign="middle" align="center">15.6</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">
<italic>SEL<sub>uw</sub>
</italic>
</td>
<td valign="middle" align="center">190.6</td>
<td valign="middle" align="center">173.6</td>
<td valign="middle" align="center">185.8</td>
</tr>
<tr>
<td valign="middle" rowspan="5" align="left">
<bold>Station 2</bold>
<break/>18 m from the source</td>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,LF</italic>
</td>
<td valign="middle" align="center">189.3</td>
<td valign="middle" align="center">159.3</td>
<td valign="middle" align="center">176.0</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,HF</italic>
</td>
<td valign="middle" align="center" style="background-color:#ffff00">176.9</td>
<td valign="middle" align="center">136.3</td>
<td valign="middle" align="center">156.0</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,VHF</italic>
</td>
<td valign="middle" align="center" style="background-color:#ff0000">173.1</td>
<td valign="middle" align="center">133.7</td>
<td valign="middle" align="center" style="background-color:#ffff00">153.6</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,SI</italic>
</td>
<td valign="middle" align="center" style="background-color:#ffc000">182.7</td>
<td valign="middle" align="center">140.8</td>
<td valign="middle" align="center">159.8</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,PW</italic>
</td>
<td valign="middle" align="center" style="background-color:#ff0000">186.8</td>
<td valign="middle" align="center">148.5</td>
<td valign="middle" align="center">167.5</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left"><bold>
<italic>TL<sub>s</sub>
</italic>
</bold> from the Station <bold>1</bold> to Station <bold>2</bold>
</td>
<td valign="middle" align="center">4.8</td>
<td valign="middle" align="center">0.7</td>
<td valign="middle" align="center">1.7</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">
<italic>SEL<sub>uw</sub>
</italic>
</td>
<td valign="middle" align="center">168.3</td>
<td valign="middle" align="center">173.4</td>
<td valign="middle" align="center">176.5</td>
</tr>
<tr>
<td valign="middle" rowspan="5" align="left">
<bold>Station 3</bold>
<break/>Hammering&amp;Vibrating: 280 m from the source<break/>Drilling:<break/>40 m from the source</td>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,LF</italic>
</td>
<td valign="middle" align="center">166.4</td>
<td valign="middle" align="center">152.9</td>
<td valign="middle" align="center">173.5</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,HF</italic>
</td>
<td valign="middle" align="center">153.1</td>
<td valign="middle" align="center">134.8</td>
<td valign="middle" align="center">155.2</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,VHF</italic>
</td>
<td valign="middle" align="center" style="background-color:#ffc000">151.0</td>
<td valign="middle" align="center">134.1</td>
<td valign="middle" align="center" style="background-color:#ffff00">153.0</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,SI</italic>
</td>
<td valign="middle" align="center">156.9</td>
<td valign="middle" align="center">136.0</td>
<td valign="middle" align="center">158.0</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SEL<sub>w</sub>,PW</italic>
</td>
<td valign="middle" align="center">162.5</td>
<td valign="middle" align="center">141.8</td>
<td valign="middle" align="center">166.8</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">
<bold>
<italic>TL<sub>s</sub>
</italic>
</bold> from the Station <bold>2</bold> to Station <bold>3</bold>
</td>
<td valign="middle" align="center">22.3</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">9.3</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Units: dB re 1&#x3bc;Pa<sup>2</sup>s for SEL, and dB re 1&#x3bc;Pa for SPL<sub>rms</sub>.</p>
</fn>
<fn>
<p>SELuw refers to the unweighted cumulative sound exposure level.</p>
</fn>
<fn>
<p>Hearing group of marine mammals: Low- (LF), High- (HF), and Very High- (VHF) frequency cetaceans, sirenians (SI), and phocid pinnipeds in water (PW).</p>
</fn>
<fn>
<p>SEL<sub>w</sub> for impulsive Temporary Threshold Shift (TTS): LF = 168, HF = 170, VHF = 140, SI = 175, PW = 170.</p>
</fn>
<fn>
<p>SEL<sub>w</sub> for impulsive Permanent Threshold Shift (PTS): LF = 183, HF = 185, VHF = 155, SI = 190, PW = 185.</p>
</fn>
<fn>
<p>SEL<sub>w</sub> for non-impulsive TTS: LF = 179, HF = 178, VHF = 153, SI = 186, PW = 181.</p>
</fn>
<fn>
<p>SEL<sub>w</sub> for non-impulsive PTS: LF = 199, HF = 198, VHF = 173, SI = 206, PW = 201.</p>
</fn>
<fn>
<p>Colored cells indicate: Above PTS.</p>
</fn>
<fn>
<p>Above TTS by 10&#x2013;20 dB.</p>
</fn>
<fn>
<p>Above TTS less than 10 dB.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>It can be seen from <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> that hammering noise has a high hearing damage risk to marine mammals, and there is still a TTS risk to the VHF group at station 3. Based on the <italic>TL</italic>
<sub>1</sub> equation and the thresholds of PTS and TTS risk, the hearing damage range of hammering noise to marine mammals (VHF group) was estimated to be up to a radius of 300&#xa0;m from the source. Vibrating noise has low hearing damage risk, and its <italic>SEL<sub>w</sub>
</italic> at station 1 is already lower than the thresholds of PTS and TTS risk for each hearing group. Though the <italic>SL</italic> of drilling noise is lower than vibrating noise (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), the cumulative time of 72,000 s resulted in a high <italic>SEL<sub>w</sub>
</italic>, and the maximum damage distance of drilling noise to marine mammals (VHF group) was estimated to be 40&#xa0;m from the source.</p>
<p>The potential ranges of behavior alteration of OED noises on marine mammals exceeds that of hearing damage. Based on the <italic>SPLrms</italic> of the three kinds of noises and background noise (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), hammering noise was estimated to be detected by marine mammals up to 1.9&#xa0;km from the source, and drilling noise was estimated to be detected at a distance of 170&#xa0;m. The risk of vibrating noise was ignored because its noise energy was likely to approach the ambient level before reaching station 3 (40&#xa0;m from the source). Comprehensive analysis of the potential risk of hearing damage and behavior alteration, it is recommended to set up a warning zone with a radius of 1.9&#xa0;km from the source to observe and avoid the presence of marine mammals during OED.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusion">
<label>5</label>
<title>Conclusion</title>
<p>This study provides the first detailed analysis of underwater noises during OED on standard vessels, which are frequently generated in OWFs geotechnical surveys. The results indicate that OED noises mainly include three types: hammering noise, vibrating noise, and drilling noise. Hammering noise is a high-intensity impulsive sound with the source level (<italic>SL</italic>) of 197.1 dB re 1&#x3bc;Pa rms @ 1&#xa0;m, and its dominant frequency is below 10 kHz and peak energy appears at 1 kHz with the PSD level of 140 dB re 1&#x3bc;Pa<sup>2</sup>/Hz; Vibrating noise is a low-intensity non-impulsive sound with the <italic>SL</italic> of 158.9 dB re 1&#x3bc;Pa rms @ 1&#xa0;m. The noise has a significant single-frequency component at 41&#xa0;Hz and 124&#xa0;Hz, and has a same narrow-band signal with 14&#xa0;Hz center frequency and 10&#xa0;Hz bandwidth as hammering noise. Drilling noise is the lowest among the three noise types, with the <italic>SL</italic> of 155.9 dB re 1&#x3bc;Pa rms @ 1&#xa0;m and a significant single-frequency component at 45&#xa0;Hz. The impact assessment of OED noises on marine mammals demonstrates that the potential range of hearing damage can reach a 300&#xa0;m radius from the source, and the range of behavioral alteration is up to 1.9&#xa0;km. Therefore, setting up a warning zone with a radius of 1.9&#xa0;km during OED is recommended.</p>
<p>This study makes up for the lacking research on OWFs geotechnical survey noise, and improves the understanding of underwater noises and their ecological impacts during the whole OWFs&#x2019; lifecycle. However, further research on noise levels and propagation characteristics during OED in different vessel size and different environmental conditions (<italic>e.g.</italic>, water depth and bedrock type) are needed to better understand OED noises characteristics and their impacts on marine life, including important fish species.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>LH: Conceptualization, investigation, data curation, formal analysis, writing &#x2013; original draft, software, methodology and visualization. XX: Conceptualization, writing &#x2013; review and editing, funding acquisition, methodology, project administration, and supervision. LY: Methodology. SH, XZ, and YZ: Investigation. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (Grant number 41976178).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors are grateful to Fanggui Xiao, Chenhui Wang and Zhen Li for their help with the acoustic recordings in the measurement trials.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<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>
</sec>
<sec id="s10" sec-type="disclaimer">
<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>
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