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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.2024.1465289</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Impacts of thermal and cold discharge from power plants on marine benthos and its mitigation measures: a systematic review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Leng</surname>
<given-names>Qingxue</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mohamat-Yusuff</surname>
<given-names>Ferdaus</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Mohamed</surname>
<given-names>Khairul Nizam</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/486332"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zainordin</surname>
<given-names>Nazatul Syadia</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Hassan</surname>
<given-names>Mohd Zafri</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Faculty of Forestry and Environment, Universiti Putra Malaysia, Selangor</institution>, <addr-line>Seri Kembangan</addr-line>, <country>Malaysia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Faculty of Agriculture, Universiti Putra Malaysia, Selangor</institution>, <addr-line>Seri Kembangan</addr-line>, <country>Malaysia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Yen-Chiang Chang, Dalian Maritime University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: M. Rafiuddin Ahmed, University of the South Pacific, Fiji</p>
<p>Periyadan K. Krishnakumar, King Fahd University of Petroleum and Minerals, Saudi Arabia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Ferdaus Mohamat-Yusuff, <email xlink:href="mailto:ferdius@upm.edu.my">ferdius@upm.edu.my</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1465289</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Leng, Mohamat-Yusuff, Mohamed, Zainordin and Hassan</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Leng, Mohamat-Yusuff, Mohamed, Zainordin and Hassan</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>
<sec>
<title>Introduction</title>
<p>Power plants discharge thermal and cold effluents that significantly alter marine environments, impacting various organisms, including benthic communities. While thermal discharge has received considerable research attention, the impacts of cold discharge remain underexplored. This systematic review synthesizes existing research on the effects of power plant discharges on marine benthic ecosystems.</p>
</sec>
<sec>
<title>Methods</title>
<p>A systematic literature search was conducted using Scopus, PubMed, and Web of Science, following PRISMA guidelines, covering studies from 1974 to 2024. A total of 58 articles were included in this review. CiteSpace was used to visualize trends, and statistical analysis was conducted to assess relationships between environmental parameters and changes in benthic abundance.</p>
</sec>
<sec>
<title>Results</title>
<p>A significant negative correlation was observed between temperature differentials, ambient temperature, and benthic abundance. Thermal discharge generally led to reduced benthic diversity and abundance, with occasional increases under low ambient temperatures. Cold discharge effects remain less documented, with evidence primarily focused on phytoplankton and fish. Additionally, dissolved oxygen, pH, and bottom sediment composition were significantly altered by power plant discharge. Detection and mitigation measures are crucial to managing these impacts. Mitigation measures include distributed discharge for cold effluents, advanced heat recovery systems, and careful site selection to minimize impacts on sensitive ecosystems. Long-term management and adaptive strategies are essential to reduce adverse effects and maintain ecological balance.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Thermal discharges adversely impact marine benthic organisms by decreasing biodiversity and changing community structure, largely due to elevated temperatures and reduced oxygen levels. Cold discharges present unique challenges that require further research to fully understand their ecological impacts. Mitigation measures, such as distributed discharge for cold effluents and advanced heat recovery systems for thermal discharges, are essential to minimize the environmental impact of power plant operations.</p>
</sec>

</abstract>
<abstract abstract-type="graphical">
<title>Graphical Abstract</title>
<p>
<graphic xlink:href="fmars-11-1465289-g007.tif" position="anchor"/>
</p>
</abstract>
<kwd-group>
<kwd>thermal emission</kwd>
<kwd>cold emission</kwd>
<kwd>ocean thermal energy conversion</kwd>
<kwd>benthos</kwd>
<kwd>mitigation actions</kwd>
</kwd-group>
<contract-num rid="cn001">GP-IPS/2023/9768600</contract-num>
<contract-sponsor id="cn001">Universiti Putra Malaysia<named-content content-type="fundref-id">10.13039/501100004530</named-content>
</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="4"/>
<equation-count count="1"/>
<ref-count count="186"/>
<page-count count="21"/>
<word-count count="9293"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Pollution</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Highlights</title>
<list list-type="bullet">
<list-item>
<p>Research on cold discharge&#x2019;s impact on benthos is notably deficient.</p>
</list-item>
<list-item>
<p>Temperature difference is negatively correlated with changes in benthic abundance.</p>
</list-item>
<list-item>
<p>The discharge alters the levels of dissolved oxygen, pH, and bottom material.</p>
</list-item>
<list-item>
<p>Mitigation measures are available for both thermal and cold emissions&#x2019; impacts.</p>
</list-item>
</list>
</sec>
<sec id="s2" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Electricity is one of the driving forces of economic development in all nations. In 2021, the world&#x2019;s total electrical energy generated was 617791617 TJ (<xref ref-type="bibr" rid="B69">IEA, 2024</xref>). The world&#x2019;s existing electricity generation is mainly divided into six types of sources: fossil fuels (57.2%), nuclear (11.7%), hydroelectricity (13.5%), wind (10.8%), solar (3.1%), and other renewables (3.7%). The performance of thermoelectric power generation depends heavily on cooling systems, which are the most water-consuming component of the thermoelectric power generation process (<xref ref-type="bibr" rid="B129">Pan et&#xa0;al., 2018</xref>).</p>
<p>In a thermal power plant system, the cooling mechanism involves drawing water from nearby estuaries or oceans. Following heat exchange in the condenser, this water is discharged back into the corresponding aquatic ecosystem via an outflow channel, despite being at a higher temperature. In the case of the Ocean Thermal Energy Conversion (OTEC) power plant, cold water is utilized for condenser heat exchange before being released into the aquatic ecosystem via the discharge channel, typically at a temperature lower than that of the surrounding environment (<xref ref-type="bibr" rid="B111">Masutani and Takahashi, 2001</xref>). Those power plants required substantial water intake to facilitate the cooling process for the condensers. According to the current production process, directly cooled power plants are typically situated on open coastlines or estuaries and requires 35&#x2013;50 m&#xb3;/s of cooling water per 1000 MWe of power produced (<xref ref-type="bibr" rid="B165">Venugopalan et al., 2011</xref>; <xref ref-type="bibr" rid="B175">Wither et&#xa0;al., 2012</xref>), and a large amount of discharge leads to disturbances in the substrate (<xref ref-type="bibr" rid="B40">Deabes, 2020</xref>). The large volumes of water used for cooling and discharged by power plants can modify the physical and chemical properties of the surrounding environment, including the stratification and circulation of seawater, as well as the levels of salinity, dissolved oxygen, and pH (<xref ref-type="bibr" rid="B119">Muthukumar et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B177">Xu et&#xa0;al., 2021</xref>). Additionally, chlorine is commonly employed to mitigate biofouling within cooling ducts (<xref ref-type="bibr" rid="B128">Padhi et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B157">Taylor, 2006</xref>). However, the impact of elevated temperatures will be exacerbated by the concurrent discharge of biocides like chlorine (<xref ref-type="bibr" rid="B29">Chavan et al., 2017</xref>; <xref ref-type="bibr" rid="B79">Jenner et&#xa0;al., 1997</xref>). Marine organisms are highly sensitive to changes in temperature, dissolved oxygen, and salinity gradients (<xref ref-type="bibr" rid="B107">Mariu et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B55">Gao et&#xa0;al., 2023</xref>), and the thermal and cold discharge from power plants have significant impacts on their behavior and ecology.</p>
<p>The discharge of thermal and cold effluents carry significant implications for marine ecosystems, exerting considerable impacts on the growth and reproductive patterns of numerous species (<xref ref-type="bibr" rid="B115">Michie et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B87">Kim et&#xa0;al., 2017</xref>), as well as on the structure and composition of various communities, such as phytoplankton (<xref ref-type="bibr" rid="B32">Chuang et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B87">Kim et&#xa0;al., 2017</xref>), zooplankton (<xref ref-type="bibr" rid="B77">Jebakumar et&#xa0;al., 2018</xref>), fish (<xref ref-type="bibr" rid="B159">Teixeira et&#xa0;al., 2012</xref>), and benthic organisms (<xref ref-type="bibr" rid="B14">Bensoussan et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B139">Riera et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B112">Mazik et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B16">Bozorgchenani et&#xa0;al., 2018</xref>).</p>
<p>Benthos plays a crucial role as both consumers and decomposers in the food chain of aquatic ecosystems. Therefore, the study of benthic organisms is essential for understanding the structure and function of these ecosystems (<xref ref-type="bibr" rid="B10">Baldanzi et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B122">Nicastro and Bishop, 2013</xref>; <xref ref-type="bibr" rid="B96">Lamadrid-Rose and Boehlert, 1988</xref>). Benthic organisms inhabited the seabed or its immediate vicinity. Benthos can be classified into three categories according to their size: macrobenthos, meiobenthos, and microbenthos. Macrobenthos are primarily composed of Cnidaria, Polychaeta, Mollusca, Crustacea, and echinoderms, as well as other species such as sponges, bryozoans, sipunculans, spoonworms, worms, and benthic fishes (<xref ref-type="bibr" rid="B100">Li and Xu, 2021</xref>). Macrobenthos play a crucial role in the energy and material cycling within the benthic ecosystem, including nutrient cycling, decomposition, pollutant diffusion and burial, and secondary productivity (<xref ref-type="bibr" rid="B46">Ellingsen and Gray, 2002</xref>; <xref ref-type="bibr" rid="B151">Snelgrove, 1998</xref>). Meiobenthos is a diverse group of small benthic organisms that play a critical role in the structure and function of benthic ecosystems (<xref ref-type="bibr" rid="B145">Schratzberger and Ingels, 2018</xref>). They are typically between 42 and 500 &#x3bc;m in size and include over 20 categories of Metazoa and Protozoa, such as Nematodes, Cnidarians, Platyhelminthes, Nemerteans, Rotifers, Priapulids, Annelids (primarily Polychaetes), Arthropods (including Copepods, Halacaroids, Ostracods, etc.), and Mollusks (<xref ref-type="bibr" rid="B114">McIntyre, 1969</xref>; <xref ref-type="bibr" rid="B162">Urban-Malinga, 2014</xref>). Meiobenthos act as an intermediate link between microbenthos and macrobenthos and play an essential role in the marine benthic ecosystem. They are involved in nutrient cycling, decomposition, and the diffusion and burial of pollutants (<xref ref-type="bibr" rid="B145">Schratzberger and Ingels, 2018</xref>). Moreover, they have a short life cycle, high fecundity, and are sensitive to environmental changes, making them valuable indicators of environmental pollution (<xref ref-type="bibr" rid="B73">Islam et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B138">Ridall and Ingels, 2021</xref>).</p>
<p>Various factors play pivotal roles in shaping the abundance, diversity, distribution, and functional attributes of aquatic organisms. These factors include but are not limited to water temperature, salinity levels, hydrodynamic dynamics, sedimentary processes, oxygen concentrations, sediment grain size, prevailing currents, and the availability of nutrients (<xref ref-type="bibr" rid="B71">Ingels et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B183">Zeppilli et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B59">G&#xf3;rska et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B132">Pusceddu et&#xa0;al., 2014</xref>). Benthos is a highly vulnerable group when it comes to the impact of thermal discharge, as their capacity to evade is limited. With many benthic species being either sessile or sedentary, some even have remained in the same spot throughout their entire lives (<xref ref-type="bibr" rid="B184">Zeppilli et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B144">Schratzberger et&#xa0;al., 2023</xref>). For this reason, benthos is regarded as an ideal group to monitor and determine the effects of various types of pollutants (<xref ref-type="bibr" rid="B170">Warwick and Clarke, 1993</xref>). Compared with cold discharge, research on the impact of power plants on benthic ecosystems predominantly focuses on thermal discharge. This phenomenon is acknowledged to pose a substantial threat to benthic organisms, resulting in habitat degradation and heightened mortality rates (<xref ref-type="bibr" rid="B163">Vaquer-Sunyer and Duarte, 2011</xref>). This thermal discharge is observed to hinder growth and development (<xref ref-type="bibr" rid="B87">Kim et&#xa0;al., 2017</xref>), as well as affect metabolic activity (<xref ref-type="bibr" rid="B87">Kim et&#xa0;al., 2017</xref>). Furthermore, there is substantial empirical evidence highlighting the detrimental effects of thermal discharge on benthic abundance, biodiversity, and community structure (<xref ref-type="bibr" rid="B50">Farshchi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B22">Cai et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B172">West et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Bozorgchenani et&#xa0;al., 2018</xref>). Conversely, exploring cold discharge effects on marine organisms remains relatively scant, with existing studies predominantly focusing on phytoplankton and fish (<xref ref-type="bibr" rid="B120">Myers et&#xa0;al., 1986</xref>; <xref ref-type="bibr" rid="B15">Billman et al., 2006</xref>; <xref ref-type="bibr" rid="B58">Golmen et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B103">Liu, 2018</xref>; <xref ref-type="bibr" rid="B57">Giraud et&#xa0;al., 2019</xref>). This phenomenon underscores the insufficient understanding of the effects of cold discharge on marine benthic communities.</p>
<p>In recent years, the impact of power plant discharge on Marine ecosystems, especially benthic organisms, has received increasing attention. This review uses sources such as Scopus, PubMed, and Web of Science to develop a detailed database compiling existing literature on the effects of power plant discharge on benthic organisms. This review seeks to 1) employ CiteSpace software to analyze and visualize the literature, elucidating the spatial and temporal distribution of research in this area and identifying emerging hotspots of interest; 2) examine the effects of coastal power plant discharge on benthos community structure, with a particular focus on the relationship between temperature differentials and variations in benthic abundance; 3) assess how various environmental factors&#x2014;including dissolved oxygen, pH, and bottom material&#x2014;affect benthic organisms, emphasizing the complex interplay among these factors; 4) provide insights that can inform the formulation of environmental policies designed to mitigate the impacts of thermal and cold effluents on marine biodiversity, advocating for a holistic approach to address these challenges.</p>
</sec>
<sec id="s3">
<label>2</label>
<title>Data and methods</title>
<sec id="s3_1">
<label>2.1</label>
<title>Data collection</title>
<p>The initial phase of this study involved the systematic identification of relevant scholarly literature through a comprehensive review of peer-reviewed scientific articles available on the Scopus, PubMed, and Web of Science platforms spanning the period from 1974 to 2024 by adopting PRISMA methodology (<xref ref-type="bibr" rid="B116">Moher et&#xa0;al., 2015</xref>). The search fields encompassed titles, abstracts, and keywords, utilizing the following search criteria (<xref ref-type="bibr" rid="B60">Guimar&#xe3;es et&#xa0;al., 2023</xref>): (&#x201c;sea*&#x201d; OR &#x201c;marine&#x201d; OR &#x201c;shore&#x201d; OR &#x201c;ocean*&#x201d; OR &#x201c;coastal zone&#x201d; OR &#x201c;coastline&#x201d; OR &#x201c;estuary&#x201d;) AND (&#x201c;thermal discharge&#x201d; OR &#x201c;thermal pollution&#x201d; OR &#x201c;thermal stress&#x201d; OR &#x201c;cold discharge&#x201d; OR &#x201c;cold shock&#x201d; OR &#x201c;cooling water&#x201d; OR &#x201c;warming&#x201d; OR &#x201c;temperature&#x201d; OR &#x201c;heat&#x201d;) AND (&#x201c;power plant*&#x201d; OR &#x201c;thermal plant*&#x201d; OR &#x201c;power station*&#x201d; OR &#x201c;Ocean Thermal Energy Conversion power station&#x201d; OR &#x201c;Ocean Thermal Energy Conversion power plant&#x201d;) AND (&#x201c;benthos&#x201d; OR &#x201c;benthic*&#x201d; OR &#x201c;invertebrate&#x201d; OR &#x201c;mussel&#x201d; OR &#x201c;mollusca&#x201d; OR &#x201c;crustacea&#x201d; OR &#x201c;polychaeta&#x201d; OR &#x201c;community&#x201d; OR &#x201c;biodiversity&#x201d; OR &#x201c;diversity&#x201d;) NOT (&#x201c;river*&#x201d; OR &#x201c;lake*&#x201d;). Macrobenthic and microbenthic organisms are selected as biological indicators in this study due to their ease of observation, identification, and greater stability, which render them suitable for assessing environmental changes (<xref ref-type="bibr" rid="B73">Islam et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B121">Nayak et al., 2022</xref>). These organisms&#x2019; characteristics facilitate the monitoring of ecological shifts with precision.</p>
<p>To evaluate the organisms impacted by thermal emissions, we encompassed all benthic organisms exhibiting alterations in biological and ecological indices (e.g., morphology, reproduction, diversity). Given the scarcity of research about the effects on benthic organisms caused by cold discharge, investigations into organisms affected by cold emissions were expanded to include phytoplankton and fish. Owing to the heterogeneity observed in the taxonomic classification systems utilized across diverse scholarly articles, ranging from species-level to genus-level classifications, the resultant data have been systematically organized and analyzed at the class level to facilitate coherent comparisons.</p>
<p>Factors documented in preliminary studies regarding the impact of thermal and cold emissions from power plants on local biodiversity were extracted and consolidated. The influencing factors of the main study were categorized into three groups: (1) solely temperature; (2) temperature and other factors; and (3) solely other factors, such as salinity, nutrients, chlorine, radioactivity, and so on. The systematic analysis was limited to effects falling within the first and second categories, as they explicitly delineated the impact of temperature variations on benthic organisms.</p>
<p>A total of 615 articles were identified, comprising 296 from the Web of Science, 254 from Scopus, and 65 from PubMed. Following the removal of duplicate studies, the remaining articles underwent screening based on title and abstract. Subsequently, the content of the articles underwent screening to exclusively include studies focusing on the impact of water temperature on benthic organisms. Finally, 58 articles were deemed suitable for inclusion in the systematic review, while 9 articles were included in the quantitative analysis (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Readers are directed to consult the supplementary material, &#x201c;List of Articles Included in the Systematic Review,&#x201d; for specific documents referenced in this study. Forty-nine studies were excluded from the quantitative analysis due to the absence of data on benthic abundance or temperature.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>PRISMA flow diagram for the systematic review.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1465289-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>2.2</label>
<title>Analysis methods</title>
<p>The effects of five factors on changes in benthic abundance between influence and reference sites were assessed. Two of these factors were intrinsic to the operation of the power plant under investigation, namely 1) generation capacity and 2) cooling water discharge. Additionally, 3) the distance (0&#x2013;100 m) between the discharge point and sampling sites (the influence point), 4) ambient water temperature, and 5) the temperature difference between the influence point and the reference point were considered regulatory factors.</p>
<p>Changes in benthic abundance determined based on <xref ref-type="disp-formula" rid="eq1">Equation 1</xref>:</p>
<disp-formula id="eq1">
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtext>Benthic&#xa0;abundance&#xa0;changes</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mtext>Ai</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>Ar</mml:mtext>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">/</mml:mo>
<mml:mtext>Ar</mml:mtext>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where Ai is the abundance of benthos at the influence site, and Ar is the abundance of benthos at the reference site.</p>
<p>If an impacted site was contrasted with multiple reference sites, the average temperature was computed by aggregating data from all reference sites. In cases where multiple study areas were delineated, the data closest to the outfall was prioritized. When textual information regarding temperature, standard deviation, and the sample size was absent but figures were available, data were extracted using the WebPlotDigitizer tool (<ext-link ext-link-type="uri" xlink:href="https://automeris.io/WebPlotDigitizer/">https://automeris.io/WebPlotDigitizer/</ext-link>).</p>
<p>The temporal evolution of scientific findings regarding the impacts of thermal and cold emissions from power stations on benthos over the past decade was analyzed using CiteSpace. Additionally, the categories with the highest number of publications on this topic were identified. After compiling the data for each power plant investigated in the preliminary study (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), distribution plots were generated utilizing R 4.3.1 software (<xref ref-type="bibr" rid="B137">R Core Team, 2023</xref>). All statistical analyses were conducted in R 4.3.1 software.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Electrical generating capacity (MWe) of the power plants studied by the articles included in the systematic review.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">ID</th>
<th valign="middle" align="left">Authors</th>
<th valign="middle" align="left">Year</th>
<th valign="middle" align="left">Power plants</th>
<th valign="middle" align="left">Country</th>
<th valign="middle" align="left">Generation capacity (MWe)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B90">Kolehmainen et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B90">1974</xref>
</td>
<td valign="top" align="left">Costa Sur power station</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">1110</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B20">Burton et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B20">1976</xref>
</td>
<td valign="top" align="left">Calvert Cliffs Nuclear power plant</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">1750</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B2">Alden Iii</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B2">1979</xref>
</td>
<td valign="top" align="left">Floride power plant</td>
<td valign="top" align="left">Mexico</td>
<td valign="top" align="left">897</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B102">Loi et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B102">1979</xref>
</td>
<td valign="top" align="left">Calvert Cliffs Nuclear power plant</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">1750</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B36">Crema et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B36">1980</xref>
</td>
<td valign="top" align="left">Piombino power plant</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">320</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B85">Kastendiek et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B85">1981</xref>
</td>
<td valign="top" align="left">San Onofre Nuclear power plant</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">450</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B117">M&#xf8;ller et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B117">1983</xref>
</td>
<td valign="top" align="left">29 power plants</td>
<td valign="top" align="left">Denmark</td>
<td valign="top" align="left">770-6000</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B152">Snoeijs</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B152">1989</xref>
</td>
<td valign="top" align="left">Forsmark Nuclear power plant</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">3320</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B11">Bamber</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B11">1990</xref>
</td>
<td valign="top" align="left">Angra Nuclear power plant</td>
<td valign="top" align="left">Brazil</td>
<td valign="top" align="left">1884</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B65">Hoglund &amp; Thomas</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B65">A1992</xref>
</td>
<td valign="top" align="left">Oskarshamn Nuclear power plant</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">1450</td>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B1">Ahamed et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B1">1992</xref>
</td>
<td valign="top" align="left">Madras Atomic power station</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">230</td>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B142">Sasikumar et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B142">1993</xref>
</td>
<td valign="top" align="left">Madras Atomic power station</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">230</td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B146">Schroeter et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B146">1993</xref>
</td>
<td valign="top" align="left">Onofre Nuclear power plant</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">2254</td>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B155">Suresh et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B155">1993</xref>
</td>
<td valign="top" align="left">Madras Atomic power station</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">230</td>
</tr>
<tr>
<td valign="top" align="left">15</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B185">Zimina et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B185">1994</xref>
</td>
<td valign="top" align="left">Leningrad Nuclear power plant</td>
<td valign="top" align="left">Russia</td>
<td valign="top" align="left">1850</td>
</tr>
<tr>
<td valign="top" align="left">16</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B156">Suresh et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B156">1996</xref>
</td>
<td valign="top" align="left">Madras Atomic power station</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">230</td>
</tr>
<tr>
<td valign="top" align="left">17</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B7">Attrill &amp; Thomas</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B7">1996</xref>
</td>
<td valign="top" align="left">West Thurrock power station</td>
<td valign="top" align="left">UK</td>
<td valign="top" align="left">1300</td>
</tr>
<tr>
<td valign="top" align="left">18</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B176">Wong et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B176">1998</xref>
</td>
<td valign="top" align="left">Nuclear power plant (1, 2)</td>
<td valign="top" align="left">China (Taiwan)</td>
<td valign="top" align="left">2945</td>
</tr>
<tr>
<td valign="top" align="left">19</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B98">Lardicci et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B98">1999</xref>
</td>
<td valign="top" align="left">Torre del Sale power station</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">640</td>
</tr>
<tr>
<td valign="top" align="left">20</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B110">Masilamoni et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B110">2002</xref>
</td>
<td valign="top" align="left">Madras Atomic power station</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">230</td>
</tr>
<tr>
<td valign="top" align="left">21</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B134">Rajagopal et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B134">2003</xref>
</td>
<td valign="top" align="left">Madras Atomic power station</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">230</td>
</tr>
<tr>
<td valign="top" align="left">22</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B31">Chou et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B31">2004</xref>
</td>
<td valign="top" align="left">Nuclear power plant</td>
<td valign="top" align="left">China (Taiwan)</td>
<td valign="top" align="left">1960</td>
</tr>
<tr>
<td valign="top" align="left">23</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B67">Hwang et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B67">2004</xref>
</td>
<td valign="top" align="left">Nuclear power plant (1, 2)</td>
<td valign="top" align="left">China (Taiwan)</td>
<td valign="top" align="left">1960</td>
</tr>
<tr>
<td valign="top" align="left">24</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B143">Schiel et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B143">2004</xref>
</td>
<td valign="top" align="left">Diablo Cove power plant</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">2256</td>
</tr>
<tr>
<td valign="top" align="left">25</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B186">Zvyagintsev et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B186">2004</xref>
</td>
<td valign="top" align="left">Vladivostok Heat power plant</td>
<td valign="top" align="left">Russia</td>
<td valign="top" align="left">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">26</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B153">Steinbeck et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B153">2005</xref>
</td>
<td valign="top" align="left">Diablo Cove power plant</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">2256</td>
</tr>
<tr>
<td valign="top" align="left">27</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B108">Martin &amp; Planque</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B108">2006</xref>
</td>
<td valign="top" align="left">Flamanville Nuclear power plant</td>
<td valign="top" align="left">France</td>
<td valign="top" align="left">2660</td>
</tr>
<tr>
<td valign="top" align="left">28</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B168">Wang et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B168">2008</xref>
</td>
<td valign="top" align="left">Daya Bay Nuclear power plant</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">1888</td>
</tr>
<tr>
<td valign="top" align="left">29</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B158">Teixeira et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B158">2009</xref>
</td>
<td valign="top" align="left">Brazilian Nuclear power plant</td>
<td valign="top" align="left">Brazil</td>
<td valign="top" align="left">1900</td>
</tr>
<tr>
<td valign="top" align="left">30</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B66">Hussain et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B66">2010</xref>
</td>
<td valign="top" align="left">Madras Atomic power station</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">230</td>
</tr>
<tr>
<td valign="top" align="left">31</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B6">Arieli et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B6">2011</xref>
</td>
<td valign="top" align="left">Hadera power plant</td>
<td valign="top" align="left">Israel</td>
<td valign="top" align="left">2650</td>
</tr>
<tr>
<td valign="top" align="left">32</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B118">Murugesan et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B118">2011</xref>
</td>
<td valign="top" align="left">Tuticorin Thermal power plant</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">1050</td>
</tr>
<tr>
<td valign="top" align="left">33</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B169">Wang et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B169">2011</xref>
</td>
<td valign="top" align="left">Daya Bay nuclear power plant</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">1888</td>
</tr>
<tr>
<td valign="top" align="left">34</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B49">Falfushynska et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B49">2012</xref>
</td>
<td valign="top" align="left">Khmelnytskyi nuclear power plant</td>
<td valign="top" align="left">Ukraine, Belarus</td>
<td valign="top" align="left">2000</td>
</tr>
<tr>
<td valign="top" align="left">35</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B147">Simard et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B147">2012</xref>
</td>
<td valign="top" align="left">Gentilly-2 nuclear power station</td>
<td valign="top" align="left">Canada</td>
<td valign="top" align="left">925</td>
</tr>
<tr>
<td valign="top" align="left">36</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B159">Teixeira et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B159">2012</xref>
</td>
<td valign="top" align="left">Brazilian nuclear power plant</td>
<td valign="top" align="left">Brazil</td>
<td valign="top" align="left">1900</td>
</tr>
<tr>
<td valign="top" align="left">37</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B112">Mazik et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B112">2013</xref>
</td>
<td valign="top" align="left">Heysham 2 nuclear power station</td>
<td valign="top" align="left">UK</td>
<td valign="top" align="left">1320</td>
</tr>
<tr>
<td valign="top" align="left">38</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B52">Florin et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B52">2013</xref>
</td>
<td valign="top" align="left">Forsmark nuclear power plant</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">3320</td>
</tr>
<tr>
<td valign="top" align="left">39</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B19">Bryan et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B19">2014</xref>
</td>
<td valign="top" align="left">Bayshore power plant</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">3239</td>
</tr>
<tr>
<td valign="top" align="left">40</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B91">Krepski et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B91">2014</xref>
</td>
<td valign="top" align="left">Dolna Odra power plant</td>
<td valign="top" align="left">Poland</td>
<td valign="top" align="left">1772</td>
</tr>
<tr>
<td valign="top" align="left">41</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B24">Cardoso-Mohedano et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B24">2015</xref>
</td>
<td valign="top" align="left">Kuosheng nuclear power plant</td>
<td valign="top" align="left">UK, Mexico</td>
<td valign="top" align="left">4131</td>
</tr>
<tr>
<td valign="top" align="left">42</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B179">Yanygina</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B179">2015</xref>
</td>
<td valign="top" align="left">Belovo power plant</td>
<td valign="top" align="left">Russia</td>
<td valign="top" align="left">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">43</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B38">Dallas et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B38">2016</xref>
</td>
<td valign="top" align="left">Hadera and Nachsolim power plant</td>
<td valign="top" align="left">Israel, Germany</td>
<td valign="top" align="left">1888</td>
</tr>
<tr>
<td valign="top" align="left">44</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B87">Kim et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B87">2017</xref>
</td>
<td valign="top" align="left">Dae-San power plant</td>
<td valign="top" align="left">Korea, China (Taiwan)</td>
<td valign="top" align="left">3914</td>
</tr>
<tr>
<td valign="top" align="left">45</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B16">Bozorgchenani et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B16">2018</xref>
</td>
<td valign="top" align="left">Neka power plant</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">2214</td>
</tr>
<tr>
<td valign="top" align="left">46</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B42">Dong et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B42">2018</xref>
</td>
<td valign="top" align="left">Tianwan nuclear power plant</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">2120</td>
</tr>
<tr>
<td valign="top" align="left">47</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B101">Lin et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B101">2018</xref>
</td>
<td valign="top" align="left">Ningde nuclear power plant</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">2000</td>
</tr>
<tr>
<td valign="top" align="left">48</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B40">Deabes et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B40">2020</xref>
</td>
<td valign="top" align="left">El-Burullus power plant</td>
<td valign="top" align="left">Egypt</td>
<td valign="top" align="left">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">49</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B50">Farshchi et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B50">2020</xref>
</td>
<td valign="top" align="left">Pareh-Sar power plant</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">648</td>
</tr>
<tr>
<td valign="top" align="left">50</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B97">Lan et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B97">2020</xref>
</td>
<td valign="top" align="left">Houshi power plant</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">51</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B135">Rao et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B135">2021</xref>
</td>
<td valign="top" align="left">Daya Bay nuclear power plant</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">1888</td>
</tr>
<tr>
<td valign="top" align="left">52</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B172">West et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B172">2021</xref>
</td>
<td valign="top" align="left">Shannonbridge power plant</td>
<td valign="top" align="left">Ireland</td>
<td valign="top" align="left">264</td>
</tr>
<tr>
<td valign="top" align="left">53</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B83">Kalimuthu et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B83">2022</xref>
</td>
<td valign="top" align="left">Tanjung Kidurong power plant</td>
<td valign="top" align="left">Malaysia</td>
<td valign="top" align="left">515</td>
</tr>
<tr>
<td valign="top" align="left">54</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B22">Cai et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B22">2023</xref>
</td>
<td valign="top" align="left">Daya Bay nuclear power plant</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">1888</td>
</tr>
<tr>
<td valign="top" align="left">55</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B133">QIAO et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B133">2023</xref>
</td>
<td valign="top" align="left">Wenzhou power station</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">2000</td>
</tr>
<tr>
<td valign="top" align="left">56</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B106">Macias et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B106">2024</xref>
</td>
<td valign="top" align="left">Kospo Namjeju power station</td>
<td valign="top" align="left">Korea</td>
<td valign="top" align="left">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">57</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B126">Oshimi et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B126">2021</xref>
</td>
<td valign="top" align="left">OTEC power plant</td>
<td valign="top" align="left">Japan</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" align="left">58</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B57">Giraud et&#xa0;al</xref>
</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B57">2019</xref>
</td>
<td valign="top" align="left">OTEC power plant</td>
<td valign="top" align="left">France</td>
<td valign="top" align="left">10</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>These articles are identified by study identity (ID), first author, country, and year of publication.</p>
</fn>
<fn>
<p>&#x201c;&#x2013;&#x201d; indicated that related information was not found.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="results">
<label>3</label>
<title>Result and discussion</title>
<sec id="s4_1">
<label>3.1</label>
<title>Temporal and spatial variations in the influence of coastal power plant cooling water on benthic organisms</title>
<p>
<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref> depicts the number of research articles and reviews concerning the impacts of thermal and cold effluents from coastal power plants on benthic biodiversity spanning from 1974 to 2024. Notably, there was a steady increase in the number of publications over ten years, with the most substantial surge observed between the periods 1995&#x2013;2004 and 2005&#x2013;2014, rising from 10 to 15 articles (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). In terms of publication frequency by category, the highest proportion of articles was published in the category ENVIRONMENTAL SCIENCES (26.7%), followed by the categories MARINE &amp; FRESHWATER BIOLOGY (16.1%) and ECOLOGY (10.7%) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>).</p>
<sec id="s4_1_1">
<label>3.1.1</label>
<title>Spatial variation of related studies</title>
<p>
<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> demonstrated a wide geographical representation in the study, with contributions from 22 countries and regions. Nevertheless, research on this topic exhibits uneven distribution worldwide. Among coastal regions, China, the USA, India, and Russia exhibited the highest number of publications in this review, accounting for 12, 8, 8, and 3 articles, respectively. These countries contributed approximately 52.5% of the total studies. The underlying reason for this phenomenon could be attributed to the dominant role of power generation in these countries on a global scale, thereby amplifying the environmental challenges associated with power plant emissions. According to data released by the International Energy Agency (IEA) as of 2024, these four countries were ranked 1, 2, 3, and 4 in terms of power generation (<xref ref-type="bibr" rid="B69">IEA, 2024</xref>). Among the countries examined, the United States stood out as the first to focus on the impact of thermal discharge from power plants on marine benthic organisms (<xref ref-type="bibr" rid="B90">Kolehmainen et&#xa0;al., 1974</xref>; <xref ref-type="bibr" rid="B20">Burton et&#xa0;al., 1976</xref>). In relative terms, China&#x2019;s research in this field commenced more than two decades later. However, it is noteworthy that China has increasingly devoted attention to this research direction in recent years (<xref ref-type="bibr" rid="B22">Cai et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B133">Qiao et&#xa0;al., 2023</xref>). Concurrently, research in India predominantly concentrated on assessing the effects of the Madras Atomic Power Station on marine life, including benthic organisms (<xref ref-type="bibr" rid="B118">Murugesan et&#xa0;al., 2011</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The relative distribution and volume of studies reviewed by countries around the world.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1465289-g002.tif"/>
</fig>
<p>This study identified a scarcity of research addressing the impact of power plant discharge on marine benthic organisms within tropical regions, with current literature primarily limited to India (8), Brazil (3), Mexico (2), and Malaysia (1). Interestingly, all 14 articles identified within these regions exclusively examined the effects of thermal discharge. Conversely, there were limited studies investigating the impacts of cold discharge from power plants on marine benthic organisms in tropical areas. Furthermore, on a global scale, only two studies were located concerning the effects of cold discharge from power plants on marine life, with a primary emphasis on fish populations (<xref ref-type="bibr" rid="B126">Oshimi et&#xa0;al., 2021</xref>) and phytoplankton dynamics (<xref ref-type="bibr" rid="B57">Giraud et&#xa0;al., 2019</xref>). This notable absence of research on the effects of cold discharge from power plants, particularly Ocean Thermal Energy Conversion (OTEC) plants, underscored a significant gap in understanding the potential ecological impacts within tropical marine ecosystems.</p>
</sec>
<sec id="s4_1_2">
<label>3.1.2</label>
<title>Temporal variation of relevant studies</title>
<p>
<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> presented a time series keyword map delineating the study of power plant impacts on coastal benthic organisms spanning the years 2014 to 2023. This visualization encompassed 197 high-frequency words interconnected by 622 lines. The density of the network map is 0.0322, indicating that 3.22% of the potential relationships in the network have been realized. This result underscores the limited interaction among those keywords. Notably, the modularity degree Q attained a value of 0.8055, surpassing the threshold of 0.3, thereby indicating a reasonable level of structural organization within the dataset. Furthermore, the silhouette score, registering at 0.957, exceeded the threshold of 0.4, thereby supporting the credibility and coherence of <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Visualize the last ten years of keywords through a time series.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1465289-g003.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> highlights high-frequency keywords (frequency &gt; 7) over the past decade, with the size of each circle representing the co-occurrence frequency of the corresponding keyword. Notably, during this period, nine keywords &#x2014; &#x201c;assemblages&#x201d;, &#x201c;benthic community&#x201d;, &#x201c;benthic macrofauna&#x201d;, &#x201c;benthic foraminifera&#x201d;, &#x201c;benthic invertebrates&#x201d;, &#x201c;coral reefs&#x201d;, &#x201c;east coast&#x201d;, &#x201c;bay&#x201d;, and &#x201c;climate change&#x201d;&#x2014;were observed with high frequency. These keywords respectively highlight the most researched organism groups, biological indices, study sites, and environmental issues contributing to the increase in water temperatures.</p>
<p>The high frequency with which the term &#x201c;assemblages&#x201d;, &#x201c;benthic community&#x201d;, and &#x201c;benthic invertebrates&#x201d; appeared in the 2014 and 2015 keyword clouds indicates a substantial volume of research focused on the impact of power plant thermal emissions on the benthic community and assemblages of benthic invertebrates (<xref ref-type="bibr" rid="B19">Bryan et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B24">Cardoso-Mohedano et&#xa0;al., 2015</xref>).</p>
<p>The frequent use of the term &#x201c;climate change&#x201d; reflects its role in exacerbating the impact of thermal emissions from power plants on benthic organisms. This is due to the fact that the burning of fossil fuels in power plants is a significant contributor to climate change (<xref ref-type="bibr" rid="B127">Osman et&#xa0;al., 2023</xref>). Furthermore, climate change has accelerated ocean surface warming (<xref ref-type="bibr" rid="B56">Garcia-Soto et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B125">Oh et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B39">Dalpadado et&#xa0;al., 2024</xref>), thereby intensifying the effects of thermal emissions on benthic organisms (<xref ref-type="bibr" rid="B50">Farshchi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B171">Wasti et&#xa0;al., 2022</xref>).</p>
<p>Between 2022 and 2023, the most prevalent keywords are &#x201c; benthic macrofauna &#x201c; and &#x201c;coral reefs&#x201d;. This trend underscored the growing importance of studying the influence exerted by coastal power plant wastewater on the composition and dynamics of macrobenthic and coral reef communities in the specified region (<xref ref-type="bibr" rid="B172">West et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B133">Qiao et&#xa0;al., 2023</xref>).</p>
</sec>
</sec>
<sec id="s4_2">
<label>3.2</label>
<title>Impact of water temperature changes on benthos</title>
<p>The literature reviewed in this study does not indicate any instances where thermal emissions from power plants have no impact on benthic communities and their abundance. Specifically, 62.5% of the studies reported that thermal emissions have detrimental effects on benthic organisms, leading to reduced biodiversity and abundance (<xref ref-type="bibr" rid="B6">Arieli et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B66">Hussain et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B158">Teixeira et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B172">West et&#xa0;al., 2021</xref>). Conversely, 25% of the studies noted an increase in benthic abundance attributed to thermal emissions, primarily due to low ambient temperatures (<xref ref-type="bibr" rid="B50">Farshchi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B147">Simard et&#xa0;al., 2012</xref>) or minimal temperature differentials (<xref ref-type="bibr" rid="B16">Bozorgchenani et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B19">Bryan et&#xa0;al., 2014</xref>). Additionally, 12.5% of the studies indicated that the impact of thermal emissions on benthic organisms varied seasonally; specifically, during winter, lower ambient temperatures resulted in increased benthic abundance, while in other seasons, the effects were generally negative (<xref ref-type="bibr" rid="B161">Titelboim et&#xa0;al., 2016</xref>).</p>
<sec id="s4_2_1">
<label>3.2.1</label>
<title>Benthic biodiversity parameters for population, community, and ecosystem</title>
<p>Of the 58 articles, 56 specifically highlighted temperature as a crucial factor in the observed alterations of ecological indicators among benthic organisms. These articles further conducted qualitative investigations into these phenomena. The most cited biodiversity parameters among those that suffered alterations were related to changes in the structure and composition of populations, communities, and ecosystems, namely: abundance (20.5%), community structure (13.94%), distribution (13.12%), species richness (9.84%), density (8.2%), and species evenness (6.56%), which together accounted for &gt;70% of the total parameters affected (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>The relative citation frequency (%) of benthic biodiversity parameters affected by coastal power plant discharge is analyzed across population, community, and ecosystem levels.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1465289-g004.tif"/>
</fig>
<p>There is clear evidence that the abundance, community structure, and distribution of benthic organisms are influenced by thermal discharges. A meta-analysis of 75 studies conducted by <xref ref-type="bibr" rid="B60">Guimar&#xe3;es et&#xa0;al. (2023)</xref> demonstrated a significant increase in water temperature near nuclear power plants due to thermal emissions compared to reference areas, with a mean increase of 4.38&#xb0;C (95% CI = 3.72-5.03). This increase in temperature can harm benthic communities, potentially leading to habitat loss, decreased biodiversity indices, or even species extinction. These findings are consistent with those of <xref ref-type="bibr" rid="B50">Farshchi et&#xa0;al. (2020)</xref>, who studied macrobenthos near the outlet of the Neka power plant in the southern Caspian Sea. <xref ref-type="bibr" rid="B50">Farshchi et&#xa0;al. (2020)</xref> determined that thermal emissions from the power plant significantly affected macroinvertebrate abundance, species richness, species composition, and assemblage structure when comparing impacted and control stations. Although there is limited research on the impact of cold emissions on benthic community structure, studies examining seasonal variations have shown that lower ambient temperatures can lead to significant shifts in community structure (<xref ref-type="bibr" rid="B99">Li et&#xa0;al., 2020</xref>) and diversity (<xref ref-type="bibr" rid="B9">Bacouillard et&#xa0;al., 2020</xref>), and a marked decrease in biomass (<xref ref-type="bibr" rid="B180">Ying et&#xa0;al., 2020</xref>).</p>
<p>Temperature affects not only the ecological indices of benthic communities but also significantly influences the physiological activities of individual organisms (<xref ref-type="bibr" rid="B41">Deldicq et&#xa0;al., 2021</xref>). <xref ref-type="bibr" rid="B163">Vaquer-Sunyer and Duarte (2011)</xref> demonstrated that higher temperatures reduce the mean survival time of marine benthic organisms by more than 50% under anoxic conditions. Similarly, <xref ref-type="bibr" rid="B87">Kim et&#xa0;al. (2017)</xref> reported that proximity to thermal wastewater outlets results in decreased abundance and smaller sizes of Crassostrea gigas, alongside significantly elevated levels of heat shock proteins hsp70 and hsp90 mRNA (<xref ref-type="bibr" rid="B87">Kim et&#xa0;al., 2017</xref>). Conversely, excessively low temperatures have been shown to hinder the growth and development of benthic invertebrates&#x2019; eggs and larvae (<xref ref-type="bibr" rid="B182">Zeng et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B47">Everall et&#xa0;al., 2015</xref>), and even cause high mortality rates of benthic invertebrates (<xref ref-type="bibr" rid="B33">Colella et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B160">Thieltges et&#xa0;al., 2004</xref>). Furthermore, the metamorphosis of marine benthos is temperature-dependent, with colder water significantly prolonging the time to metamorphosis (<xref ref-type="bibr" rid="B54">Gangur and Marshall, 2020</xref>; <xref ref-type="bibr" rid="B53">Gall et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s4_2_2">
<label>3.2.2</label>
<title>Benthic assemblage structure and species composition</title>
<p>The effects of elevated temperatures linked to power plant discharge were frequently discerned through alterations in the composition of biological communities, facilitating the assessment and observation of ecological parameters about community composition and structure. These parameters included abundance, spatial distribution, dominance, density, and species richness (<xref ref-type="bibr" rid="B50">Farshchi et&#xa0;al., 2020</xref>).</p>
<p>Utilizing data extracted from 56 published articles investigating alterations in benthic organisms near power plant outfalls, it was noted that Mollusca garnered the highest citation frequency (35.71%), followed by Arthropoda (28.57%), and Annelida (20.24%). Collectively, these taxa accounted for over 84.52% of the total benthic community impacted by power plant effluents (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Relative frequency (%) of benthic classes impacted by temperature variations in the discharge area of power plants.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1465289-g005.tif"/>
</fig>
<p>The significant alteration of benthic community structure by power plant discharge could be attributed to the limited ability of sessile and slow-moving benthic organisms to migrate to less stressful environments, rendering them particularly vulnerable to acute temperature stress (<xref ref-type="bibr" rid="B150">Smith et&#xa0;al., 2023</xref>). Elevated temperatures were associated with mass mortality events in Gastropoda and Foraminifera (<xref ref-type="bibr" rid="B6">Arieli et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B143">Schiel et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B161">Titelboim et&#xa0;al., 2016</xref>). Additionally, these temperature increases could result in reduced egg production in scallops and crabs, posing challenges to recovering losses incurred through fishing activities (<xref ref-type="bibr" rid="B23">Caputi et&#xa0;al., 2019</xref>). Nevertheless, thermal discharge could create a conducive environment for thermal-tolerant species of <italic>Mytilopsis leucophaeata</italic> (<xref ref-type="bibr" rid="B52">Florin et&#xa0;al., 2013</xref>), <italic>Periwinkles</italic>, and <italic>Cthamalid barnacles</italic> (<xref ref-type="bibr" rid="B155">Suresh et&#xa0;al., 1993</xref>). Conversely, lower water temperatures influence benthic community dynamics. <xref ref-type="bibr" rid="B62">Heip and Craeymeersch (1995)</xref> investigated benthic organisms in the same marine region and observed that macrofaunal body weight, density, and diversity increased linearly as water temperatures decreased. In contrast, the distribution patterns and trends within the meiofauna differed significantly, which had a notable impact on the overall structure of the benthic community.</p>
</sec>
<sec id="s4_2_3">
<label>3.2.3</label>
<title>Benthic abundance</title>
<p>Considerable evidence attests to the significant elevation of temperature within thermal discharge zones in contrast to reference regions (<xref ref-type="bibr" rid="B50">Farshchi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B22">Cai et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B16">Bozorgchenani et&#xa0;al., 2018</xref>). <xref ref-type="bibr" rid="B60">Guimar&#xe3;es et&#xa0;al. (2023)</xref>, through a meticulous meta-analysis, demonstrated a substantial increase of 4.38&#xb0;C in water temperature adjacent to nuclear power plant outlet. Furthermore, their findings revealed a correlation between temperature fluctuations and the geographical latitude of power plant installations (<xref ref-type="bibr" rid="B60">Guimar&#xe3;es et&#xa0;al., 2023</xref>). Nevertheless, consensus remained elusive regarding the precise impact of variables such as temperature differentials, ambient environmental conditions, and the volume of power plant effluent on benthic organisms. Our research utilized the Spearman correlation coefficient to examine the impact of several variables, including generation capacity, cooling water discharge, distance between discharge points and sampling locations, ambient water temperature, and temperature differential between influence and reference points, on variations in benthic abundance. Findings indicated that plant age, temperature difference (P &lt; 0.05) and ambient temperature (P &lt; 0.01) exhibited statistically significant effects, displaying a negative correlation (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Notably, the analysis revealed no statistically significant associations between changes in benthic abundance and factors such as generation capacity, cooling water discharge, or the distance between discharge points and sampling points.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Spearman correlation coefficients (r) assessed relationships between 5 factors and benthic abundance changes. Significance levels were denoted by asterisks (***, **, and *) for p-values &lt; 0.001, 0.01, and 0.05, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1465289-g006.tif"/>
</fig>
<p>This study revealed a direct correlation between the magnitude of the temperature variance between the impacted and control sites and the extent of benthic abundance decline. Indeed, as far back as 1984, GESAMP emphasized that to uphold the ecological integrity of marine environments, temperature differentials near power plants should not have surpassed 7&#xb0;C in subtropical waters and 5&#xb0;C in tropical waters (<xref ref-type="bibr" rid="B70">GESAMP, 1984</xref>). <xref ref-type="bibr" rid="B5">Arai et&#xa0;al. (2015)</xref> demonstrated that the composition of benthic communities was substantially influenced by temperature disparities.</p>
<p>Benthos had a limited tolerance for high temperatures, with a maximum water temperature range of approximately 35-45.8&#xb0;C (<xref ref-type="bibr" rid="B140">Saraswat et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B61">Hamilton and Gosselin, 2020</xref>). Different species had different temperature preferences and tolerances, and changes in water temperature affected their growth, reproduction, and survival (<xref ref-type="bibr" rid="B81">Jones et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B24">Cardoso-Mohedano et&#xa0;al., 2015</xref>). In tropical regions where surface sea temperatures frequently exceed 30&#xb0;C, even a temperature increase of less than 5&#xb0;C also adversely affect certain organisms, pushing them beyond their thermal tolerance limits (<xref ref-type="bibr" rid="B88">Kimmerer and Weaver, 2013</xref>; <xref ref-type="bibr" rid="B50">Farshchi et&#xa0;al., 2020</xref>). <xref ref-type="bibr" rid="B178">Yang et&#xa0;al. (2020)</xref> investigated the effects of various environmental factors on benthic organisms and found that temperature variation is the most critical factor influencing changes in benthic abundance and tolerance characteristics. Specifically, benthic abundance was lower in summer compared to spring, when decreased temperatures led to an increase in abundance.</p>
<p>From <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>, there is a significant negative correlation between benthic abundance and power plant operational time (P &lt; 0.05). This indicates that as the operational time of the power plants increases, benthic abundance decreases. In the initial years of operation, thermal discharges from power plants can significantly alter the community structure and abundance of benthic organisms; however, these changes typically stabilize over time. The Daya Bay Nuclear Power Station has been operational since 1994, and <xref ref-type="bibr" rid="B168">Wang et al. (2008)</xref> conducted an extensive assessment of ecological indicators in Daya Bay over a 22-year period (1982-2004). Their findings revealed a marked decline in both the average biomass and species richness of benthic animals near the nuclear power plant, with biomass decreasing from 317.9 g/m&#xb2; in 1991 to 45.24 g/m&#xb2; in 2004, and species richness declining from 250 species in 1991 to 177 species in 2004. However, field investigations conducted in 2021 and 2023 indicated that thermal discharges from the power plant had minimal impact on larger benthic organisms in the surrounding marine environment (<xref ref-type="bibr" rid="B135">Rao et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B22">Cai et&#xa0;al., 2023</xref>). This phenomenon may be attributed to the substantial influence of domestic and industrial sewage discharge, as well as mariculture activities, on the ecological integrity of Daya Bay, alongside the gradual stabilization of community structure and abundance trends over time. Consequently, no significant differences were observed in the composition and functional diversity of the macrobenthic community between the thermal discharge area and the control area (<xref ref-type="bibr" rid="B135">Rao et&#xa0;al., 2021</xref>).</p>
<p>Similarly, the Madras Atomic Power Station, which began full operations in 1984, has been the subject of seven studies examining the effects of thermal emissions on benthic communities from 1992 to 2010. Research conducted in 1992 and 1993 documented a 25% reduction in species richness at the outlet, with significant seasonal variations. During this period, ambient temperatures ranged from 37.0 to 37.6&#xb0;C, resulting in near-total mortality of macrobenthos, with the exceptions of periwinkles and Chthamalid barnacles (<xref ref-type="bibr" rid="B1">Ahamed et&#xa0;al., 1992</xref>; <xref ref-type="bibr" rid="B142">Sasikumar et&#xa0;al., 1993</xref>; <xref ref-type="bibr" rid="B155">Suresh et&#xa0;al., 1993</xref>). Subsequently, the community structure evolved steadily, leading to a focus on the thermal tolerance and physiological characteristics of individual species. From 1996 to 2003, studies primarily investigated the thermal tolerance and physiological responses of copepods (<xref ref-type="bibr" rid="B156">Suresh et&#xa0;al., 1996</xref>), bivalves (<xref ref-type="bibr" rid="B110">Masilamoni et&#xa0;al., 2002</xref>), and oysters (<xref ref-type="bibr" rid="B134">Rajagopal et&#xa0;al., 2003</xref>) in proximity to the emission outlet. Additionally, <xref ref-type="bibr" rid="B66">Hussain et al. (2010)</xref> reported that the population of Donax cuneatus was notably rare within 100 meters of the mixing zone, while the control group exhibited a density of 64.0 &#xb1; 3.6 to 88.3 &#xb1; 9.6 ind/m&#xb2;.</p>
</sec>
</sec>
<sec id="s4_3">
<label>3.3</label>
<title>Effects of power plant discharge on changes in other environmental parameters</title>
<p>As depicted in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>, thermal emissions from power plants generally coincided with a decline in dissolved oxygen, pH, chlorophyll-a, and phaeopigment levels in the vicinity of the discharge outlet, with the exception being during periods of exceptionally low ambient water temperature. Concurrently, there was an observable increase in conductivity, clay, and organic content near the outfall under these circumstances. Conversely, cold emissions from power plants exhibited an elevation in nitrate, silicic acid, phosphate, chlorophyll-a, and phaeopigment concentrations. Notably, fluctuations in other environmental factors, such as salinity, are comparatively restrained.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>List of various coastal environmental factors affected by cooling water discharge from power plants.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Title</th>
<th valign="top" rowspan="2" align="left">Country</th>
<th valign="top" rowspan="2" align="left">Plant age (year)</th>
<th valign="top" rowspan="2" align="left">Generation capacity (MW)</th>
<th valign="top" rowspan="2" align="left">Cooling water discharge (m<sup>3</sup>/s)</th>
<th valign="top" rowspan="2" align="left">Discharge area (km)</th>
<th valign="top" rowspan="2" align="left">Discharge depth (m)</th>
<th valign="top" rowspan="2" align="left">Ambient temperature (&#xb0;C)</th>
<th valign="top" rowspan="2" align="left">Temperature difference (&#xb0;C)</th>
<th valign="top" colspan="2" align="left">Influence sites</th>
<th valign="top" rowspan="2" align="left">Reference</th>
</tr>
<tr>
<th valign="top" align="left">Increase</th>
<th valign="top" align="left">Decrease</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Daya Bay nuclear power plant</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">30</td>
<td valign="top" align="left">1,968</td>
<td valign="top" align="left">95</td>
<td valign="top" align="left">1&#x2013;28</td>
<td valign="top" align="left">&lt; 10</td>
<td valign="top" align="left">14.8&#x2013;29.1</td>
<td valign="top" align="left">0.2&#x2013;4.2</td>
<td valign="top" align="left">Oils, Arsenic, Total phosphorus, and Silicate</td>
<td valign="top" align="left">Salinity, DO, suspended solids, chromium</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B22">Cai et&#xa0;al., 2023</xref>
</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Pare&#x2013;Sar power plant</td>
<td valign="top" rowspan="2" align="left">Iran</td>
<td valign="top" rowspan="2" align="left">7</td>
<td valign="top" rowspan="2" align="left">648</td>
<td valign="top" rowspan="2" align="left">42</td>
<td valign="top" rowspan="2" align="left">0&#x2013;0.7</td>
<td valign="top" rowspan="2" align="left">5</td>
<td valign="top" align="left">30.81</td>
<td valign="top" align="left">0.7&#x2013;3.8</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Chlorophyll-a, Phaeopigment</td>
<td valign="top" rowspan="2" align="left">
<xref ref-type="bibr" rid="B50">Farshchi et&#xa0;al., 2020</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">9.4</td>
<td valign="top" align="left">0.3&#x2013;0.5</td>
<td valign="top" align="left">Chlorophyll-a, Phaeopigment</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Orot Rabin power plant</td>
<td valign="top" align="left">Israel</td>
<td valign="top" align="left">35</td>
<td valign="top" align="left">2590</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">1.5</td>
<td valign="top" align="left">0.5</td>
<td valign="top" align="left">12&#x2013;31.5</td>
<td valign="top" align="left">0.59&#x2013;4.7</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Total dissolved solid</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B161">Titelboim et&#xa0;al., 2016</xref>
</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Neka power plant</td>
<td valign="top" rowspan="2" align="left">Iran</td>
<td valign="top" rowspan="2" align="left">39</td>
<td valign="top" rowspan="2" align="left">2214</td>
<td valign="top" rowspan="2" align="left">57.8</td>
<td valign="top" rowspan="2" align="left">1.0</td>
<td valign="top" rowspan="2" align="left">3.6</td>
<td valign="top" align="left">12.2&#x2013;12.43</td>
<td valign="top" align="left">2.16&#x2013;3.01</td>
<td valign="top" rowspan="2" align="left">Clay, Organic content,</td>
<td valign="top" rowspan="2" align="left">Sand, Chl-a, Pha-a</td>
<td valign="top" rowspan="2" align="left">
<xref ref-type="bibr" rid="B16">Bozorgchenani et&#xa0;al., 2018</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">28.39&#x2013;28.48</td>
<td valign="top" align="left">5.01&#x2013;5.20</td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">Daya Bay nuclear power plant</td>
<td valign="top" rowspan="4" align="left">China</td>
<td valign="top" rowspan="4" align="left">15</td>
<td valign="top" rowspan="4" align="left">1,968</td>
<td valign="top" rowspan="4" align="left">95</td>
<td valign="top" rowspan="4" align="left">1&#x2013;25</td>
<td valign="top" rowspan="4" align="left">&lt; 10</td>
<td valign="top" align="left">19.3&#x2013;22.6</td>
<td valign="top" align="left">2.1&#x2013;3.5</td>
<td valign="top" rowspan="2" align="left">
</td>
<td valign="top" rowspan="4" align="left">COD, pH, Nitrate</td>
<td valign="top" rowspan="4" align="left">
<xref ref-type="bibr" rid="B168">Wang et&#xa0;al., 2008</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">27.5&#x2013;29.1</td>
<td valign="top" align="left">0.5&#x2013;1.3</td>
</tr>
<tr>
<td valign="top" align="left">27.0&#x2013;27.8</td>
<td valign="top" align="left">0.2&#x2013;1.2</td>
<td valign="top" rowspan="1" align="left">DO, Ammonium, Phosphate, Chl-a</td>
</tr>
<tr>
<td valign="top" align="left">14.8&#x2013;18.3</td>
<td valign="top" align="left">2.7&#x2013;4.2</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Wasit power plant</td>
<td valign="top" align="left">Iraq</td>
<td valign="top" align="left">21</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">0.1&#x2013;20</td>
<td valign="top" align="left">0.5</td>
<td valign="top" align="left">15&#x2013;33</td>
<td valign="top" align="left">1.2&#x2013;5.8</td>
<td valign="top" align="left">pH, BOD, Total Dissolved Soiled, Conductivity, Turbidity</td>
<td valign="top" align="left">DO</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B78">Jebure and Meshjel, 2019</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Dolna Odra power plant</td>
<td valign="top" align="left">Poland</td>
<td valign="top" align="left">40</td>
<td valign="top" align="left">700</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">10</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">17.7</td>
<td valign="top" align="left">6.5</td>
<td valign="top" align="left">Conductivity, Phosphate, total nitrogen</td>
<td valign="top" align="left">pH, DO</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B91">Krepski et&#xa0;al., 2014</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Forsmark nuclear power plant</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">30</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">4</td>
<td valign="top" align="left">&lt; 5</td>
<td valign="top" align="left">2.2&#x2013;11.8</td>
<td valign="top" align="left">4.9&#x2013;6.4</td>
<td valign="top" align="left"/>
<td valign="top" align="left">Nitrate, Phosphate</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B63">Hillebrand et&#xa0;al., 2010</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Jaitapur nuclear power plant</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">20</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">24&#x2013;28.4</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">Total Alkalinity</td>
<td valign="top" align="left">DO, Ammonia, pH</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B149">Sivaperumal et&#xa0;al., 2022</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Madras Atomic power plant</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">9</td>
<td valign="top" align="left">500</td>
<td valign="top" align="left">35</td>
<td valign="top" align="left">0.5</td>
<td valign="top" align="left">2</td>
<td valign="top" align="left">29.2&#x2013;34.2</td>
<td valign="top" align="left">2.3&#x2013;3</td>
<td valign="top" colspan="2" align="left">Salinity and DO not have too much fluctuation</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B155">Suresh et&#xa0;al., 1993</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">OTEC power plant</td>
<td valign="top" align="left">Japan</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">3.6</td>
<td valign="top" align="left">0.2</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">28.8</td>
<td valign="top" align="left">&#x2013;10.3</td>
<td valign="top" align="left">Nitrate, TCO<sub>2</sub>
</td>
<td valign="top" align="left">pH</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B126">Oshimi et&#xa0;al., 2021</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">OTEC power plant</td>
<td valign="top" align="left">France</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">10</td>
<td valign="top" align="left">28</td>
<td valign="top" align="left">0.4&#x2013;0.6</td>
<td valign="top" align="left">45&#x2013;500</td>
<td valign="top" align="left">28</td>
<td valign="top" align="left">-20</td>
<td valign="top" align="left">Heavy metals, Nitrate, Silicic acid, Phosphate, Phaeopigment</td>
<td valign="top" align="left"/>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B57">Giraud et&#xa0;al., 2019</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s4_3_1">
<label>3.3.1</label>
<title>Dissolved oxygen</title>
<p>In the realm of Ocean Thermal Energy Conversion (OTEC), where the process involved the uptake of deep, nutrient-rich seawater, a pertinent phenomenon emerges wherein the disparity in density between the discharged plume and its ambient surroundings triggered a tendency for the plume to either ascend or descend to an equilibrium depth. This intricate interplay gave rise to an artificially induced zone enriched with nutrients, as observed in the study by <xref ref-type="bibr" rid="B34">Comfort and Vega (2011)</xref>. When this plume equilibrium occurs within the zone of light penetration, there is the potential to stimulate phytoplankton and algal blooms (<xref ref-type="bibr" rid="B57">Giraud et&#xa0;al., 2019</xref>).</p>
<p>Simultaneously, the discharge of thermal effluent from power plants introduced a marked temperature elevation in proximity to the outfall. This not only reduces water viscosity and increases water vapor pressure, directly influencing the dissolved oxygen-carrying capacity of seawater, as suggested by <xref ref-type="bibr" rid="B3">Ali et&#xa0;al. (2020)</xref>, but also indirectly influenced the dissolved oxygen levels by affecting microbial activity due to the temperature elevation. <xref ref-type="bibr" rid="B17">Breitburg et&#xa0;al. (2018)</xref> observed that rising oceanic temperature, coupled with heightened nutrient discharge into coastal waters, synergistically accelerated microbial respiration-driven oxygen consumption. This process reduced oxygen solubility in water, and prolonged the replenishment duration of atmospheric oxygen to the aquatic environment.</p>
<p>Nevertheless, oxygen was vital for benthic organisms to conduct metabolic processes and sustain their physiological functions. Persistent exposure to environments with low dissolved oxygen content posed significant constraints on the life activities and behaviors of benthic organisms (<xref ref-type="bibr" rid="B27">Chan et&#xa0;al., 2008</xref>). Many benthic species could not thrive in oxygen-depleted waters, and those that managed to survive have experienced diminished growth rates, reproductive failures, and heightened vulnerability to diseases (<xref ref-type="bibr" rid="B68">Hyv&#xe4;rinen et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B18">Briggs et&#xa0;al., 2021</xref>). Furthermore, the decline in species diversity resulting from diminishing oxygen levels could have triggered cascading impacts on marine ecosystems, leading to the loss of food sources and disruptions in nutrient cycling (<xref ref-type="bibr" rid="B154">Sun et&#xa0;al., 2022</xref>). <xref ref-type="bibr" rid="B148">Singh et&#xa0;al. (2021)</xref> documented a positive correlation between the diversity index of <italic>Hanzawaia concentrica</italic>, <italic>Globocassidulina subglobosa</italic>, and <italic>Cancris sagra</italic> and dissolved oxygen levels in aquatic environments, underscoring the crucial role of dissolved oxygen in sustaining the survival and diversity of benthic communities (<xref ref-type="bibr" rid="B148">Singh et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s4_3_2">
<label>3.3.2</label>
<title>pH levels</title>
<p>According to Henry&#x2019;s law, the solubility of gases in water decreases as temperature rises, so higher temperatures reduce the solubility of carbon dioxide. In regions with warm ambient water, thermal discharge from power plants can increase pH levels (<xref ref-type="bibr" rid="B78">Jebure and Meshjel, 2019</xref>). However, in other areas, thermal discharge may lower seawater pH (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The impact of power plant discharges on water bodies is influenced by both the discharge volume and the temperature difference from ambient water. Larger discharge volumes and higher temperature differences can significantly elevate local water temperatures, affecting wider areas of the water body (<xref ref-type="bibr" rid="B136">Raptis et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B74">Issakhov and Zhandaulet, 2021</xref>). In semi-enclosed bodies, like estuaries and bays with limited water exchange, thermal discharges can impact the entire system, as poor circulation exacerbates temperature retention and affects local ecosystems more extensively (<xref ref-type="bibr" rid="B136">Raptis et&#xa0;al., 2016</xref>). Similarly, cold discharges with large volumes and high temperature differences have greater effects, determining the extent of cooling and the area impacted (<xref ref-type="bibr" rid="B74">Issakhov and Zhandaulet, 2021</xref>).</p>
<p>Changes in pH can alter the chemical properties of the water and directly affect the physiology, behavior, and distribution of marine organisms (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). <xref ref-type="bibr" rid="B92">Kroeker et&#xa0;al. (2013)</xref> comprehensively analyzed the results of 228 studies examining the biological effects of ocean acidification. Their results suggest that acidification leads to decreased survival, calcification, growth, reproduction and development in a wide range of marine organisms, as well as significant character-mediated variation between taxa and enhanced sensitivity to early life history stages. In addition, their results indicate that mollusks are significantly sensitive to acidification, especially during the larval stage, and that vulnerability to acidification increases with simultaneous exposure of multiple organisms to elevated sea temperature.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Summary of effects of acidification among key taxonomic groups.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Taxa</th>
<th valign="top" align="center">pH change</th>
<th valign="top" align="center">Experimental period</th>
<th valign="top" align="center">Calcification rate</th>
<th valign="top" align="center">Abundance</th>
<th valign="top" align="center">Survival rate</th>
<th valign="top" align="center">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Benthic herbivorous grazers</td>
<td valign="top" align="left">-1~0.2</td>
<td valign="top" align="left">&#x2264; 5 d</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">-87%</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B21">Busch and McElhany, 2016</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Bivalves</td>
<td valign="top" align="left">-1~0.2</td>
<td valign="top" align="left">7~30 d</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">-77%</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B21">Busch and McElhany, 2016</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Shallow benthic filter feeders</td>
<td valign="top" align="left">-1~0.2</td>
<td valign="top" align="left">7~30 d</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">-48%</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B21">Busch and McElhany, 2016</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Carnivorous infauna</td>
<td valign="top" align="left">-1~0.2</td>
<td valign="top" align="left">7~30 d</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">-34%</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B21">Busch and McElhany, 2016</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Deposit feeders</td>
<td valign="top" align="left">-1~0.2</td>
<td valign="top" align="left">7~30 d</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">-32%</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B21">Busch and McElhany, 2016</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Coral</td>
<td valign="top" align="left">-0.5</td>
<td valign="top" align="left">&#x2264;10 d</td>
<td valign="top" align="left">-39%</td>
<td valign="top" align="left">-33%</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B93">Kroeker et&#xa0;al., 2010</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Mollusks</td>
<td valign="top" align="left">-0.5</td>
<td valign="top" align="left">&#x2264;10 d</td>
<td valign="top" align="left">95% CI overlaps 0</td>
<td valign="top" align="left">95% CI overlaps 0</td>
<td valign="top" align="left">95% CI overlaps 0</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B93">Kroeker et&#xa0;al., 2010</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Echinoderms (Juvenile)</td>
<td valign="top" align="left">-0.5</td>
<td valign="top" align="left">&#x2264;10 d</td>
<td valign="top" align="left">95% CI overlaps 0</td>
<td valign="top" align="left">-33%</td>
<td valign="top" align="left">95% CI overlaps 0</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B93">Kroeker et&#xa0;al., 2010</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Crustacea (Adult)</td>
<td valign="top" align="left">-0.5</td>
<td valign="top" align="left">&#x2264;10 d</td>
<td valign="top" align="left">10.5%</td>
<td valign="top" align="left">95% CI overlaps 0</td>
<td valign="top" align="left">-32%</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B93">Kroeker et&#xa0;al., 2010</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Coral</td>
<td valign="top" align="left">-0.54</td>
<td valign="top" align="left">53 y</td>
<td valign="top" align="left">-14.9%</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B84">Kang et&#xa0;al., 2021</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Coral</td>
<td valign="top" align="left">-0.38</td>
<td valign="top" align="left">2 mos</td>
<td valign="top" align="left">-47%</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">-73-90%</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B37">Crook et&#xa0;al., 2012</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Lymnaea auricularia</italic>
</td>
<td valign="top" align="left">-2.0</td>
<td valign="top" align="left">10 w</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">-83.85%</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B4">Al-Yaquob, 2011</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Lymnaea auricularia</italic>
</td>
<td valign="top" align="left">-1.0</td>
<td valign="top" align="left">10 w</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">-27.7%</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B4">Al-Yaquob, 2011</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Lymnaea auricularia</italic>
</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">10 w</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B4">Al-Yaquob, 2011</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Lymnaea auricularia</italic>
</td>
<td valign="top" align="left">1.0</td>
<td valign="top" align="left">10 w</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">+20%</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B4">Al-Yaquob, 2011</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Phorcus sauciatus</italic>
</td>
<td valign="top" align="left">-0.2 &#x2013; -0.4</td>
<td valign="top" align="left">long-term</td>
<td valign="top" align="left">-37.63 &#xb1; 9.26%</td>
<td valign="top" align="left">ns</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B166">Viotti et&#xa0;al., 2019</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Phorcus sauciatus</italic>
</td>
<td valign="top" align="left">-0.54 &#x2013; -1.05</td>
<td valign="top" align="left">long-term</td>
<td valign="top" align="left">-39.01 &#xb1; 10.81%</td>
<td valign="top" align="left">ns</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B166">Viotti et&#xa0;al., 2019</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Nassarius nitidus</italic>
</td>
<td valign="top" align="left">-0.5</td>
<td valign="top" align="left">3 mos</td>
<td valign="top" align="left">-47.7%</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B28">Chatzinikolaou et&#xa0;al., 2017</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Columbella rustica</italic>
</td>
<td valign="top" align="left">-0.5</td>
<td valign="top" align="left">3 mos</td>
<td valign="top" align="left">-30%</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B28">Chatzinikolaou et&#xa0;al., 2017</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>pH levels can impact the availability of dissolved minerals and nutrients that are essential for the growth and reproduction of benthic organisms. Additionally, high or low pH levels can directly affect the acidity or alkalinity of the water, which can be harmful to benthic organisms if it exceeds their tolerance range (<xref ref-type="bibr" rid="B48">Fabricius et&#xa0;al., 2014</xref>).</p>
<p>The pH tolerance range of benthic organisms has been extensively studied, with research defining specific thresholds that delineate conditions for optimal health and survival across various taxa (<xref ref-type="bibr" rid="B51">Feugere et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B43">Dong et&#xa0;al., 2020</xref>). Benthic macroinvertebrates, particularly sensitive to pH fluctuations, generally experience adverse effects when pH levels fall below 5 or exceed 9 (<xref ref-type="bibr" rid="B181">Yuan, 2004</xref>). The pH of a fluid is positively correlated with the concentration of carbonate, bicarbonate, and other related salts in the aquatic environment. Calcifying invertebrates, such as corals, gastropods, and bivalves, rely on calcium carbonate for structural formation. Ocean acidification, by reducing the availability of carbonate ions necessary for calcification, weakens these structures, often increasing mortality rates (<xref ref-type="bibr" rid="B64">Hoegh-Guldberg et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B13">Beesley et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B164">Vargas et&#xa0;al., 2015</xref>). When the pH value of seawater decreases below 7, it can have severe impacts on marine organisms such as shrimp, snails, and bivalves with calcium carbonate shells, which experience difficulties in surviving. Additionally, if the pH value drops below 6.5, the benthic population will degrade, and their reproductive capacity will be significantly reduced (<xref ref-type="bibr" rid="B21">Busch and McElhany, 2016</xref>). <xref ref-type="bibr" rid="B43">Dong et&#xa0;al. (2020)</xref> investigated the growth, development, and community structure changes of various types of foraminifera (hyaline, porcelaneous, and agglutinated) in different pH environments. The study revealed that the species richness and individual growth of hyaline and porcelaneous foraminifera were positively correlated with pH, while the agglutinated foraminifera exhibited a negative correlation (<xref ref-type="bibr" rid="B43">Dong et&#xa0;al., 2020</xref>).</p>
<p>In a key experimental study, <xref ref-type="bibr" rid="B94">Kroeker et&#xa0;al. (2011)</xref> specifically investigated pH tolerance among invertebrates, conducting a controlled trial on Castello Aragonese d&#x2019;Ischia, a small island, in May and September. By releasing carbon dioxide at a depth of 0.5&#x2013;3 meters around the site, the researchers adjusted pH levels and assessed species abundances near the vents, sampling over 15,000 individuals across 82 taxonomic families. This study quantified suitable pH ranges for different invertebrate taxa, finding that a pH of 8.1 &#xb1; 0.1 was optimal for 4% of gastropods, 22% of decapods, 10% of amphipods, 29% of tanaids, 38% of isopods, 47% of polychaetes, and 75% of sipunculids. For 26% of gastropods, 30% of bivalves, 39% of decapods, 7% of amphipods, and 38% of isopods, a broader pH range of 7.8 &#xb1; 0.3 to 8.1 &#xb1; 0.1 was suitable, while amphipods, 29% of tanaids, 13% of isopods, and 7% of polychaetes tolerated a range of 6.6 &#xb1; 0.5 to 8.1 &#xb1; 0.1.</p>
<p>From the above, the impact of pH on the benthic community is contingent upon several factors, including the extent of pH fluctuations, the type of pre-existing benthic community, and the ecological backdrop of the ecosystem.</p>
</sec>
<sec id="s4_3_3">
<label>3.3.3</label>
<title>Bottom material</title>
<p>The process of piping large quantities of cooling water from power plants into the ocean contributes to the transport of coastal sediment (<xref ref-type="bibr" rid="B165">Venugopalan et al., 2011</xref>; <xref ref-type="bibr" rid="B175">Wither et&#xa0;al., 2012</xref>). <xref ref-type="bibr" rid="B16">Bozorgchenani et&#xa0;al. (2018)</xref> conducted a parallel investigation, which revealed a prevailing dominance of clay and silt in the sediment composition at both discharge outlets of power plants. This observation was derived from year-round monitoring of sediment particle sizes. In contrast, the control group exhibited a prevailing dominance of sand. Furthermore, <xref ref-type="bibr" rid="B16">Bozorgchenani et&#xa0;al. (2018)</xref> noted a marked elevation in the total organic matter (TOM) content at the discharge point in comparison to the control point. In tandem, studies have substantiated that the elevated temperatures at the thermal discharge points played a pivotal role in fostering an increase in organic matter content. Interestingly, in certain regions, there was a notable increase in organic matter content during summer compared to winter. This phenomenon is attributed to the augmented primary production resulting from higher temperatures (<xref ref-type="bibr" rid="B30">Cheng et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B141">Sarkar et&#xa0;al., 2005</xref>). The impact of power plant discharge extended significantly to sediment composition.</p>
</sec>
</sec>
<sec id="s4_4">
<label>3.4</label>
<title>Mitigation measures</title>
<p>To effectively address hazards to marine ecology, various management strategies have been employed. These include marine spatial planning (<xref ref-type="bibr" rid="B45">Ehler, 2008</xref>), adaptive management (<xref ref-type="bibr" rid="B173">Williams, 2011</xref>), and risk retirement, which involves reducing or eliminating potential environmental risks associated with marine activities to safeguard marine ecosystems (<xref ref-type="bibr" rid="B35">Copping et&#xa0;al., 2020</xref>). These strategies encompass a range of actions, including siting, permitting, monitoring, and, when necessary, mitigating potential risks (<xref ref-type="bibr" rid="B124">O&#x2019;Hagan, 2020</xref>; <xref ref-type="bibr" rid="B75">Jansujwicz and Johnson, 2015</xref>). When selecting mitigation measures, priority was given to the location of outfalls and the placement of energy equipment to minimize environmental impact while ensuring safety for shipping and fishing activities. Mitigation measures aimed at preventing and controlling the adverse effects of power plant effluent on marine benthos are detailed in <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>List of mitigation measures to prevent hazards to marine benthos from power plant discharge.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Discharge type</th>
<th valign="top" align="left">Recommendation</th>
<th valign="top" align="left">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="5" align="left">Thermal discharge</td>
<td valign="top" align="left">Improving the recovery and utilization rate of waste heat from power plants, such as advanced heat recovery systems, heat pump technologies, and so on.</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B82">Jouhara et&#xa0;al., 2018</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Refrain from employing power plants in regions characterized by high biodiversity or heat-sensitive ecosystems.</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B86">Keshavmurthy et&#xa0;al., 2012</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Establishing an adequate clearance between the pipeline and the seabed.</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B105">LLC, Honolulu Seawater Air Conditioning, 2014</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Minimize the use of chlorine-containing decontamination agents.</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B26">&#xc7;ET&#x130;N and Adem, 2022</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Conducting long-term continuous detection and promptly adjusting equipment distribution to minimize environmental impacts.</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B109">Mart&#xed;nez et&#xa0;al., 2021</xref>
</td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">Cold discharge</td>
<td valign="top" align="left">Utilizing chilled nutrient-rich water for aquaculture, municipal, or agricultural purposes in open-cycle OTEC systems, guided by water quality indicators.</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B130">Pelc and Fujita, 2002</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">The discharge point is situated within an area characterized by the highest levels of biological productivity, spanning approximately 90 to 200 meters below sea level.</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B34">Comfort and Vega, 2011</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Avoid the use of toxic decontamination agents including chlorine.</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B26">&#xc7;ET&#x130;N and Adem, 2022</xref>
</td>
</tr>
<tr>
<td valign="top" align="left">Conducting long-term continuous detection and promptly adjusting equipment distribution to minimize environmental impacts.</td>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B109">Mart&#xed;nez et&#xa0;al., 2021</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Cold discharge from Ocean Thermal Energy Conversion (OTEC) systems can significantly impact the marine ecological environment. Distributed discharge serves as an effective mitigation strategy for managing cold discharge water. By dispersing cold, nutrient-rich deep seawater over a broader area, this approach minimizes localized environmental impacts, such as excessive fertilization of surface waters, which can lead to harmful algal blooms (<xref ref-type="bibr" rid="B57">Giraud et&#xa0;al., 2019</xref>). Research suggests that strategically placing discharge outlets at optimal depths&#x2014;generally below the mixed layer&#x2014;enhances nutrient dilution and reduces potential ecological effects (<xref ref-type="bibr" rid="B167">Viviani et al., 2011</xref>; <xref ref-type="bibr" rid="B34">Comfort and Vega, 2011</xref>). For example, positioning discharge outlets where light penetration is limited, ideally at depths of 90 meters or below, can further mitigate risks to phytoplankton communities (<xref ref-type="bibr" rid="B80">Jia et&#xa0;al., 2012</xref>).</p>
<p>In contrast, the discharge of high-temperature water can pose additional risks to marine ecosystems. To mitigate these impacts, strategies such as thermal plume modeling and controlled mixing with ambient seawater can be employed. The discharge temperature should be carefully monitored to ensure it remains within acceptable limits to prevent thermal shock to marine life (<xref ref-type="bibr" rid="B104">Liu et&#xa0;al., 2023</xref>). Additionally, using cooling towers or heat exchangers can help reduce the temperature of the discharged water before it enters the marine environment (<xref ref-type="bibr" rid="B95">Kumar and Sharma, 2020</xref>). However, these technologies often result in increased initial and operating costs, which should be considered in the overall assessment of their effectiveness and feasibility (<xref ref-type="bibr" rid="B8">Ayoub et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B25">Castro et&#xa0;al., 2000</xref>).</p>
<p>Pre-experimental assessments could be conducted on-site to evaluate potential impacts on the marine ecological environment. For instance, <xref ref-type="bibr" rid="B57">Giraud et&#xa0;al. (2019)</xref> investigated the potential impacts of discharging cold, nutrient-rich deep seawater on the phytoplankton community residing in warm, oligotrophic surface waters. This study, conducted before the installation of the pilot plant, determined the optimal outlet depth to minimize adverse effects. Cold emissions from OTEC power plants are designed to prevent excessive fertilization of surface seawater; thus, it is crucial that the plume settlement area is situated below the mixed layer. It is recommended that the discharge pipe be positioned in conditions where only 1% of light penetrates. Based on data from the ALOHA station and model predictions, the optimal depth for the discharge pipe is at or below 90 meters (<xref ref-type="bibr" rid="B167">Viviani et al., 2011</xref>). This recommendation considers that certain phytoplankton can still absorb nutrients from the descending plume at higher levels within the water column. Conservative estimates for emission depths suggest that discharges should occur at 120 meters or below (<xref ref-type="bibr" rid="B34">Comfort and Vega, 2011</xref>).</p>
<p>
<xref ref-type="bibr" rid="B80">Jia et&#xa0;al. (2012)</xref> found that cold discharge results in the formation of a layer characterized by nearly uniform temperature, salinity, and density at depths ranging from 150 to 200 meters. As the plume approaches this homogeneous layer, its downward momentum allows it to penetrate the layer and migrate into deeper, denser regions. Additionally, tidal currents can create short-circuiting effects on the water intake. Consequently, it is recommended that the discharge outlet be positioned above this uniform layer to optimize environmental outcomes (<xref ref-type="bibr" rid="B80">Jia et&#xa0;al., 2012</xref>).</p>
<p>
<xref ref-type="bibr" rid="B109">Mart&#xed;nez et&#xa0;al. (2021)</xref> underscored the importance of long-term management and monitoring of environmental conditions, including physicochemical parameters and marine biological attributes, as essential complements to mitigation measures during and post-installation of energy devices. However, it was noted that very few project sites possess long-term datasets persistently monitored for marine environmental conditions, encompassing physicochemical parameters and marine biological attributes such as abundance, distribution, and behavior across various temporal scales (daily, seasonal, annual, or multi-annual) and spatial scales (local, regional) (<xref ref-type="bibr" rid="B89">Kolar et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B174">Williamson et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B123">O&#x2019;Carroll et&#xa0;al., 2017</xref>). Such comprehensive data was imperative for understanding the interactions between biotic and abiotic components and their feedback into energy devices (<xref ref-type="bibr" rid="B113">McClure et&#xa0;al., 2010</xref>).</p>
<p>Of particular concern is the absence of environmental standards for the impact of deep-sea water discharge, emphasizing the critical need for implementing rigorous monitoring measures for marine biocommunities, biogeochemical parameter distribution, and water column stratification during and after the ongoing operation of Ocean Thermal Energy Conversion (OTEC) systems.</p>
</sec>
<sec id="s4_5">
<label>3.5</label>
<title>Framework for managing thermal discharge</title>
<p>Regarding the regulatory context, it is important to highlight that there is currently no universally established environmental standard defining the threshold level of temperature change resulting from Ocean Thermal Energy Conversion (OTEC) deep seawater discharge. This gap in regulation is concerning, as the absence of a consensus can lead to varied practices that may undermine marine ecosystems globally. Existing studies primarily reference the 3&#xb0;C temperature difference limit at the edge of the initial mixing dilution zone, as recommended by the <xref ref-type="bibr" rid="B72">International Finance Corporation (2007)</xref>, which underscores the necessity for careful monitoring to prevent adverse ecological impacts. However, this recommendation may not sufficiently capture the complexities of thermal discharges, particularly in diverse marine environments.</p>
<p>In addition to this, various national regulations concerning thermal emissions from power plants typically focus on the quality of effluents, encompassing critical parameters such as temperature, dissolved oxygen, and pH levels. For instance, Egypt&#x2019;s environmental law stipulates that the maximum absolute water temperature due to effluent discharge should not exceed 35&#xb0;C, while also mandating that the temperature outside the mixing zone must not exceed 5&#xb0;C above the ambient water temperature (<xref ref-type="bibr" rid="B44">Egypt Government, 2009</xref>). Such regulatory measures reflect an awareness of the need to protect marine biodiversity and ecosystem functionality.</p>
<p>Furthermore, the Group of Experts on the Scientific Aspects of Marine Environmental Protection (GESAMP) has consistently emphasized the importance of maintaining ecological integrity in marine environments. They recommend that temperature differentials near power plants should not exceed 7&#xb0;C in subtropical waters and 5&#xb0;C in tropical waters (<xref ref-type="bibr" rid="B70">GESAMP, 1984</xref>). These guidelines are critical in safeguarding sensitive marine organisms that are particularly vulnerable to temperature fluctuations, as extensive research has demonstrated that even minor deviations from natural temperature ranges can lead to significant disruptions in marine ecosystems (<xref ref-type="bibr" rid="B76">Jawad, 2021</xref>; <xref ref-type="bibr" rid="B131">Przeslawski et&#xa0;al., 2008</xref>).</p>
<p>Moreover, the inconsistency in regulations across different countries raises concerns regarding the potential for cumulative impacts of thermal discharges, as emphasized by several studies which call for a more unified approach to managing thermal pollution (<xref ref-type="bibr" rid="B74">Issakhov and Zhandaulet, 2021</xref>; <xref ref-type="bibr" rid="B12">Baram, 1972</xref>). This lack of harmonization not only complicates enforcement efforts but also hampers global initiatives aimed at preserving marine biodiversity in the face of climate change and other anthropogenic pressures.</p>
<p>Thus, local regulations governing the construction and operation of marine outfalls, discharge locations, and effluent quality limitations (including temperature and chemical substances) are essential for managing the environmental impact of these discharges. However, tracking the diverse environmental laws applicable to each power plant across different countries and regions can be challenging. Therefore, this paper focuses on analyzing changes in water and sediment quality indicators and their effects on benthic organisms following discharge from power plants.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>4</label>
<title>Conclusion</title>
<p>In this study, a comprehensive database about the effects of power plant discharge on benthic organisms is curated through the screening of literature sourced from Scopus, PubMed, and the Web of Science. CiteSpace software is employed to analyze and visualize the selected literature, thereby elucidating the spatial and temporal distribution of research on this topic and identifying research hotspots across different periods. Emerging areas of interest encompassed issues such as the impact of coastal power plant discharge on macrobenthos and coral community structure.</p>
<p>The study confirms a significant negative correlation between the temperature differential at the influence site and the control site, as well as ambient temperature, and variations in benthic abundance. Furthermore, apart from temperature fluctuations, other environmental factors, including dissolved oxygen, pH, chlorophyll-a, phaeopigment, conductivity, clay, and organic content exhibit varying degrees of alteration. It is noteworthy that the interplay among these factors appears to be more influential than the impact of any single factor alone. Changes in benthic organisms have the potential to induce alterations in the dynamics of coastal marine ecosystems. These findings underscore the importance of considering relevant information in environmental policy formulation aimed at mitigating the potential impacts of thermal and cold effluents on marine biodiversity.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>QL: Data curation, Investigation, Methodology, Visualization, Writing &#x2013; original draft. FY: Conceptualization, Funding acquisition, Investigation, Supervision, Writing &#x2013; review &amp; editing. KR: Data curation, Investigation, Supervision, Writing &#x2013; review &amp; editing. NZ: Formal analysis, Supervision, Validation, Writing &#x2013; review &amp; editing. MH: Investigation, Software, Visualization, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. The authors would like to express their gratitude to Universiti Putra Malaysia (UPM) for supporting this project through the Science Start Scholarship (GP-IPS/2023/9768600). We also extend our thanks to the Japan Science and Technology Agency (JST), the Japan International Cooperation Agency (JICA), and the Ministry of Higher Education Malaysia (MoHE) for their contributions through the Science and Technology Research Partnership for Sustainable Development (SATREPS) Program. This initiative, titled &#x201c;Development of Advanced Hybrid Ocean Thermal Energy Conversion (OTEC) Technology for a Low Carbon Society and Sustainable Energy System: First Experimental OTEC Plant of Malaysia,&#x201d; has been instrumental in our research.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to express their appreciation to the reviewers for their valuable suggestions aimed at enhancing the quality of the manuscript. The author(s) declare that Generative AI was used in the creation of this manuscript. Authors used ChatGPT 4.0 to improve the language.</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="s11" 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>
<sec id="s12" sec-type="supplementary-material">
<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/fmars.2024.1465289/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2024.1465289/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.doc" id="SM1" mimetype="application/msword"/>
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