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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.2021.757503</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Fishery Dynamics, Status, and Rebuilding Based on Catch-Only Data in Coastal Waters of China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Linlong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1439545/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Lin</surname> <given-names>Li</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Yang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhai</surname> <given-names>Lu</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/767847/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Ye</surname> <given-names>Shen</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1591604/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Fisheries College, Ocean University of China</institution>, <addr-line>Qingdao</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>The Key Laboratory of Sustainable Exploitation of Oceanic Fisheries Resources, National Engineering Research Center for Oceanic Fisheries, College of Marine Science, Shanghai Ocean University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Zhejiang Mariculture Research Institute</institution>, <addr-line>Wenzhou</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Zhejiang Key Laboratory of Exploitation and Preservation of Coastal Bio-Resource</institution>, <addr-line>Wenzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Giuseppe Scarcella, National Research Council (CNR), Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Maria Rita Pegado, Marine and Environmental Sciences Centre (MARE), Portugal; Shanshan Zhang, Quanzhou Normal University, China</p></fn>
<corresp id="c001">&#x002A;Correspondence: Shen Ye, <email>leafdeep@163.com</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Marine Fisheries, Aquaculture, and Living Resources, a section of the journal Frontiers in Marine Science</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>02</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>757503</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>12</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Wang, Lin, Liu, Zhai and Ye.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Wang, Lin, Liu, Zhai and Ye</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>China has become the largest contributor to marine fisheries in the world with its fishing fleets explosively increasing their fishing effort and resulting catch, but its fishery composition and sustainability have deteriorated. Limited information on fishery exploitation status encumbers effective resource management. In this study, a data-poor Monte Carlo method, the Catch-Maximum Sustainable Yield (CMSY) method, was used to estimate the historical exploited dynamics and current stock status of ten Chinese economic marine fish stocks, including <italic>Trichiurus lepturus</italic>, <italic>Larimichthys crocea</italic>, <italic>Larimichthys polyactis</italic>, <italic>Thamnaconus modestus</italic>, <italic>Scomberomorus niphonius</italic>, <italic>Ilisha elongate</italic>, <italic>Decapterus maruadsi</italic>, <italic>Scomber japonicus</italic>, <italic>Engraulis japonicus</italic>, and <italic>Clupea pallasii</italic>, which accounted for about 50% of total fish catches in the coastal waters of China and covered five functional groups (i.e., large, medium benthopelagic, large, medium, and small pelagic). Species <italic>L. crocea</italic> and <italic>L. polyactis</italic> had been subjected to overfishing since the 1950s. The others showed a decreasing trend in biomass along with the explosively increasing fishing efforts since the 1990s. Benthopelagic fish experienced overfishing pressure about a decade earlier than pelagic species. All the fish stocks investigated in this study were depleted (current biomass lower than the biomass capable of producing maximum sustainable yields, i.e., <italic>B</italic> &#x003C; <italic>B</italic><sub>msy</sub>) in 2019, and most species were still facing high-fishing pressure (current fishing mortality higher than the mortality capable of producing maximum sustainable yields, i.e., <italic>F</italic> &#x003E; <italic>F</italic><sub>msy</sub>). Also, a Schaefer model was used to assess stocks rebuilding status until 2030 under four exploitation scenarios, i.e., fishing mortality equals 0.5, 0.6, 0.8, or 0.95 times <italic>F</italic><sub>msy</sub>. Most species stocks will likely recover to the <italic>B</italic><sub>msy</sub>, which indicates that reduction of fishing pressure is probably the most effective way for fishery recovery.</p>
</abstract>
<kwd-group>
<kwd>data-poor method</kwd>
<kwd>CMSY</kwd>
<kwd>stock assessment</kwd>
<kwd>Chinese coastal fisheries</kwd>
<kwd>fishery rebuilding</kwd>
<kwd>fishery protection</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="12"/>
<ref-count count="49"/>
<page-count count="11"/>
<word-count count="8079"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Overfishing has altered structures of fish population (<xref ref-type="bibr" rid="B47">Zhang W. et al., 2019</xref>) and caused the continual decline of global fisheries (<xref ref-type="bibr" rid="B23">Link and Watson, 2019</xref>). The total fishing vessel power in China had incredibly increased from 0.02 &#x00D7; 10<sup>6</sup> kilowatts (kW) in 1951 to 140 &#x00D7; 10<sup>6</sup> kW in 2017 (Ministry of agriculture of China, 2017), which contributed to the highest marine fishery catches in the world (<xref ref-type="bibr" rid="B3">Cao et al., 2015</xref>; <xref ref-type="bibr" rid="B9">FAO, 2016</xref>). However, the aggravating fishing pressure has imposed a significant impact on fish stocks (<xref ref-type="bibr" rid="B35">Shan et al., 2011</xref>, <xref ref-type="bibr" rid="B36">2013</xref>; <xref ref-type="bibr" rid="B47">Zhang W. et al., 2019</xref>) and changed fishery composition (<xref ref-type="bibr" rid="B17">Li et al., 2011</xref>; <xref ref-type="bibr" rid="B36">Shan et al., 2013</xref>). For example, the catch per unit effort (CPUE) in the Bohai Sea in 2011 (3.62 kg&#x22C5;haul<sup>&#x2013;1</sup>&#x22C5;h<sup>&#x2013;1</sup>) has dropped to 0.86% of that in 1959 (421.66 kg&#x22C5;haul<sup>&#x2013;1</sup>&#x22C5;h<sup>&#x2013;1</sup>) (<xref ref-type="bibr" rid="B36">Shan et al., 2013</xref>; <xref ref-type="bibr" rid="B47">Zhang W. et al., 2019</xref>), and the dominant species had been altered from the high-valued and large-sized species, e.g., largehead hairtail <italic>Trichiurus lepturus</italic>, to the species in lower trophic level, such as Scaly hairfin anchovy <italic>Setipinna taty</italic> and Japanese anchovy <italic>Engraulis japonicus.</italic> In the Yellow Sea and the East China Sea, CPUE has reduced 46.7% from 1991 (73.54 kg&#x22C5;haul<sup>&#x2013;1</sup>&#x22C5;h<sup>&#x2013;1</sup>) to 2000 (39.19 kg&#x22C5;haul<sup>&#x2013;1</sup>&#x22C5;h<sup>&#x2013;1</sup>), accompanied by miniaturization and early maturing of catch species (<xref ref-type="bibr" rid="B5">Cheng and Yu, 2004</xref>; <xref ref-type="bibr" rid="B17">Li et al., 2011</xref>). In the South China Sea, overfishing was the main driver that led to the biomass declination of fishery resources (<xref ref-type="bibr" rid="B47">Zhang W. et al., 2019</xref>) and even to the extinction of some coral reef fishes (<xref ref-type="bibr" rid="B2">Arai, 2015</xref>).</p>
<p>Fisheries can be managed effectively when understanding the population exploited status through the stock assessment (<xref ref-type="bibr" rid="B8">Demirel et al., 2020</xref>). Comprehensive stock assessments based on biological characteristics (e.g., life history and age) have been implemented in some developed countries for many fishes, and specific requirements for rebuilding fisheries have been proposed (<xref ref-type="bibr" rid="B32">Ricard et al., 2012</xref>; <xref ref-type="bibr" rid="B10">Free et al., 2020</xref>). For example, the Common Fisheries Policy (CFP) of the European Union has become a basic legally binding regulation (<xref ref-type="bibr" rid="B12">Froese et al., 2018</xref>), which explicitly required that the biomass (<italic>B</italic><sub>2020</sub>) of all commercially developed fish stocks should be rebuilt above the level at which the biomass is capable of producing the best maximum sustainable yields (<italic>B</italic><sub>msy</sub>) by 2020. Even so, the majority of fish stocks in other parts of the world remain unassessed (<xref ref-type="bibr" rid="B7">Costello et al., 2012</xref>), which hindered the development of species-specific management. For example, the Mediterranean and Black Seas were generally classified as &#x201C;fishery data-poor regions&#x201D; due to unavailable landing yields, insufficient biological data, and lack of stock assessment (<xref ref-type="bibr" rid="B8">Demirel et al., 2020</xref>). Similarly in China, fishery resources are still poorly managed due to a lack of effective data accumulation.</p>
<p>The Monte Carlo Catch-Maximum Sustainable Yield (CMSY) method is a data-poor and low-cost assessment approach that relies on less input, including time-series data of catch, maximum intrinsic rate of population increase (<italic>r</italic>), and the ratio of biomass to carrying capacity (<italic>B</italic>/<italic>k</italic>) at the beginning and the end of the time series. The current biomass status (<italic>B</italic><sub>end</sub>/<italic>B</italic><sub>msy</sub>) and remaining level of exploitation (<italic>F</italic><sub>end</sub>/<italic>F</italic><sub>msy</sub>) obtained from CMSY provide references to promote effective management toward fishery sustainability and useful information for the recovery of the overexploited stocks (<xref ref-type="bibr" rid="B25">Martell and Froese, 2013</xref>; <xref ref-type="bibr" rid="B11">Froese et al., 2017</xref>). In Europe, CMSY indicated that 69% of the stocks were suffering from overfishing when evaluating the current status and exploitation patterns of fisheries based on catch data since 2000. However, by reducing 40&#x2013;50% fishing efforts, nearly 80% of stocks could rebuild in 10 years with higher catches than currently obtained (<xref ref-type="bibr" rid="B12">Froese et al., 2018</xref>). <xref ref-type="bibr" rid="B8">Demirel et al. (2020)</xref> examined the exploitation levels of 34 species utilizing CMSY analyses in the Black Sea and the Mediterranean Sea and proposed that 85% of them were overfished. They also estimated the stock rebuilding time under four varying scenarios and suggested more than 60% of the populations could recovery by 2032 under the scenario of fishing mortality (<italic>F</italic>) equals 0.5 <italic>F</italic><sub>msy</sub> (the fishing mortality capable of producing maximum sustainable yields).</p>
<p>In this study, based on the time-serial catch data extracted from China Fishery Statistical Yearbook, ten coastal economic fish species, accounting for approximate 50% of Chinese total domestic landing catch (Ministry of agriculture of China, 2019), were selected to estimate their historical dynamics using the CMSY model, including <italic>T. lepturus</italic>, large yellow croaker <italic>Larimichthys crocea</italic>, small yellow croaker <italic>Larimichthys polyactis</italic>, black scraper <italic>Thamnaconus modestus</italic>, Japanese Spanish mackerel <italic>Scomberomorus niphonius</italic>, Elongate ilisha <italic>Ilisha elongate</italic>, Japanese scad <italic>Decapterus maruadsi</italic>, Pacific chub mackerel <italic>Scomber japonicus</italic>, <italic>E. japonicus</italic>, and Pacific herring <italic>Clupea pallasii</italic>. These species included top predators, middle carnivores, omnivores, and plankton feeders, which covered the large benthopelagic, medium benthopelagic, large pelagic, medium pelagic, and small pelagic groups of species. Then, the reference points for management such as <italic>MSY</italic>, current exploited status (<italic>B</italic><sub>2019</sub>/<italic>B</italic><sub>msy</sub>), and remaining level of exploitation (<italic>F</italic><sub>2019</sub>/<italic>F</italic><sub>msy</sub>) of these species were modeled. Finally, the fishery rebuilding trajectories under different exploitation scenarios, i.e., fishing mortality equals 0.5, 0.6, 0.8, or 0.95 times mortality capable of producing maximum sustainable yields (0.5 <italic>F</italic><sub>msy</sub>, 0.6 <italic>F</italic><sub>msy</sub>, 0.8 <italic>F</italic><sub>msy</sub>, or 0.95 <italic>F</italic><sub>msy</sub>), were projected. We hope this work could help giving recovery opinions to sustainable fishery management.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Data Sets</title>
<p>All the data for the analysis were extracted from China Fishery Statistical Yearbooks (<xref ref-type="bibr" rid="B27">Ministry of Agriculture of China, 1956&#x2013;2019</xref>) and were shown in <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>. More than 30-year catch data were selected to improve the model performance (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>The prior range for <italic>r</italic> and <italic>B</italic>/<italic>k</italic> and other information of the investigated stocks in China.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Species</td>
<td valign="top" align="center">Feeding habit</td>
<td valign="top" align="center">Functional group</td>
<td valign="top" align="center">Time series</td>
<td valign="top" align="center">Resilience</td>
<td valign="top" align="center">Prior <italic>r</italic> range</td>
<td valign="top" align="center"><italic>B</italic>/<italic>k</italic> at start year</td>
<td valign="top" align="center"><italic>B</italic>/<italic>k</italic> at end year</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Trichiurus lepturus</italic></td>
<td valign="top" align="center">Top predator</td>
<td valign="top" align="center">Large benthopelagics</td>
<td valign="top" align="center">1956&#x2013;2019</td>
<td valign="top" align="center">Medium</td>
<td valign="top" align="center">0.53&#x2013;1.20<xref ref-type="table-fn" rid="t1fn1"><sup>1</sup></xref></td>
<td valign="top" align="center">0.8&#x2013;1.0</td>
<td valign="top" align="center">0.01&#x2013;0.4<xref ref-type="table-fn" rid="t1fn1"><sup>6</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Larimichthys crocea</italic></td>
<td valign="top" align="center">Middle carnivores</td>
<td valign="top" align="center">Medium benthopelagics</td>
<td valign="top" align="center">1956&#x2013;2019</td>
<td valign="top" align="center">Medium</td>
<td valign="top" align="center">0.20&#x2013;0.45<xref ref-type="table-fn" rid="t1fn1"><sup>1</sup></xref></td>
<td valign="top" align="center">0.4&#x2013;0.8 <xref ref-type="table-fn" rid="t1fn1"><sup>3,4</sup></xref></td>
<td valign="top" align="center">0.01&#x2013;0.4 <xref ref-type="table-fn" rid="t1fn1"><sup>4,8</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Larimichthys polyactis</italic></td>
<td valign="top" align="center">Middle carnivores</td>
<td valign="top" align="center">Medium benthopelagics</td>
<td valign="top" align="center">1956&#x2013;2019</td>
<td valign="top" align="center">Medium</td>
<td valign="top" align="center">0.37&#x2013;0.85<xref ref-type="table-fn" rid="t1fn1"><sup>1</sup></xref></td>
<td valign="top" align="center">0.01&#x2013;0.4 <xref ref-type="table-fn" rid="t1fn1"><sup>5</sup></xref></td>
<td valign="top" align="center">0.2&#x2013;0.6<xref ref-type="table-fn" rid="t1fn1"><sup>6</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Thamnaconus modestus</italic></td>
<td valign="top" align="center">Plankton feeder</td>
<td valign="top" align="center">Medium benthopelagics</td>
<td valign="top" align="center">1977&#x2013;2019</td>
<td valign="top" align="center">Medium</td>
<td valign="top" align="center">0.60&#x2013;1.50<xref ref-type="table-fn" rid="t1fn1"><sup>2</sup></xref></td>
<td valign="top" align="center">0.8&#x2013;1.0</td>
<td valign="top" align="center">0.01&#x2013;0.4<xref ref-type="table-fn" rid="t1fn1"><sup>9</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Scomberomorus niphonius</italic></td>
<td valign="top" align="center">Top predator</td>
<td valign="top" align="center">Large pelagics</td>
<td valign="top" align="center">1978&#x2013;2019</td>
<td valign="top" align="center">Medium</td>
<td valign="top" align="center">0.37&#x2013;0.85<xref ref-type="table-fn" rid="t1fn1"><sup>1</sup></xref></td>
<td valign="top" align="center">0.8&#x2013;1.0</td>
<td valign="top" align="center">0.01&#x2013;0.4<xref ref-type="table-fn" rid="t1fn1"><sup>6</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ilisha elongata</italic></td>
<td valign="top" align="center">Omnivores</td>
<td valign="top" align="center">Medium pelagics</td>
<td valign="top" align="center">1980&#x2013;2019</td>
<td valign="top" align="center">Medium</td>
<td valign="top" align="center">0.58&#x2013;1.32<xref ref-type="table-fn" rid="t1fn1"><sup>1</sup></xref></td>
<td valign="top" align="center">0.8&#x2013;1.0</td>
<td valign="top" align="center">0.01&#x2013;0.4<xref ref-type="table-fn" rid="t1fn1"><sup>10,11</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Decapterus maruadsi</italic></td>
<td valign="top" align="center">Middle carnivores</td>
<td valign="top" align="center">Small pelagics</td>
<td valign="top" align="center">1980&#x2013;2019</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">0.60&#x2013;1.50<xref ref-type="table-fn" rid="t1fn1"><sup>2</sup></xref></td>
<td valign="top" align="center">0.8&#x2013;1.0</td>
<td valign="top" align="center">0.2&#x2013;0.6<xref ref-type="table-fn" rid="t1fn1"><sup>6,7</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Scomber japonicus</italic></td>
<td valign="top" align="center">Middle carnivores</td>
<td valign="top" align="center">Medium pelagics</td>
<td valign="top" align="center">1980&#x2013;2019</td>
<td valign="top" align="center">Medium</td>
<td valign="top" align="center">0.32&#x2013;0.73<xref ref-type="table-fn" rid="t1fn1"><sup>1</sup></xref></td>
<td valign="top" align="center">0.8&#x2013;1.0</td>
<td valign="top" align="center">0.2&#x2013;0.6<xref ref-type="table-fn" rid="t1fn1"><sup>6,7</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Engraulis japonicus</italic></td>
<td valign="top" align="center">Plankton feeder</td>
<td valign="top" align="center">Small pelagics</td>
<td valign="top" align="center">1989&#x2013;2019</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">0.78&#x2013;1.76<xref ref-type="table-fn" rid="t1fn1"><sup>1</sup></xref></td>
<td valign="top" align="center">0.8&#x2013;1.0</td>
<td valign="top" align="center">0.01&#x2013;0.4<xref ref-type="table-fn" rid="t1fn1"><sup>6,7</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Clupea pallasii</italic></td>
<td valign="top" align="center">Plankton feeder</td>
<td valign="top" align="center">Medium pelagics</td>
<td valign="top" align="center">1989&#x2013;2019</td>
<td valign="top" align="center">Medium</td>
<td valign="top" align="center">0.37&#x2013;0.84<xref ref-type="table-fn" rid="t1fn1"><sup>1</sup></xref></td>
<td valign="top" align="center">0.8&#x2013;1.0</td>
<td valign="top" align="center">0.01&#x2013;0.4<xref ref-type="table-fn" rid="t1fn1"><sup>12</sup></xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t1fn1"><p><italic><sup>1</sup>Referred from FishBase (<ext-link ext-link-type="uri" xlink:href="http://www.fishbase.org">www.fishbase.org</ext-link>); <sup>2</sup><xref ref-type="bibr" rid="B11">Froese et al., 2017</xref>; <sup>3</sup><xref ref-type="bibr" rid="B6">Cheng and Fan, 2001</xref>; <sup>4</sup><xref ref-type="bibr" rid="B24">Liu and De Mitcheson, 2008</xref>; <sup>5</sup><xref ref-type="bibr" rid="B49">Zhuang, 2006</xref>; <sup>6</sup><xref ref-type="bibr" rid="B42">Zhai and Pauly, 2019</xref>; <sup>7</sup><xref ref-type="bibr" rid="B18">Liang and Pauly, 2017</xref>; <sup>8</sup><xref ref-type="bibr" rid="B22">Ling et al., 2006</xref>; <sup>9</sup><xref ref-type="bibr" rid="B5">Cheng and Yu, 2004</xref>; <sup>10</sup><xref ref-type="bibr" rid="B38">Wang et al., 2016</xref>; <sup>11</sup><xref ref-type="bibr" rid="B39">Wang et al., 2004</xref>; and <sup>12</sup><xref ref-type="bibr" rid="B36">Shan et al., 2013</xref>.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S2.SS2">
<title>Catch-Maximum Sustainable Yield Modeling</title>
<p>Using the maximum intrinsic rate of population increase (<italic>r</italic>), catch data, and stock status (<italic>B/k</italic>) at the beginning year and the end year as a prior input, CMSY based on the Monte Carlo approach estimates fishery reference indices, including viable <italic>r</italic>-<italic>k</italic> (maximum intrinsic rate of population increase and carrying capacity) and fishery reference points for management (e.g., <italic>MSY</italic>, <italic>B</italic><sub>2019</sub>/<italic>B</italic><sub>msy</sub>, and <italic>F</italic><sub>2019</sub>/<italic>F</italic><sub>msy</sub>). Values of <italic>r</italic> (<xref ref-type="table" rid="T1">Table 1</xref>) were obtained from FishBase<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> or estimated by the empirical equation (<xref ref-type="bibr" rid="B11">Froese et al., 2017</xref>):</p>
<disp-formula id="S2.E1"><label>(1)</label><mml:math id="M1" display="block"><mml:mrow><mml:mi>r</mml:mi><mml:mo>&#x2248;</mml:mo><mml:mn>2</mml:mn><mml:mi>M</mml:mi><mml:mo>&#x2248;</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mrow><mml:mi>F</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub><mml:mo>&#x2248;</mml:mo><mml:mn>3</mml:mn><mml:mi>K</mml:mi><mml:mo>&#x2248;</mml:mo><mml:mn>3.3</mml:mn><mml:mo>/</mml:mo><mml:msub><mml:mrow><mml:mi>t</mml:mi></mml:mrow><mml:mrow><mml:mtext>gen</mml:mtext></mml:mrow></mml:msub><mml:mo>&#x2248;</mml:mo><mml:mn>9</mml:mn><mml:mo>/</mml:mo><mml:mi>t</mml:mi><mml:msub><mml:mrow><mml:mi></mml:mi></mml:mrow><mml:mrow><mml:mtext>max</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:math></disp-formula>
<p>where, <italic>r</italic> is maximum intrinsic rate of population increase, <italic>M</italic> is natural mortality, <italic>F</italic><sub>msy</sub> is fishing mortality at the maximum sustainable yields, <italic>K</italic> is von-Bertalanffy somatic growth rate, <italic>t</italic><sub>gen</sub> is generation time, and <italic>t</italic><sub>max</sub> is the maximum age. CMSY requires &#x201C;expert&#x201D; prior information of biomass consumption (i.e., very low, low, medium, strong, and very strong depletion) specified at the beginning and end of the time series and also the relative biomass range suggested by <xref ref-type="bibr" rid="B11">Froese et al. (2017)</xref> and CMSY User Guide<sup><xref ref-type="fn" rid="footnote2">2</xref></sup>. In this study, given the low total power of fishing boats before the mid-1980s (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>), the depletion status of each species at the start year was defined as &#x201C;very low depletion&#x201D; (prior <italic>B</italic>/<italic>k</italic> range: 0.8&#x2013;1.0), except values of <italic>L. crocea</italic> and <italic>L. polyactis</italic> directly from relevant studies (<xref ref-type="bibr" rid="B6">Cheng and Fan, 2001</xref>; <xref ref-type="bibr" rid="B49">Zhuang, 2006</xref>; <xref ref-type="bibr" rid="B24">Liu and De Mitcheson, 2008</xref>). The prior ranges of <italic>B</italic>/<italic>k</italic> at the end year of the time series of all the species were cited from previous stock assessments in Chinese coastal waters (<xref ref-type="bibr" rid="B5">Cheng and Yu, 2004</xref>; <xref ref-type="bibr" rid="B39">Wang et al., 2004</xref>, <xref ref-type="bibr" rid="B38">2016</xref>; <xref ref-type="bibr" rid="B22">Ling et al., 2006</xref>; <xref ref-type="bibr" rid="B24">Liu and De Mitcheson, 2008</xref>; <xref ref-type="bibr" rid="B36">Shan et al., 2013</xref>; <xref ref-type="bibr" rid="B18">Liang and Pauly, 2017</xref>; <xref ref-type="bibr" rid="B42">Zhai and Pauly, 2019</xref>).</p>
<p>The Catch-Maximum Sustainable Yield method determines the prior range of <italic>k</italic> by Equation (2) for lower relative biomass or Equation (3) with higher biomass in the end year (<xref ref-type="bibr" rid="B11">Froese et al., 2017</xref>):</p>
<disp-formula id="S2.E2"><label>(2)</label><mml:math id="M2" display="block"><mml:mrow><mml:mpadded width="+3.3pt"><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mtext>low</mml:mtext></mml:mrow></mml:msub></mml:mpadded><mml:mo rspace="5.8pt">=</mml:mo><mml:mrow><mml:mpadded width="+3.3pt"><mml:mrow><mml:mrow><mml:mtext>max</mml:mtext><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mo>/</mml:mo><mml:msub><mml:mi>r</mml:mi><mml:mrow><mml:mtext>high</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mpadded><mml:mo>&#x2062;</mml:mo><mml:mpadded width="+3.3pt"><mml:mtext>and</mml:mtext></mml:mpadded><mml:mo>&#x2062;</mml:mo><mml:mpadded width="+3.3pt"><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mtext>high</mml:mtext></mml:mrow></mml:msub></mml:mpadded></mml:mrow><mml:mo rspace="5.8pt">=</mml:mo><mml:mrow><mml:mrow><mml:mpadded width="+3.3pt"><mml:mn>4</mml:mn></mml:mpadded><mml:mo>&#x2062;</mml:mo><mml:mi>max</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mo>/</mml:mo><mml:msub><mml:mi>r</mml:mi><mml:mrow><mml:mtext>low</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:math></disp-formula>
<disp-formula id="S2.E3"><label>(3)</label><mml:math id="M3" display="block"><mml:mrow><mml:mpadded width="+3.3pt"><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mtext>low</mml:mtext></mml:mrow></mml:msub></mml:mpadded><mml:mo rspace="5.8pt">=</mml:mo><mml:mrow><mml:mpadded width="+3.3pt"><mml:mrow><mml:mrow><mml:mpadded width="+3.3pt"><mml:mn>2</mml:mn></mml:mpadded><mml:mo>&#x2062;</mml:mo><mml:mi>max</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mo>/</mml:mo><mml:msub><mml:mi>r</mml:mi><mml:mrow><mml:mtext>high</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mpadded><mml:mo>&#x2062;</mml:mo><mml:mpadded width="+3.3pt"><mml:mtext>and</mml:mtext></mml:mpadded><mml:mo>&#x2062;</mml:mo><mml:mpadded width="+3.3pt"><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mtext>high</mml:mtext></mml:mrow></mml:msub></mml:mpadded></mml:mrow><mml:mo rspace="5.8pt">=</mml:mo><mml:mrow><mml:mrow><mml:mpadded width="+3.3pt"><mml:mn>12</mml:mn></mml:mpadded><mml:mo>&#x2062;</mml:mo><mml:mi>max</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>C</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mo>/</mml:mo><mml:msub><mml:mi>r</mml:mi><mml:mrow><mml:mtext>low</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:math></disp-formula>
<p>where, <italic>k</italic><sub>low</sub> and <italic>k</italic><sub>high</sub> are the lower and upper bounds for <italic>k</italic> respectively, max (<italic>C</italic>) is the recorded maximum catch, and <italic>r</italic><sub>low</sub> and <italic>r</italic><sub>high</sub> are the bounds for prior <italic>r</italic> values.</p>
<p>The <italic>r-k</italic> pairs from the prior input were randomly selected in the first year to predict biomass in subsequent years along the time series using Equation (4) (<xref ref-type="bibr" rid="B34">Schaefer, 1954</xref>):</p>
<disp-formula id="S2.E4"><label>(4)</label><mml:math id="M4" display="block"><mml:mrow><mml:mpadded width="+3.3pt"><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:msub><mml:mtext>t</mml:mtext><mml:mo>+</mml:mo></mml:msub><mml:mo>&#x2062;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mpadded><mml:mo rspace="5.8pt">=</mml:mo><mml:mrow><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mtext>t</mml:mtext></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mrow><mml:mi>r</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mtext>t</mml:mtext></mml:mrow></mml:msub><mml:mo>/</mml:mo><mml:mi>k</mml:mi></mml:mrow></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>&#x2062;</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mtext>t</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mtext>t</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:math></disp-formula>
<p>where, <italic>B</italic><sub>t</sub> is biomass in year t, <italic>r</italic> is the maximum intrinsic rate of population increase, <italic>k</italic> is carrying capacity, and <italic>C</italic><sub>t</sub> is a catch in year t. When <italic>B</italic><sub>t+1</sub> is not smaller than 0.01 <italic>k</italic> and the predicted value of final biomass falls into the prior range, the corresponding <italic>r-k</italic> pair is feasible and can be retained. CMSY will subsequently calculate the <italic>MSY</italic>, <italic>B</italic><sub>msy</sub>, <italic>F</italic><sub>t</sub>, and <italic>F</italic><sub>msy</sub> using Equations (5&#x2013;8) (<xref ref-type="bibr" rid="B34">Schaefer, 1954</xref>; <xref ref-type="bibr" rid="B33">Ricker, 1975</xref>):</p>
<disp-formula id="S2.E5"><label>(5)</label><mml:math id="M5" display="block"><mml:mrow><mml:mrow><mml:mi>M</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mi>S</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mpadded width="+3.3pt"><mml:mi>Y</mml:mi></mml:mpadded></mml:mrow><mml:mo rspace="5.8pt">=</mml:mo><mml:mrow><mml:mrow><mml:mpadded width="+3.3pt"><mml:mi>r</mml:mi></mml:mpadded><mml:mo rspace="5.8pt">&#x00D7;</mml:mo><mml:mi>k</mml:mi></mml:mrow><mml:mo>/</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:mrow></mml:math></disp-formula>
<disp-formula id="S2.E6"><label>(6)</label><mml:math id="M6" display="block"><mml:mrow><mml:mpadded width="+3.3pt"><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mpadded><mml:mo rspace="5.8pt">=</mml:mo><mml:mrow><mml:mi>k</mml:mi><mml:mo>/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:mrow></mml:math></disp-formula>
<disp-formula id="S2.E7"><label>(7)</label><mml:math id="M7" display="block"><mml:mrow><mml:mpadded width="+3.3pt"><mml:msub><mml:mi>F</mml:mi><mml:mrow><mml:mtext>t</mml:mtext></mml:mrow></mml:msub></mml:mpadded><mml:mo rspace="5.8pt">=</mml:mo><mml:mrow><mml:msub><mml:mi mathvariant="normal">C</mml:mi><mml:mrow><mml:mtext>t</mml:mtext></mml:mrow></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi mathvariant="normal">B</mml:mi><mml:mrow><mml:mtext>t</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:math></disp-formula>
<disp-formula id="S2.E8"><label>(8)</label><mml:math id="M8" display="block"><mml:mrow><mml:mpadded width="+3.3pt"><mml:msub><mml:mi>F</mml:mi><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mpadded><mml:mo>=</mml:mo><mml:mrow><mml:mo>-</mml:mo><mml:mrow><mml:mtext>ln</mml:mtext><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mrow><mml:mi mathvariant='italic'>MSY</mml:mi><mml:mo>/</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:mrow><mml:mo rspace="5.8pt">=</mml:mo><mml:mrow><mml:mi>r</mml:mi><mml:mo>/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:mrow></mml:math></disp-formula>
</sec>
<sec id="S2.SS3">
<title>Fisheries Rebuilding</title>
<p>Based on the estimates of <italic>B</italic><sub>2019</sub>, <italic>B</italic><sub>msy</sub>, <italic>F</italic><sub>2019</sub>, and <italic>F</italic><sub>msy</sub> by CMSY, a Schaefer model was used to assess stock rebuilding status until 2030. The time needed for rebuilding fisheries to the level of <italic>B</italic><sub>msy</sub> was calculated by Equation (9) (<xref ref-type="bibr" rid="B30">Quinn and Deriso, 1999</xref>):</p>
<disp-formula id="S2.E9"><label>(9)</label><mml:math id="M9" display="block"><mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mpadded width="+3.3pt"><mml:mi>t</mml:mi></mml:mpadded></mml:mrow><mml:mo rspace="5.8pt">=</mml:mo><mml:mrow><mml:mpadded width="+2.8pt"><mml:mrow><mml:mn>1</mml:mn><mml:mo>/</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>&#x2062;</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow><mml:mo rspace="5.3pt">-</mml:mo><mml:mi>F</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:mpadded><mml:mo>&#x2062;</mml:mo><mml:mi mathvariant='italic'>ln</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mfrac><mml:mrow><mml:mrow><mml:mrow><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub><mml:mo>/</mml:mo><mml:mi>B</mml:mi></mml:mrow><mml:mo>&#x2062;</mml:mo><mml:mn>&#x2004;2</mml:mn><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mrow><mml:mi>F</mml:mi><mml:mo>/</mml:mo><mml:mrow><mml:mn>2</mml:mn><mml:mo>&#x2062;</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mpadded width="+2.8pt"><mml:mn>1</mml:mn></mml:mpadded><mml:mo>-</mml:mo><mml:mrow><mml:mi>F</mml:mi><mml:mo>/</mml:mo><mml:mrow><mml:mn>2</mml:mn><mml:mo>&#x2062;</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:mfrac><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mrow></mml:math></disp-formula>
<p>where, &#x0394;t is the time consumption, <italic>B</italic><sub>msy</sub> and <italic>F</italic><sub>msy</sub> are the biomass and fishing pressure that could produce <italic>MSY</italic>, <italic>B</italic>, and <italic>F</italic> as the biomass and fishing pressure at the last year.</p>
<p>The biomass in the next year (<italic>B</italic><sub>t+1</sub>) was calculated by Equations (10, 11) from the Schaefer model (<xref ref-type="bibr" rid="B34">Schaefer, 1954</xref>):</p>
<disp-formula id="S2.Ex1"><label>(10)</label><mml:math id="M10" display="block"><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>t</mml:mtext><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mrow><mml:mn>2</mml:mn><mml:mi>F</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>&#x2212;</mml:mo></mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mi>F</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>;</mml:mo><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:mo>&#x2265;</mml:mo><mml:mn>0.5</mml:mn></mml:mrow></mml:math></disp-formula>
<disp-formula id="S2.Ex2"><label>(11)</label><mml:math id="M11" display="block"><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mrow><mml:mi>F</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mn>2</mml:mn><mml:mi>F</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>t</mml:mtext></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>t</mml:mtext></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>&#x2212;</mml:mo></mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mi>F</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>;</mml:mo><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:msub><mml:mo>&#x003C;</mml:mo><mml:mn>0.5</mml:mn></mml:mrow></mml:math></disp-formula>
<p>Four future exploitation scenarios were used to predict the stock rebuilding status until 2030: (1) 0.5 <italic>F</italic><sub>msy</sub>, i.e., no fishing when biomass was lower than 0.5 <italic>B</italic><sub>msy</sub> (<italic>B</italic> &#x003C; 0.5); otherwise, the fishing mortality (<italic>F</italic>) equaled 0.5 <italic>F</italic><sub>msy</sub> (<italic>F</italic> = 0.5 <italic>F</italic><sub>msy</sub>). (2) 0.6 <italic>F</italic><sub>msy</sub>, i.e., <italic>F</italic> = 0.6 <italic>F</italic><sub>msy</sub> when <italic>B</italic> &#x2265; 0.5<italic>B</italic><sub>msy</sub>; otherwise, <italic>F</italic> was linearly reduced to 0 along with the decrease in biomass when <italic>B</italic> &#x003C; 0.5 <italic>B</italic><sub>msy</sub>. The reduction in the fishing mortality (<italic>F</italic><sub>reduced</sub>) was calculated in Equation (12) (<xref ref-type="bibr" rid="B12">Froese et al., 2018</xref>):</p>
<disp-formula id="S2.E12"><label>(12)</label><mml:math id="M12" display="block"><mml:mrow><mml:msub><mml:mrow><mml:mi>F</mml:mi></mml:mrow><mml:mrow><mml:mtext>reduced</mml:mtext></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mn>2</mml:mn></mml:mrow><mml:mrow><mml:mi>B</mml:mi></mml:mrow></mml:msup><mml:mo>/</mml:mo><mml:msub><mml:mrow><mml:mi>B</mml:mi></mml:mrow><mml:mrow><mml:mtext>msy</mml:mtext></mml:mrow></mml:msub><mml:mtext>&#x00A0;</mml:mtext><mml:mi>F</mml:mi></mml:mrow></mml:math></disp-formula>
<p>(3) 0.8 <italic>F</italic><sub><italic>msy</italic></sub> exploitation scenario, <italic>F</italic> = 0.8 <italic>F</italic><sub><italic>msy</italic></sub> when <italic>B</italic> &#x2265; 0.5 <italic>B</italic><sub><italic>msy</italic></sub>; otherwise, <italic>F</italic> was also linearly reduced. (4) 0.95 <italic>F</italic><sub><italic>msy</italic></sub> exploitation scenario, <italic>F</italic> = 0.95 <italic>F</italic><sub><italic>msy</italic></sub> in any cases.</p>
<p>The change of stock biomasses and fishing catches along with rebuilding times under four exploitation scenarios was projected and presented. The catch in 2019 served as the starting year of the prediction trajectory, and the fishing pressure in 2019 was used to calculate the biomass and catches for 2020&#x2013;2021. Then, resource recovery times until 2030 were predicted under these four exploitation scenarios.</p>
<p>All the analyses were executed in R (<xref ref-type="bibr" rid="B31">R Development Core Team, 2020</xref>). CMSY R codes were downloaded from <ext-link ext-link-type="uri" xlink:href="http://oceanrep.geomar.de/34476/">http://oceanrep.geomar.de/34476/</ext-link> and revised accordingly.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Model Diagnostics and Prior-Posterior Variance Ratio</title>
<p>The model diagnostics and prior-posterior variance ratios for <italic>T. lepturus</italic>, <italic>L. crocea</italic>, <italic>I. elongate</italic>, and <italic>E. japonicus</italic> were selected as the surrogates of top predators, middle carnivores, omnivores, and plankton feeders, respectively, and shown in <xref ref-type="supplementary-material" rid="TS1">Supplementary Figures 1</xref>, <xref ref-type="supplementary-material" rid="TS1">2</xref>. Diagnostics present a good fitting for all species, with the relative lower prior-posterior variance ratio (PPVR) of key parameters, indicating that the posterior knowledge is more improved relative to prior knowledge.</p>
</sec>
<sec id="S3.SS2">
<title>Historical Exploitation Dynamics</title>
<p>The historical exploitation dynamics of the ten species were presented as catches, relative biomass to the biomass capable of producing maximum sustainable yields (<italic>B</italic>/<italic>B</italic><sub>msy</sub>), and relative fishing mortality to the mortality capable of producing maximum sustainable yields (<italic>F</italic>/<italic>F</italic><sub>msy</sub>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). The <italic>F</italic>/<italic>F</italic><sub>msy</sub> of two benthopelagic species, i.e., <italic>T. lepturus</italic> and <italic>T. modestus</italic>, increased sharply since the mid-1980s, with drastic changes in catches, and then <italic>B</italic>/<italic>B</italic><sub>msy</sub> began to decline rapidly, with the catches reaching <italic>MSY</italic> in 1998 and 1985, respectively. Six pelagic species <italic>S. niphonius</italic>, <italic>I. elongata</italic>, <italic>D. maruadsi</italic>, <italic>S. japonicus</italic>, <italic>E. japonicus</italic>, and <italic>C. pallasii</italic> showed similar patterns with <italic>T. lepturus</italic> and <italic>T. modestus</italic>, but the timeline has been pushed back by the mid-1990s. The historical exploitation records documented that <italic>L. crocea</italic> had been overfished (<italic>F</italic> &#x003E; <italic>F</italic><sub>msy</sub>) since the beginning of records and showed no signs of recovery so far. Species <italic>L. polyactis</italic> sustained three stages, namely, overexploited at the beginning with biomass depletion (<italic>B</italic> &#x003C; <italic>B</italic><sub>msy</sub>), a contemporary recovery to some extent, and a continuously decline as a result of re-enhanced fishing pressure (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Time-serial stock exploitation dynamics of ten Chinese commercial fishes extracted from Catch-Maximum Sustainable Yield (CMSY) method. Dashed line indicated the maximum sustainable yield (<italic>MSY</italic>), the dotted line signified that the biomass/fishing mortality is capable of producing the best maximum sustainable yields (i.e., <italic>B</italic>/<italic>B</italic><sub>msy</sub> = 1 or <italic>F</italic>/<italic>F</italic><sub>msy</sub> = 1), the green line signified the relative biomass to the biomass capable of producing maximum sustainable yields (<italic>B</italic>/<italic>B</italic><sub>msy</sub>), and the red line indicated the relative fishing mortality to the mortality capable of producing maximum sustainable yields (<italic>F</italic>/<italic>F</italic><sub>msy</sub>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-757503-g001.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>Fisheries Reference Points for Management and Current Status</title>
<p>The maximum intrinsic rate of population increase (<italic>r</italic>) ranged from 0.24 of <italic>L. crocea</italic> to 1.29 of <italic>E. japonicus</italic>. Environmental carrying capacity (<italic>k</italic>) ranged from 203 &#x00D7; 10<sup>3</sup> metric tons of <italic>C. pallasii</italic> to 5,151 &#x00D7; 10<sup>3</sup> metric tons of <italic>T. lepturus</italic>. All species had fewer catches in 2019 than <italic>MSY</italic> (<xref ref-type="table" rid="T2">Table 2</xref>). <italic>Clupea pallasii</italic> had the lowest <italic>B</italic><sub>2019</sub>/<italic>B</italic><sub>msy</sub> (0.19) value, while <italic>D. maruadsi</italic> had the highest (0.95). The <italic>F</italic><sub>2019</sub>/<italic>F</italic><sub>msy</sub> ranged from 0.79 of <italic>D. maruadsi</italic> to 5.64 of <italic>C. pallasii</italic>, with the fishing mortalities for seven species of the ten were higher than <italic>F</italic><sub>msy</sub>. The Kobe plot (<xref ref-type="fig" rid="F2">Figure 2</xref>) based on the relationship between current exploited status (<italic>B</italic><sub>2019</sub>/<italic>B</italic><sub>msy</sub>), and the remaining level of exploitation (<italic>F</italic><sub>2019</sub>/<italic>F</italic><sub>msy</sub>) showed that seven fish species, i.e., <italic>T. lepturus</italic>, <italic>T. modestus</italic>, <italic>S. niphonius</italic>, <italic>I. elongata</italic>, <italic>S. japonicus</italic>, <italic>E. japonicus</italic>, and <italic>C. pallasii</italic>, were in the red area (<italic>B</italic><sub>2019</sub> &#x003C; <italic>B</italic><sub>msy</sub> and <italic>F</italic><sub>2019</sub> &#x003E; <italic>F</italic><sub>msy</sub>), indicating overexploited stocks that were suffering overfishing. <italic>C. pallasii</italic> was in the worst condition, followed by <italic>T. modestus</italic>. <italic>D. maruadsi</italic>, <italic>L. crocea</italic>, and <italic>L. polyactis</italic> were in the yellow area, indicating the recovering of overexploited stocks from reduced fishing pressure (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Model outputs of reference points for fish management.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Species</td>
<td valign="top" align="center"><italic>r</italic></td>
<td valign="top" align="center"><italic>K</italic> (10<sup>3</sup>t)</td>
<td valign="top" align="center"><italic>C</italic><sub>2019</sub> (10<sup>3</sup>t)</td>
<td valign="top" align="center"><italic>MSY</italic> (10<sup>3</sup>t)</td>
<td valign="top" align="center"><italic>B</italic><sub>2019</sub> (10<sup>3</sup>t)</td>
<td valign="top" align="center"><italic>B</italic><sub>2019</sub>/<italic>k</italic></td>
<td valign="top" align="center"><italic>B</italic><sub>msy</sub> (10<sup>3</sup>t)</td>
<td valign="top" align="center"><italic>B</italic><sub>2019</sub>/ <italic>B</italic><sub>msy</sub></td>
<td valign="top" align="center"><italic>F</italic><sub>2019</sub> (year <sup>&#x2013;1</sup>)</td>
<td valign="top" align="center"><italic>F</italic><sub>msy</sub> (year <sup>&#x2013;1</sup>)</td>
<td valign="top" align="center"><italic>F</italic><sub>2019</sub>/ <italic>F</italic><sub>msy</sub></td>
<td valign="top" align="center">Status in 2019<sup>1</sup></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Trichiurus lepturus</italic></td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center">5151</td>
<td valign="top" align="center">916</td>
<td valign="top" align="center">1122</td>
<td valign="top" align="center">1466</td>
<td valign="top" align="center">0.29</td>
<td valign="top" align="center">2575</td>
<td valign="top" align="center">0.57</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">0.44</td>
<td valign="top" align="center">1.42</td>
<td valign="top" align="center">Over-fished</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Larimichthys crocea</italic></td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">1682</td>
<td valign="top" align="center">60</td>
<td valign="top" align="center">102</td>
<td valign="top" align="center">536</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center">841</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">Over-fished</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Larimichthys polyactis</italic></td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">2109</td>
<td valign="top" align="center">284</td>
<td valign="top" align="center">346</td>
<td valign="top" align="center">1295</td>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center">1397</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">Slightly over-fished</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Thamnaconus modestus</italic></td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">1463</td>
<td valign="top" align="center">128</td>
<td valign="top" align="center">239</td>
<td valign="top" align="center">249</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">732</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">2.45</td>
<td valign="top" align="center">Grossly over-fished</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Scomberomorus niphonius</italic></td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">2646</td>
<td valign="top" align="center">349</td>
<td valign="top" align="center">417</td>
<td valign="top" align="center">752</td>
<td valign="top" align="center">0.28</td>
<td valign="top" align="center">1323</td>
<td valign="top" align="center">0.57</td>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center">1.46</td>
<td valign="top" align="center">Over-fished</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ilisha elongata</italic></td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">382</td>
<td valign="top" align="center">67</td>
<td valign="top" align="center">91</td>
<td valign="top" align="center">112</td>
<td valign="top" align="center">0.29</td>
<td valign="top" align="center">191</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">1.26</td>
<td valign="top" align="center">Over-fished</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Decapterus maruadsi</italic></td>
<td valign="top" align="center">1.11</td>
<td valign="top" align="center">2139</td>
<td valign="top" align="center">448</td>
<td valign="top" align="center">587</td>
<td valign="top" align="center">1017</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">1070</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">0.44</td>
<td valign="top" align="center">0.56</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">Slightly over-fished</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Scomber japonicus</italic></td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">3208</td>
<td valign="top" align="center">415</td>
<td valign="top" align="center">438</td>
<td valign="top" align="center">1325</td>
<td valign="top" align="center">0.41</td>
<td valign="top" align="center">1604</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">0.28</td>
<td valign="top" align="center">1.14</td>
<td valign="top" align="center">Slightly over-fished</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Engraulis japonicus</italic></td>
<td valign="top" align="center">1.29</td>
<td valign="top" align="center">3177</td>
<td valign="top" align="center">625</td>
<td valign="top" align="center">1011</td>
<td valign="top" align="center">954</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">1589</td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">1.01</td>
<td valign="top" align="center">Over-fished</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Clupea pallasii</italic></td>
<td valign="top" align="center">0.54</td>
<td valign="top" align="center">203</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">101</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">0.27</td>
<td valign="top" align="center">5.64</td>
<td valign="top" align="center">Collapsed</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>r, maximum intrinsic rate of population increase; k, the environmental carrying capacity; t, metric tons; C<sub>2019</sub>, catch in 2019; MSY, maximum sustainable yield; B<sub>2019</sub>, biomass in 2019; B<sub>msy</sub>, the biomass capable of producing maximum sustainable yield; F<sub>2019</sub>, fishing mortality in 2019; F<sub>msy</sub>, the mortality capable of producing maximum sustainable yield;<sup> 1</sup>referred from <xref ref-type="bibr" rid="B29">Palomares et al. (2018)</xref>; slightly overfished, 0.8 &#x003C; B<sub>2019</sub>/B<sub>msy</sub> &#x003C; 1.0; overfished, 0.5 &#x003C; B<sub>2019</sub>/B<sub>msy</sub> &#x003C; 0.8; grossly overfished, 0.2 &#x003C; B<sub>2019</sub>/B<sub>msy</sub> &#x003C; 0.5; collapsed, B<sub>2019</sub>/B<sub>msy</sub> &#x003C; 0.2.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Fishing pressure Kobe plot for the fishes in 2019 based on current exploitation status (<italic>B</italic><sub>2019</sub>/<italic>B</italic><sub>msy</sub>) and remaining level of exploitation (<italic>F</italic><sub>2019</sub>/<italic>F</italic><sub>msy</sub>). The red area indicates the worst conditions of overexploited stocks under overfishing; the yellow area indicates recovering of overexploited stocks from reduced fishing pressure; the green area indicates a healthy stock size with sustainable fishing pressure; and the brown area indicates healthy stock sizes but facing overfishing.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-757503-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS4">
<title>Fisheries Rebuilding and Catch Changes</title>
<p>Under the four future predictive exploitation scenarios, most Chinese coastal fisheries show more or less recovery of biomass by 2030, and the catches are rising to similar or even higher than they were in 2019 (<xref ref-type="table" rid="T3">Table 3</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 1</xref>). Two species, <italic>T. lepturus</italic> and <italic>I. elongata</italic> were selected as the surrogates of carnivores and omnivores, respectively, to show the fishery rebuilding trajectories and catch changes (<xref ref-type="fig" rid="F3">Figure 3A</xref>, other species were shown in <xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 1</xref>). The fastest biomass recovery rate was found under the scenario of 0.5 <italic>F</italic><sub>msy</sub>. Nine of the species would likely rebuild the optimum status (<italic>B</italic><sub>2030</sub> &#x003E; <italic>B</italic><sub>msy</sub>) by 2030. Under the 0.95 <italic>F</italic><sub>msy</sub> scenario, the biomasses of only four species would likely reach the <italic>B</italic><sub>msy</sub>. The recovery of stock biomasses under both 0.6 <italic>F</italic><sub>msy</sub> and 0.8 <italic>F</italic><sub>msy</sub> scenarios was intermediate, among which 0.6 scenario was faster. For catch changes, species <italic>T. lepturus</italic>, <italic>S. niphonius</italic>, and <italic>I. elongata</italic> would increase the most under the scenario of 0.8 <italic>F</italic><sub>msy</sub> by 2030, while <italic>L. crocea</italic>, <italic>L. polyactis</italic>, <italic>D. maruadsi</italic>, <italic>S. japonicus</italic>, and <italic>E. japonicus</italic> increase the most under the scenario of 0.95 <italic>F</italic><sub>msy</sub> (<xref ref-type="table" rid="T3">Table 3</xref>). The fishery rebuilding trajectories and catch changes of two plankton feeders <italic>T. modestus</italic> and <italic>C. pallasii</italic> were different from other species. Under the scenario of 0.95 <italic>F</italic><sub>msy</sub> by 2030, the biomass of both species will likely be degenerating instead of recovering (<xref ref-type="table" rid="T3">Table 3</xref> and <xref ref-type="fig" rid="F3">Figure 3B</xref>).</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>The predicted fishery biomasses and catch recoveries in 2030 under four exploitation scenarios (i.e., <italic>F</italic> = 0.5, <italic>F</italic><sub>msy</sub>, 0.6 <italic>F</italic><sub>msy</sub>, 0.8 <italic>F</italic><sub>msy</sub>, and 0.95 <italic>F</italic><sub>msy</sub>).</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center" colspan="8">Scenarios<hr/></td>
</tr>
<tr>
<td valign="top" align="left">Species</td>
<td valign="top" align="center" colspan="4"><italic>B</italic><sub>2030</sub>/<italic>B</italic><sub>msy</sub><hr/></td>
<td valign="top" align="center" colspan="4"><italic>C</italic><sub>2030</sub>/<italic>MSY</italic><hr/></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">0.95</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Trichiurus lepturus</italic></td>
<td valign="top" align="center">1.48</td>
<td valign="top" align="center">1.33</td>
<td valign="top" align="center">1.11</td>
<td valign="top" align="center">0.76</td>
<td valign="top" align="center">0.76</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">0.76</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Larimichthys crocea</italic></td>
<td valign="top" align="center">1.18</td>
<td valign="top" align="center">1.09</td>
<td valign="top" align="center">0.96</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.82</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Larimichthys polyactis</italic></td>
<td valign="top" align="center">1.50</td>
<td valign="top" align="center">1.40</td>
<td valign="top" align="center">1.20</td>
<td valign="top" align="center">1.06</td>
<td valign="top" align="center">0.77</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="center">1.02</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Thamnaconus modestus</italic></td>
<td valign="top" align="center">1.23</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">0.76</td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">0.25</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Scomberomorus niphonius</italic></td>
<td valign="top" align="center">1.40</td>
<td valign="top" align="center">1.23</td>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">0.72</td>
<td valign="top" align="center">0.76</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">0.73</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ilisha elongata</italic></td>
<td valign="top" align="center">1.49</td>
<td valign="top" align="center">1.37</td>
<td valign="top" align="center">1.16</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">0.82</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Decapterus maruadsi</italic></td>
<td valign="top" align="center">1.52</td>
<td valign="top" align="center">1.42</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="center">1.07</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">1.04</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Scomber japonicus</italic></td>
<td valign="top" align="center">1.47</td>
<td valign="top" align="center">1.38</td>
<td valign="top" align="center">1.18</td>
<td valign="top" align="center">1.04</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">1.02</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Engraulis japonicus</italic></td>
<td valign="top" align="center">1.50</td>
<td valign="top" align="center">1.40</td>
<td valign="top" align="center">1.20</td>
<td valign="top" align="center">1.05</td>
<td valign="top" align="center">0.77</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="center">1.02</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Clupea pallasii</italic></td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">0.42</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.39</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">0.06</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>B<sub>2030</sub>, biomass in 2030; B<sub>msy</sub>, biomass capable of producing maximum sustainable yield; C<sub>2030</sub>, catch in 2030; MSY, the maximum sustainable yield.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>The predicted stock recoveries under four exploitation scenarios (2020&#x2013;2030), i.e., fishing mortality equals 0.5, 0.6, 0.8, or 0.95 times mortality capable of producing maximum sustainable yields (0.5 <italic>F</italic><sub>msy</sub>, 0.6 <italic>F</italic><sub>msy</sub>, 0.8 <italic>F</italic><sub>msy</sub>, or 0.95 <italic>F</italic><sub>msy</sub>). The left panels show the recovery trends of the relative biomasses, i.e., ratios of biomass to the biomass capable of producing maximum sustainable yields (<italic>B</italic>/<italic>B</italic><sub>msy</sub>); the right panels show the predicted catch trajectories under the different scenarios. <bold>(A)</bold> <italic>T. lepturus</italic> and <italic>I. elongata</italic> were selected to show the fishery rebuilding trajectories and catch changes; <bold>(B)</bold> <italic>T. modestus</italic> and <italic>C. pallasii</italic> will likely be degenerating under the scenario of 0.95.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-757503-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<sec id="S4.SS1">
<title>Model Fitting</title>
<p>The China Fishery Statistical Yearbook serves as a record of the overall capture of the national fishery but contains only catch data that can be used for resource assessment. As an assessment approach relies on less input, CMSY has been proved to have a good evaluation effect, and its estimated parameters can match well with Schaefer, Fox, and BSM models (<xref ref-type="bibr" rid="B15">Ji et al., 2019</xref>; <xref ref-type="bibr" rid="B1">Angelini et al., 2021</xref>). In this study, the <italic>r</italic>-<italic>k</italic> pairs predicted by CMSY were found to be compatible with the catches and the prior information, with the most likely <italic>r-k</italic> pair and confidence limits in the range of the priors. The equilibrium curve predicted by CMSY also showed good fitting with the Schaefer equilibrium curve (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 1</xref>). In addition, a common misconception of Bayesian analyses is that the priors determine the results. The comparison of prior and posterior densities showed the PPVR were very low (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 2</xref>); the lower the PPVR, the more the posterior knowledge is improved relative to prior knowledge, indicating the good performance of CMSY constructed in this study.</p>
</sec>
<sec id="S4.SS2">
<title>Historical Exploitation Dynamics of Species</title>
<p>Except <italic>L. crocea</italic> and <italic>L. polyactis</italic>, the fisheries of the other eight fish species were all good, and the catches were low before the 1990s. Then, the catches increased rapidly, and the stocks continued to decline. The total power of domestic marine fishing vessels had increased by 2 &#x00D7; 10<sup>6</sup> kW from the 1950s to 1980s and continued to increase rapidly by about 12 &#x00D7; 10<sup>6</sup> kW in the following 20 years, which led to the continuous increase in the total catch but decline in CPUE (<xref ref-type="bibr" rid="B27">Ministry of Agriculture of China, 1956&#x2013;2019</xref>). This was the key factor accounting for most fisheries declination since the 1990s in Chinese coastal waters. CMSY indicated that although these eight species showed similar dynamic changes in biomass and catches, benthopelagic species <italic>T. lepturus</italic> and <italic>T. modestus</italic> experienced a sharp increase in fishing pressure about 10 years earlier than pelagic species <italic>S. niphonius</italic>, <italic>I. elongata</italic>, <italic>D. maruadsi</italic>, <italic>S. japonicus</italic>, <italic>E. japonicus</italic>, and <italic>C. pallasii</italic>. This was most possibly correlated with when bottom trawling, gill netting, and seine netting were widely used in coastal waters of China. Bottom trawling catches demersal organisms, while seine nets and gill nets mainly catch pelagic fish. In 1985, the domestic catch of trawls was only 1.39 &#x00D7; 10<sup>6</sup> metric tons, but it had increased 2.86 times to 5.36 &#x00D7; 10<sup>6</sup> metric tons by 1995. During the same period, the catches of seine nets and gill nets only increased from 0.96 &#x00D7; 10<sup>6</sup> to 1.82 &#x00D7; 10<sup>6</sup> metric tons (Ministry of Agriculture of China, 1985&#x2013;1995). The wide use of bottom trawls seriously damaged seabed habitats and diminished benthic fish populations such as <italic>T. lepturus</italic> and <italic>T. modestus</italic> (<xref ref-type="bibr" rid="B26">McConnaughey et al., 2019</xref>). Then, from 1995 to 2005, the total catch of seine nets and gill nets increased continuously from 1.82 &#x00D7; 10<sup>6</sup> to 3.35 &#x00D7; 10<sup>6</sup> metric tons (Ministry of Agriculture of China, 1995&#x2013;2005), and the spreading use of seine nets and gill nets correlated with the decline of the pelagic fish stocks.</p>
<p>Traditional economic species, large yellow croaker <italic>L. crocea</italic> and small yellow croaker <italic>L. polyactis</italic>, were caught by non-mechanical boats before the 1950s (<xref ref-type="bibr" rid="B49">Zhuang, 2006</xref>). For example, the relative biomass <italic>L. polyactis</italic> in the first documented year (<italic>B</italic><sub>1956</sub>/<italic>B</italic><sub>msy</sub> = 0.34) had already exceeded the safe biological limit (<italic>B</italic>/<italic>B</italic><sub>msy</sub> = 0.5, <xref ref-type="bibr" rid="B8">Demirel et al., 2020</xref>; <xref ref-type="bibr" rid="B12">Froese et al., 2018</xref>). This status lasted until the implementation of summer fishing banning in the 1990s. <italic>L. polyactis</italic> spawns from February to April (<xref ref-type="bibr" rid="B21">Lin, 2009</xref>). Summer fishing banning (May to August) ensures the survival of juveniles from commercial catches, which effectively support population supplement and stock restoration. In the East China Sea, yields of this fish increased significantly after the 1990s and peaking at 160 &#x00D7; 10<sup>3</sup> metric tons in 2000 (<xref ref-type="bibr" rid="B49">Zhuang, 2006</xref>). However, its population structure did not improve in the short term. According to the field survey data, the minimum length of maturity (<italic>L</italic><sub>50</sub>) of this species changed from 152.8 mm in 1960 to 105.3 mm in 2003 in the Bohai Sea and 184.4 mm in 1960 to 110.1 mm in 2010 in the Yellow Sea (<xref ref-type="bibr" rid="B17">Li et al., 2011</xref>). With increasing fishing pressure in recent years, the biomass of <italic>L. polyactis</italic> has gradually declined again due to its fragile population structure. For <italic>L. crocea</italic>, large-scale fishing operations such as a knock on the boats (by knocking the bamboo pole on the wooden boats, to send out a huge sound wave into the sea, causing otolith resonance of <italic>L. crocea</italic>, and resulting in its coma and death) were carried out in their spawning grounds and feeding grounds before the mid-1960s, which diminished its stocks in Zhoushan fishing ground, Zhenan fishing ground, and Mindong fishing ground (<xref ref-type="bibr" rid="B45">Zhang Q. et al., 2017</xref>). Then, in the mid-1970s, a large number of <italic>L. crocea</italic> were captured in the overwintering grounds such as Jiangwai fishing ground and Zhouwai fishing ground, and the catch reached the highest record in history, which also caused the serious depletion of its population (<xref ref-type="bibr" rid="B48">Zheng et al., 2013</xref>). As an important measure to restore its fishery, Fujian Province carried out the first artificial propagation and releasing with an average total length of 93.1 mm in 1987 combined with the implementation of the fishing banning in the 1990s, which facilitated its gradual stock recovery (<xref ref-type="bibr" rid="B46">Zhang et al., 2010</xref>). However, the age structure of the <italic>L. crocea</italic> population is complex, and the maximum age is up to 30 years. In addition, the slow growth and weak stock renewal ability are the main reasons for its slow fishery recovery (<xref ref-type="bibr" rid="B49">Zhuang, 2006</xref>; <xref ref-type="bibr" rid="B48">Zheng et al., 2013</xref>).</p>
</sec>
<sec id="S4.SS3">
<title>Fisheries Current Exploitation Status</title>
<p>In 2019, all the species were strongly depleted in biomass (<italic>B</italic><sub>2019</sub> &#x003C; <italic>B</italic><sub>msy</sub>) due to overfishing. Except for <italic>L. crocea</italic>, <italic>L. polyactis</italic>, and <italic>D. maruadsi</italic>, the others were still under higher fishing mortality (<italic>F</italic><sub>2019</sub> &#x003E; <italic>F</italic><sub>msy</sub>), which possibly lead to a further decline in stocks. This corroborates the results proposed in other regional stock assessments or fishery surveys in coastal waters of China (<xref ref-type="bibr" rid="B44">Zhang K. et al., 2017</xref>; <xref ref-type="bibr" rid="B43">Zhang C. et al., 2019</xref>; <xref ref-type="bibr" rid="B19">Liang and Pauly, 2020</xref>). For example, <xref ref-type="bibr" rid="B42">Zhai and Pauly (2019)</xref> and <xref ref-type="bibr" rid="B41">Zhai et al. (2020)</xref> proposed that <italic>S. niphonius</italic> was grossly overfished (<italic>B</italic><sub>2013</sub>/<italic>B</italic><sub>msy</sub> = 0.48) in the East China Sea in 2013, and <italic>L. polyactis</italic> and <italic>E. japonicus</italic> were grossly overfished (<italic>B</italic><sub>2018</sub>/<italic>B</italic><sub>msy</sub> = 0.42) and overfished (<italic>B</italic><sub>2018</sub>/<italic>B</italic><sub>msy</sub> = 0.71) in 2018, respectively. In the coastal waters of China, the status for the <italic>D. maruadsi</italic> and <italic>S. japonicus</italic> was evaluated as slightly overfished (<italic>B</italic><sub>2014</sub>/<italic>B</italic><sub>msy</sub> = 0.83) and overfished (<italic>B</italic><sub>2017</sub>/<italic>B</italic><sub>msy</sub> = 0.70) in 2014 and 2017, respectively (<xref ref-type="bibr" rid="B20">Liang et al., 2020</xref>). While it may be due to differences in the conducted time and sea area that cause <italic>B</italic>/<italic>B</italic><sub>msy</sub> and <italic>F</italic>/<italic>F</italic><sub>msy</sub> in these studies to differ slightly from our results, it does not change the indisputable fact that overfishing has contributed to the decline of fishery resources in the coastal waters of China. In addition, in the Bohai Sea, <italic>T. lepturus</italic>, <italic>C. pallasii</italic>, and <italic>I. elongate</italic> had been locally extinct in 2011 (<xref ref-type="bibr" rid="B36">Shan et al., 2013</xref>). At the same time, the high-trophic species <italic>T. modestus</italic> exhibited an obvious decreasing trend in the northern East China Sea and suffered a significant resources decline since 2000 (<xref ref-type="bibr" rid="B5">Cheng and Yu, 2004</xref>). Based on fishery survey in Fujian Province in 2011, the dominant body length of <italic>L. crocea</italic> was 110&#x2013;150 mm (<italic>L</italic><sub>&#x221E;</sub> = 385 mm), and the exploitation rate was 0.8, suggested the obvious individual miniaturized and serious resource decline (<xref ref-type="bibr" rid="B40">Ye et al., 2012</xref>).</p>
</sec>
<sec id="S4.SS4">
<title>Fisheries Rebuilding and Managements</title>
<p>Excessive exploitation had resulted in both declinations of marine catches and economic values simultaneously of Chinese coastal fisheries (<xref ref-type="bibr" rid="B42">Zhai and Pauly, 2019</xref>). Therefore, not only could the rebuilding of fishery stocks improve the structures and functions of the ecosystems but also help to increase catches and fishery profitability. Under the four future exploitation scenarios (<italic>F</italic> = 0.5 <italic>F</italic><sub>msy</sub>, 0.6 <italic>F</italic><sub>msy</sub>, 0.8 <italic>F</italic><sub>msy</sub>, and 0.95 <italic>F</italic><sub>msy</sub>), scenario 0.5 <italic>F</italic><sub>msy</sub> was the fastest way. All fish species except <italic>C. pallasii</italic> had likely reached <italic>B</italic><sub>msy</sub> in 2030 (<italic>B</italic><sub>2030</sub> <italic>&#x003E; B</italic><sub>msy</sub>). On the other hand, scenario 0.95 <italic>F</italic><sub>msy</sub> was the slowest way, and only four fish species, including <italic>L. polyactis</italic>, <italic>D. maruadsi</italic>, <italic>S. japonicus</italic>, and <italic>E. japonicus</italic>, could likely recover to the <italic>B</italic><sub>msy</sub> by 2030. Although the species recovery on biomass at 0.8 <italic>F</italic><sub>msy</sub> and 0.95 <italic>F</italic><sub>msy</sub> was slower, it would increase the catches compared with 0.5 <italic>F</italic><sub>msy</sub> and 0.6 <italic>F</italic><sub>msy</sub> (<xref ref-type="supplementary-material" rid="TS1">Supplementary Figure 5</xref>). The fishery rebuilding can be adjusted flexibly according to management objectives. For example, if 2030 is taken as the cut-off year for fish stocks to be rebuilt above that can produce the maximum sustainable yield (<italic>B</italic> &#x003E; <italic>B</italic><sub>msy</sub>), <italic>T. lepturus</italic>, <italic>S. niphonius</italic>, and <italic>I. elongate</italic> can choose 0.8 <italic>F</italic><sub>msy</sub> exploitation scenario; <italic>L. polyactis</italic>, <italic>D. maruadsi</italic>, and <italic>E. japonicus</italic> can be 0.95 <italic>F</italic><sub>msy</sub>; <italic>L. crocea</italic> can be 0.6 <italic>F</italic><sub>msy</sub>; <italic>T. modestus</italic> and <italic>C. pallasii</italic> can be 0.5 <italic>F</italic><sub>msy</sub>.</p>
<p>The time needed for rebuilding their fisheries to the level of <italic>B</italic><sub>msy</sub> is different. According to Equations (10, 11), the fisheries biomass in the next year (<italic>B</italic><sub>t+1</sub>) is mainly related to the current biomass (<italic>B</italic><sub>t</sub>), the fishing pressure that could produce <italic>MSY</italic> (<italic>F</italic><sub>msy</sub>), and the current fishing pressure (<italic>F</italic><sub>t</sub>). Under future exploitation scenarios, <italic>F</italic><sub>t</sub> has a linear relationship with <italic>F</italic><sub>msy</sub> (i.e., <italic>F</italic><sub>t</sub> = 0.5 <italic>F</italic><sub>msy</sub>, 0.6 <italic>F</italic><sub>msy</sub>, 0.8 <italic>F</italic><sub>msy</sub>, and 0.95 <italic>F</italic><sub>msy</sub>), so <italic>B</italic><sub>t+1</sub>/<italic>B</italic><sub>msy</sub> is only related with <italic>B</italic><sub>t</sub>/<italic>B</italic><sub>msy</sub> and <italic>F</italic><sub>msy</sub>. As Equation (8) shows, <italic>F</italic><sub>msy</sub> is twice as much as the maximum intrinsic rate of population increase (<italic>r</italic>); thus, the different recovery rates among ten stocks are related to the biomass status in the initial year (<italic>B</italic><sub>2019</sub>) and species-specific <italic>r</italic>. For example, the less damage to the <italic>B</italic><sub>2019</sub>, the better the recovery of the <italic>B</italic><sub>2030</sub> (as illustrated by <italic>L. polyactis</italic> vs. <italic>S. niphonius</italic>), and the bigger the <italic>r</italic>, the faster the stock&#x2019;s recovery (as illustrated by <italic>T. lepturus</italic> vs. <italic>S. niphonius</italic>). According to Equation (1), many factors affect <italic>r</italic>, such as von-Bertalanffy somatic growth rate (<italic>K</italic>), reproductive strategy (<italic>r</italic>-<italic>k</italic> selection), generation time (<italic>t</italic><sub>gen</sub>), and maximum age (<italic>t</italic><sub>max</sub>). Species with higher <italic>r</italic> such as <italic>D. maruadsi</italic> (<italic>r</italic> = 1.11) and <italic>E. japonicus</italic> (<italic>r</italic> = 1.29) both mature early and have a short generation time (<italic>t</italic><sub>gen</sub> &#x003C; 1.25 year) to double population size (FishBase, see text footnote 1), while the stock of <italic>L. crocea</italic> with the smallest <italic>r</italic> has a more complex population structure and bigger <italic>t</italic><sub>max</sub> (<italic>t</italic><sub>max</sub> = 30 years, <xref ref-type="bibr" rid="B48">Zheng et al., 2013</xref>; <xref ref-type="bibr" rid="B49">Zhuang, 2006</xref>).</p>
<p>The cases of <italic>T. modestus</italic> and <italic>C. pallasii</italic> deserved cautious attention and alert vigilance. Our fisheries rebuilding results implied that fish with severe biomass depletion might recover more slowly. Moreover, these stocks even further declined under 0.95 <italic>F</italic><sub>msy</sub> scenario. Many managers take <italic>F</italic> = <italic>F</italic><sub>msy</sub> as the best fishing pressure for fisheries exploitation and rebuilding (<xref ref-type="bibr" rid="B8">Demirel et al., 2020</xref>), but our results demonstrated that this fishing level did not have any positive effect on fisheries rebuilding for <italic>T. modestus</italic> and <italic>C. pallasii</italic>. The relative biomass of <italic>T. modestus</italic> and <italic>C. pallasii</italic> in 2019 (<italic>B</italic><sub>2019</sub>/<italic>B</italic><sub>msy</sub>) both exceeded the safe biological limits (<italic>B</italic>/<italic>B</italic><sub>msy</sub> = 0.5), suggesting the stocks were on the edge of collapse (<italic>B/k</italic> = 0.17 and 0.10, respectively, <xref ref-type="bibr" rid="B29">Palomares et al., 2018</xref>). Fish species with serious biomass depletion were also deficient in population recruitment capacity (<xref ref-type="bibr" rid="B28">Myers et al., 1994</xref>). In addition, the lower population <italic>r</italic> of <italic>T. modestus</italic> (0.65) and <italic>C. pallasii</italic> (0.54) would further degrade the fisheries recovery rate.</p>
<p>To ease the decline of fishery resources, China has introduced several fishery policies, such as the &#x201C;Dual Control&#x201D; policy proposed in 1987 to control the number and power of fishing vessels, the &#x201C;Proliferation and Release&#x201D; of commercial fishes proposed in 1989, the &#x201C;Summer Fishing Banning&#x201D; proposed in 1995, the &#x201C;Zero-Growth&#x201D; in fishery catches proposed in 2000, the construction of &#x201C;Marine Conservation Areas&#x201D; in 2011, and the development of &#x201C;Marine Ranching&#x201D; in 2015 (<xref ref-type="bibr" rid="B13">Han, 2018</xref>). Some of these policies have shown good results, such as the policy of &#x201C;Proliferation and Release&#x201D; (<xref ref-type="bibr" rid="B46">Zhang et al., 2010</xref>) and &#x201C;Summer Fishing Banning&#x201D; (<xref ref-type="bibr" rid="B4">Cheng et al., 2004</xref>; <xref ref-type="bibr" rid="B16">Jiang et al., 2009</xref>; <xref ref-type="bibr" rid="B14">He et al., 2019</xref>), which have played an active role in the resource conservation of the <italic>L. crocea</italic> and <italic>L. polyactis</italic>, respectively, and the relevant events were also reflected in the results of this article. Thus, this feasible measure should be continued. In addition, policies such as &#x201C;Total Resource Management&#x201D; and &#x201C;Quota Catch Management&#x201D; were also proposed in 2017 (<xref ref-type="bibr" rid="B13">Han, 2018</xref>); the fishery reference points such as MSY estimated in this study could provide a reference for them. However, the results of this article showed that China&#x2019;s fishery resources were declined (<italic>B</italic> &#x003C; <italic>B</italic><sub>msy</sub>), and most of them were still facing high fishing pressure (<italic>F</italic> &#x003E; <italic>F</italic><sub>msy</sub>), which was mainly caused by the current high fishing intensity (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). Our results indicated that cutting fishing efforts down (e.g., strict implementation of policies such as &#x201C;Dual Control&#x201D; and &#x201C;Zero-Growth&#x201D;) was probably the most effective way for fishery sustainability. We have to admit that this measure would probably be a hard decision as a trade-off between economics and conservation, but the fisheries structure will benefit from this, and finally, the catches will be enhanced. Moreover, gears selection must be taken into serious considerations to avoid the capture of juvenile fishes before sexual maturity (<xref ref-type="bibr" rid="B37">Wang et al., 2020</xref>).</p>
</sec>
</sec>
<sec id="S5" sec-type="conclusion">
<title>Conclusion</title>
<p>General pictures of the basic situation of these economic fishes in China&#x2019;s coastal waters provide reference information to fisheries management. CMSY indicates a decreasing trend in biomass along with the explosively increasing fishing efforts since the 1980s&#x2013;1990s for most species. All the fish stocks have seriously depleted in 2019 (<italic>B</italic><sub>2019</sub> &#x003C; <italic>B</italic><sub>msy</sub>), and most were still facing high-fishing pressure (<italic>F</italic><sub>2019</sub> &#x003E; <italic>F</italic><sub>msy</sub>). Corresponding protection measures should be taken into immediate action to rebuild the fisheries. Otherwise, the fish stocks would further decline and their recoveries would be much more difficult. Most species stocks would likely rebuild to <italic>B</italic><sub>msy</sub> level, and the more the fishing pressure is reduced, the faster the fisheries will be recovered. Although there would be several years of reduction in catches during the rebuilding process, the recovered fisheries would bring more production and economic and social benefits.</p>
</sec>
<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="TS1">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="S7">
<title>Ethics Statement</title>
<p>The animal study was reviewed and approved by Animal Care and Ethics Committee of the Ocean University of China.</p>
</sec>
<sec id="S8">
<title>Author Contributions</title>
<p>LW contributed to conceptualization, methodology, investigation, resources, writing &#x2013; original draft, and writing &#x2013; review and editing. LL, YL, and LZ contributed to data curation and investigation. SY contributed to supervision, project administration, conceptualization, methodology, resources, and writing &#x2013; review and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="conf1" 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="pudiscl1" 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>
</body>
<back>
<sec id="S9" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by the National Natural Science Foundation of China (Grant No. 41976091) and Fundamental Research Funds for the Central Universities (Grant No. 202012023). National Key Research and Development Program of China (Grant No. 2020YFD0900805) and Investigation of Fishery Resources Program of Zhejiang (Grant No.158053).</p>
</sec>
<ack>
<p>The authors thank Rainer Froese for his help with R code regarding fishery rebuilding.</p>
</ack>
<sec id="S11" 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.2021.757503/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2021.757503/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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<fn id="footnote1"><label>1</label><p><ext-link ext-link-type="uri" xlink:href="http://www.fishbase.org">www.fishbase.org</ext-link></p></fn>
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