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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.2022.1088181</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>The increasing big gap of carbon sink between the western and eastern Pacific in the last three decades</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhong</surname>
<given-names>Guorong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2078251"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Xuegang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1412105"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Song</surname>
<given-names>Jinming</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1377271"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qu</surname>
<given-names>Baoxiao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1149925"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Fan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1734283"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yanjun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Bin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tian</surname>
<given-names>Detong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ma</surname>
<given-names>Jun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1087980"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yuan</surname>
<given-names>Huamao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1031110"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Duan</surname>
<given-names>Liqin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2012773"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Ning</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Qidong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xing</surname>
<given-names>Jianwei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
</contrib-group>    <aff id="aff1">
<sup>1</sup>
<institution>Institute of Oceanology, Chinese Academy of Sciences</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>    <aff id="aff2">
<sup>2</sup>
<institution>University of Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Pilot National Laboratory for Marine Science and Technology</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Center for Ocean Mega-Science, Chinese Academy of Sciences</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Peng Jin, University of Guangzhou, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Xueqiang Lu, Nankai University, China; Xiaoxia Lv, China University of Geosciences Wuhan, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xuegang Li, <email xlink:href="mailto:lixuegang@qdio.ac.cn">lixuegang@qdio.ac.cn</email>; Jinming Song, <email xlink:href="mailto:jmsong@qdio.ac.cn">jmsong@qdio.ac.cn</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Global Change and the Future Ocean, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>1088181</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Zhong, Li, Song, Qu, Wang, Wang, Zhang, Tian, Ma, Yuan, Duan, Li, Wang and Xing</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhong, Li, Song, Qu, Wang, Wang, Zhang, Tian, Ma, Yuan, Duan, Li, Wang and Xing</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>The Pacific Ocean is one of the important carbon sink regions, and there is a significant west-east difference in sea-air CO<sub>2</sub> flux. However, the influence of the long-standing greater CO<sub>2</sub> uptakes in the western Pacific than in the east and the dynamic change of this west-east difference remain unclear. In this paper, using the gridded surface ocean <italic>p</italic>CO<sub>2</sub> product constructed by the stepwise FFNN algorithm, we reported an increasing west-east CO<sub>2</sub> flux difference from 0.41 PgC yr<sup>-1</sup> in 1992 to 0.73 PgC yr<sup>-1</sup> in 2020. This increase was mainly attributed to the strengthening western Pacific carbon sink and relatively stable eastern Pacific carbon source. During El Nino events, the west-east CO<sub>2</sub> flux difference decreased significantly in a few years, and it then rose back rapidly when El Nino events ended. In addition, the increasing west-east difference in CO<sub>2</sub> uptakes during the last three decades did not lead to a higher acidification speed in the western surface temperate Pacific than the east. The greater CO<sub>2</sub> absorbed in the west was mainly transported to the deeper waters and caused a more significant carbon inventory change at 200-600&#xa0;m than the eastern Pacific.</p>
</abstract>
<kwd-group>
<kwd>carbon sink/source</kwd>
<kwd>difference</kwd>
<kwd>acidification</kwd>
<kwd>western/eastern Pacific</kwd>
<kwd>Pacific Ocean</kwd>
</kwd-group>    <contract-num rid="cn001">91958103, 42176200, 41906035</contract-num>    <contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>    <contract-sponsor id="cn002">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="0"/>
<equation-count count="4"/>
<ref-count count="44"/>
<page-count count="12"/>
<word-count count="6288"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The atmospheric CO<sub>2</sub> concentration has been continuously rising since the beginning of the industrial revolution, due to the increasing release of anthropogenic CO<sub>2</sub>. The global oceans absorbed about one-third of the released anthropogenic CO<sub>2</sub>, which slowed down the rising atmospheric CO<sub>2</sub> (<xref ref-type="bibr" rid="B31">Sabine et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B17">Friedlingstein et&#xa0;al., 2019</xref>). The sea-air CO<sub>2</sub> flux was widely used to quantitative the global ocean CO<sub>2</sub> uptakes, which was mainly calculated based on the difference of partial pressure of carbon dioxide (<italic>p</italic>CO<sub>2</sub>) between the sea and air. Oceans with negative CO<sub>2</sub> flux values suggest a lower surface ocean <italic>p</italic>CO<sub>2</sub> than the atmosphere, referred to as carbon sinks. On the opposite, oceans with positive CO<sub>2</sub> flux values are referred to as carbon sources, where the CO<sub>2</sub> is released from oceans to the atmosphere. During the last three decades, the global ocean carbon sink weakened in the 1990s and then restrengthened since 2001 (<xref ref-type="bibr" rid="B24">Landsch&#xfc;tzer et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B38">Watson et&#xa0;al., 2020</xref>). As the largest ocean, the Pacific Ocean carbon sink played an important role in the global ocean CO<sub>2</sub> uptakes, and its intensity was largely influenced by the variation of equatorial carbon sources following the ENSO events (<xref ref-type="bibr" rid="B14">Feely et&#xa0;al., 2006</xref>). Although with the most intense carbon source in the equatorial area, the Pacific Ocean has absorbed the most CO<sub>2</sub> among the major oceans, with a total of 10.04 &#xb1; 4.3 PgC from the atmosphere during 1994-2007 (<xref ref-type="bibr" rid="B38">Watson et&#xa0;al., 2020</xref>). In the same period, the Pacific Ocean carbon inventory has increased by 13.2 &#xb1; 1.3 PgC (<xref ref-type="bibr" rid="B19">Gruber et&#xa0;al., 2019</xref>). The temperate Pacific contributed most to the CO<sub>2</sub> uptake, with a stronger carbon sink in the north Pacific than the south, especially in the 30-40&#xb0;N areas (<xref ref-type="bibr" rid="B34">Takahashi et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B23">Ishii et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B11">DeVries et&#xa0;al., 2017</xref>). However, differences in CO<sub>2</sub> uptakes also existed between the western Pacific and the east, with less concern than the latitude differences (<xref ref-type="bibr" rid="B34">Takahashi et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B24">Landsch&#xfc;tzer et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B10">Denvil-Sommer et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B9">Chau et&#xa0;al., 2022</xref>). The western part contributed most to the Pacific CO<sub>2</sub> uptakes, while the eastern Pacific released more CO<sub>2</sub> than absorbed (<xref ref-type="bibr" rid="B25">Landsch&#xfc;tzer et&#xa0;al., 2014</xref>). Research related to the differences between the western Pacific and the east focused more on the importance of the eastern equatorial Pacific carbon source than the CO<sub>2</sub> uptake difference between the west and the east (<xref ref-type="bibr" rid="B15">Feely et&#xa0;al., 1997</xref>). The eastern equatorial Pacific carbon source ranged from +0.30 to +0.43 PgC yr<sup>-1</sup>, significantly larger than the western equatorial source near +0.04 PgC yr<sup>-1</sup> (<xref ref-type="bibr" rid="B20">Gruber et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B34">Takahashi et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B25">Landsch&#xfc;tzer et&#xa0;al., 2014</xref>). While in the temperate Pacific Ocean, the west-east difference of the carbon sink also existed for a long time (<xref ref-type="bibr" rid="B34">Takahashi et&#xa0;al., 2009</xref>), with still unclear influences and dynamic changes. Thus, based on the drivers selected by the Stepwise FFNN algorithm (<xref ref-type="bibr" rid="B44">Zhong et&#xa0;al., 2022</xref>), we reestimated the Pacific Ocean carbon sink in the last three decades and then explored the mechanism and long-term influence of the carbon sink differences between the western Pacific and the east.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<p>The Stepwise FFNN algorithm designed by <xref ref-type="bibr" rid="B44">Zhong et&#xa0;al. (2022)</xref> was used to reconstruct the gridded surface ocean <italic>p</italic>CO<sub>2</sub> data on different biogeochemical provinces divided based on the self-organizing neural network (SOM). Based on the measurements from the Surface Ocean CO<sub>2</sub> Atlas dataset version 2022 (<xref ref-type="bibr" rid="B3">Bakker et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B2">Bakker et&#xa0;al., 2022</xref>), we extended the previous 1&#xb0;&#xd7;1&#xb0; monthly <italic>p</italic>CO<sub>2</sub> product to the period January 1992 through December 2020 (<xref ref-type="bibr" rid="B43">Zhong, 2021</xref>). The reconstruction of <italic>p</italic>CO<sub>2</sub> data includes three steps. Firstly, the Pacific Ocean was divided into 5 biogeochemical provinces based on the SOM, using the climatological mean sea surface temperature, salinity, and mixed layer depth from ECCO<sub>2</sub> cube92 product (<xref ref-type="bibr" rid="B28">Menemenlis et&#xa0;al., 2008</xref>), nitrate, phosphate, silicate, and dissolved oxygen from the World Ocean Atlas 2018 (<xref ref-type="bibr" rid="B5">Boyer et&#xa0;al., 2018</xref>), and <italic>p</italic>CO<sub>2</sub> climatology from <xref ref-type="bibr" rid="B26">Landsch&#xfc;tzer et&#xa0;al. (2020)</xref>. All 12 months of the climatology products were input into one SOM network to include the seasonal variability in the biogeochemical province dividing. Secondly, the <italic>p</italic>CO<sub>2</sub> predictors were selected by the Stepwise FFNN algorithm from total alkalinity (<xref ref-type="bibr" rid="B6">Broullon et&#xa0;al., 2019</xref>), dissolved inorganic carbon (<xref ref-type="bibr" rid="B7">Broullon et&#xa0;al., 2020</xref>), and the <italic>p</italic>CO<sub>2</sub> drivers used in previous work (<xref ref-type="bibr" rid="B44">Zhong et&#xa0;al., 2022</xref>). Based on the same group of SOCAT samples, the predictors corresponding to the lowest <italic>p</italic>CO<sub>2</sub> predicting error calculated by the k-fold cross validation method were selected as the optimal <italic>p</italic>CO<sub>2</sub> predictors. Finally, based on the FFNN, the relationship between selected optimal <italic>p</italic>CO<sub>2</sub> predictors and surface ocean <italic>p</italic>CO<sub>2</sub> was fitted, and then the 1&#xb0;&#xd7;1&#xb0; monthly gridded <italic>p</italic>CO<sub>2</sub> product during 1992-2020 was constructed using the relationship and <italic>p</italic>CO<sub>2</sub> predictors. Compared with the original version (<xref ref-type="bibr" rid="B44">Zhong et&#xa0;al., 2022</xref>), we used multiple FFNNs with different initializations (controlled by the random seed mechanism of MATLAB) to calculate the average of the results for each error and the <italic>p</italic>CO<sub>2</sub> predicting value in the new version, to eliminate the unexpected influence of FFNN initial state and SOCAT sample sort order on the results. The selected <italic>p</italic>CO<sub>2</sub> predictors in different biogeochemical provinces of the Pacific suggested the most important <italic>p</italic>CO<sub>2</sub> drivers (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Biogeochemical province and corresponding <italic>p</italic>CO<sub>2</sub> predictors. Chl-a, chlorophyll-a concentration; MLD, mixed layer depth; W<sub>vel</sub>, w velocity of ocean currents at given depth; DO, dissolved oxygen; sLat, sine of latitude; sLon, sine of longitude; cLon, cosine of longitude; xCO<sub>2</sub>, dry air mixing ratio of atmospheric CO<sub>2</sub>; SSH, sea surface height; DIC, dissolved inorganic carbon; TA, total alkalinity; N<sub>mon</sub>, number of months since January 1992; anom, monthly anomaly.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1088181-g001.tif"/>
</fig>
<p>The sea-air CO<sub>2</sub> flux was estimated by the difference of <italic>p</italic>CO<sub>2</sub> across the interface (<xref ref-type="bibr" rid="B38">Watson et&#xa0;al., 2020</xref>):</p>
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</mml:mrow>
</mml:math>
</disp-formula>    <p>where F is the sea-air CO<sub>2</sub> flux (mol m<sup>-2</sup> yr<sup>-1</sup>). The <italic>p</italic>CO<sub>2w</sub> is the surface ocean <italic>p</italic>CO<sub>2</sub> (&#xb5;atm), and <italic>p</italic>CO<sub>2atm</sub> is the atmospheric <italic>p</italic>CO<sub>2</sub> (&#xb5;atm) calculated from the xCO<sub>2</sub> product (<xref ref-type="bibr" rid="B18">GLOBALVIEW-CO2, 2011</xref>). The a<sub>subskin</sub> and a<sub>skin</sub> are the solubility of CO<sub>2</sub> in the molecular boundary layer and cool skin (<xref ref-type="bibr" rid="B13">Donlon et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B41">Woolf et&#xa0;al., 2016</xref>), calculated from temperature and salinity (<xref ref-type="bibr" rid="B39">Weiss, 1974</xref>). The salinity product is from ECCO<sub>2</sub> cube92 (<xref ref-type="bibr" rid="B28">Menemenlis et&#xa0;al., 2008</xref>), with a difference of 0.1 between the skin and subskin salinity (<xref ref-type="bibr" rid="B41">Woolf et&#xa0;al., 2016</xref>). The NOAA/OAR/ESRL PSD, Optimum Interpolation SST V2 product is used for the skin temperature (<xref ref-type="bibr" rid="B4">Banzon et&#xa0;al., 2016</xref>), with a difference of -0.17K between the skin and subskin temperature (<xref ref-type="bibr" rid="B12">Donlon et&#xa0;al., 2002</xref>). The subskin correction for the cool skin was carried out in the sea-air CO<sub>2</sub> flux estimate as the foundation (1) (<xref ref-type="bibr" rid="B38">Watson et&#xa0;al., 2020</xref>). The parameter k is the transfer velocity of CO<sub>2</sub>, related to the wind speed (<xref ref-type="bibr" rid="B36">Wanninkhof, 1992</xref>):</p>
<disp-formula>
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>=</mml:mo>
<mml:mtext>&#x393;</mml:mtext>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>660</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mi>S</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where Sc is the Schmidt number of CO<sub>2</sub> in the given temperature. The parameter U is the average wind speed, using the high-resolution Cross-Calibrated Multi-Platform (CCMP) product (<xref ref-type="bibr" rid="B1">Atlas et&#xa0;al., 2011</xref>). &#x393; is a scale factor according to the wind product used, here we used 0.254 from the previous research based on the CCMP product (<xref ref-type="bibr" rid="B25">Landsch&#xfc;tzer et&#xa0;al., 2014</xref>).</p>
<p>In this work, the spatial coverage of the Pacific was defined as 85&#xb0;S-70&#xb0;N, and the analysis was based on the RECCAP areas, including the north subpolar Pacific (north of 44&#xb0;N), northern temperate Pacific (18-44&#xb0;N), equatorial Pacific (18&#xb0;S-18&#xb0;N) and southern temperate Pacific (18-44&#xb0;S), and the Pacific sector of the Southern Ocean (south of 44&#xb0;S). The boundary between the western Pacific and the east was defined as 174&#xb0;W in the north of 18&#xb0;N, 158&#xb0;W in the 18&#xb0;S-18&#xb0;N, and 139&#xb0;W in the south of 18&#xb0;S, to make the surface areas nearly equal between the west and the east. The areas shallower than 500m were considered coastal areas and removed.</p>    <p>The uncertainty of sea-air CO<sub>2</sub> flux estimate includes mainly three parts: the uncertainty of transfer velocity k, the cool skin impact, and the uncertainty in the surface ocean <italic>p</italic>CO<sub>2</sub> reconstruction. The uncertainty of transfer velocity k was related to the wind product and considered about 5-30% (<xref ref-type="bibr" rid="B34">Takahashi et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B21">Ho et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B42">Woolf et&#xa0;al., 2019</xref>), and here we used 10%. Recent research suggested an underestimate of 0.35 PgC yr<sup>-1</sup> in the global ocean carbon sink caused by the cool skin impact (<xref ref-type="bibr" rid="B42">Woolf et&#xa0;al., 2019</xref>). The uncertainty caused by the temperature and salinity gradient was considered 3% and 1.7% after the subskin correction, respectively (<xref ref-type="bibr" rid="B41">Woolf et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B38">Watson et&#xa0;al., 2020b</xref>). The last uncertainty term came from the reconstruction of gridded surface ocean <italic>p</italic>CO<sub>2</sub> data, including the <italic>p</italic>CO<sub>2</sub> measurement uncertainty, the uncertainty of averaging to 1&#xb0;&#xd7;1&#xb0; grids, and the <italic>p</italic>CO<sub>2</sub> interpolation uncertainty. Thus, the total uncertainty in the <italic>p</italic>CO<sub>2</sub> reconstruction was calculated on average (<xref ref-type="bibr" rid="B35">Wang et&#xa0;al., 2014</xref>):</p>
<disp-formula>
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>=</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>meas</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>+</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>grid</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>+</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>map</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>    <p>where the measurement uncertainty &#x3c3;(meas) was about 2-5 &#x3bc;atm (<xref ref-type="bibr" rid="B30">Pfeil et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B37">Wanninkhof et&#xa0;al., 2013b</xref>), which was lower than the others and can be neglected (<xref ref-type="bibr" rid="B25">Landsch&#xfc;tzer et&#xa0;al., 2014</xref>). The uncertainty of averaging to 1&#xb0;&#xd7;1&#xb0; grids, &#x3c3;(grid), used 5 &#x3bc;atm from the previous research (<xref ref-type="bibr" rid="B32">Sabine et&#xa0;al., 2013</xref>). For the <italic>p</italic>CO<sub>2</sub> interpolation uncertainty &#x3c3;(map), we used the predicting error of 7-25 &#x3bc;atm in each biogeochemical province (<xref ref-type="bibr" rid="B44">Zhong et&#xa0;al., 2022</xref>). The uncertainty in each province was calculated following (<xref ref-type="bibr" rid="B25">Landsch&#xfc;tzer et&#xa0;al., 2014</xref>):</p>
<disp-formula>
<label>(4)</label>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mo>&lt;</mml:mo>
<mml:mi>p</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&gt;</mml:mo>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>grid</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mrow>
<mml:mtext>eff</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>grid</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>+</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>map</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mrow>
<mml:mtext>eff</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>map</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The &#x3c3;(&lt;<italic>p</italic>CO<sub>2</sub>&gt;) calculated from the <italic>p</italic>CO<sub>2</sub> interpolation uncertainty ranges from 2 to 7 &#x3bc;atm in each province. Based on the average CO<sub>2</sub> transfer velocity of 0.06&#xa0;mol C m<sup>-2</sup> yr<sup>-1</sup> in the Pacific Ocean, the uncertainty &#x3c3;(<italic>p</italic>CO<sub>2</sub>) caused by the <italic>p</italic>CO<sub>2</sub> interpolation error in different provinces ranges from &#xb1;0.03 to &#xb1;0.13 PgC yr<sup>-1</sup>. The total uncertainty of <italic>p</italic>CO<sub>2</sub> interpolation estimated by the sum of squares of &#x3c3;(<italic>p</italic>CO<sub>2</sub>) in each province was &#xb1;0.16 PgC yr<sup>-1</sup>, corresponding to roughly 22% of the average Pacific Ocean carbon sink estimated below. Thus, combining the uncertainties stemming from transfer velocity, cool skin influences, and <italic>p</italic>CO<sub>2</sub> interpolation, the final uncertainty was &#xb1;24.4% (<inline-formula>
<mml:math display="inline" id="im1">
<mml:mrow>
<mml:mo>=</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mn>10</mml:mn>
<mml:msup>
<mml:mo>%</mml:mo>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>+</mml:mo>
<mml:mn>3</mml:mn>
<mml:msup>
<mml:mo>%</mml:mo>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>+</mml:mo>
<mml:mn>1.7</mml:mn>
<mml:msup>
<mml:mo>%</mml:mo>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>+</mml:mo>
<mml:mn>22</mml:mn>
<mml:msup>
<mml:mo>%</mml:mo>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:math>
</inline-formula>), using the square root of the sum squares propagation, corresponds to &#xb1; 0.17 PgC yr<sup>-1</sup> (1&#x3c3;).</p>
<p>The paired-sample <italic>t</italic>-test was conducted to examine whether the difference in CO<sub>2</sub> flux between the western and eastern Pacific is statistically significant at a 1% significance level. The <italic>p</italic>-value was calculated from the total CO<sub>2</sub> flux of the western and eastern Pacific in each month. When the <italic>p</italic>-value is lower than 0.01, the west-east CO<sub>2</sub> flux difference is statistically significant.</p>
</sec>
<sec id="s3">
<title>Climatological mean west-east difference in sea-air CO<sub>2</sub> flux</title>
<p>The average Pacific Ocean carbon sink during 1992-2020 was -0.73 &#xb1; 0.17 PgC yr<sup>-1</sup>, with large seasonal variability. The seasonal variability of CO<sub>2</sub> flux is basically dominated by the variation of surface ocean <italic>p</italic>CO<sub>2</sub> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The climatological mean sea-air CO<sub>2</sub> flux of the Pacific was -0.80 &#xb1; 0.18 PgC yr<sup>-1</sup> in January and -0.37 &#xb1; 0.16 PgC yr<sup>-1</sup> in July. Despite the significant seasonal change in the total carbon sink of the Pacific Ocean, great CO<sub>2</sub> flux differences were found between the western and eastern Pacific in all seasons. In January, the western Pacific was a stronger carbon sink than the east, with a difference of 0.80 PgC yr<sup>-1</sup> (n=29, p&lt;0.01, paired-sample <italic>t</italic>-tests). This west-east difference became 0.71 PgC yr<sup>-1</sup> when the western carbon sink weakened and the eastern Pacific became a carbon source in July (n=29, p&lt;0.01, paired-sample <italic>t</italic>-tests).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Seasonal variability of surface ocean <italic>p</italic>CO<sub>2</sub> and CO<sub>2</sub> flux. <bold>(A)</bold> and <bold>(B)</bold>: climatological mean surface ocean <italic>p</italic>CO<sub>2</sub> in January and July; <bold>(C)</bold> and <bold>(D)</bold>: climatological mean sea-air CO<sub>2</sub> flux in January and July; <bold>(E)</bold> and <bold>(F)</bold>: climatological mean wind speed in January and July from CCMP product (<xref ref-type="bibr" rid="B40">Wentz et al., 2015</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1088181-g002.tif"/>
</fig>
<p>On the regional scale, the west-east CO<sub>2</sub> flux difference was most significant in the equatorial Pacific, then the temperate oceans and subpolar oceans in January. While the west-east CO<sub>2</sub> flux differences in the north temperate oceans and subpolar oceans largely reduced in July. In the north subpolar Pacific, the surface ocean <italic>p</italic>CO<sub>2</sub> and CO<sub>2</sub> flux showed large seasonal variability, consistent with previous climatology research (<xref ref-type="bibr" rid="B34">Takahashi et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B26">Landsch&#xfc;tzer et&#xa0;al., 2020</xref>). The carbon source in the west of the north subpolar Pacific was more intense than in the east in January, with a difference of 0.11 PgC yr<sup>-1</sup> (n=29, p&lt;0.01, paired-sample <italic>t</italic>-tests). The carbon source in the subpolar Pacific was caused by the transport of deep waters with high DIC toward the surface in winter (<xref ref-type="bibr" rid="B11">DeVries et&#xa0;al., 2017</xref>), and turned into a weak carbon sink due to the biological consumption of CO<sub>2</sub> in strongly stratified shallow mixed layers in summer (<xref ref-type="bibr" rid="B34">Takahashi et&#xa0;al., 2009</xref>). The <italic>p</italic>CO<sub>2</sub> predictors selected by the Stepwise FFNN algorithm suggested that nitrate, alkalinity, and chlorophyll concentration were the most important <italic>p</italic>CO<sub>2</sub> drivers in the north subpolar Pacific, supporting the dominance of biological activities on the <italic>p</italic>CO<sub>2</sub> variation. The west-east difference in CO<sub>2</sub> flux decreased to 0.02 PgC yr<sup>-1</sup> in July (n=29, p&lt;0.01, paired-sample <italic>t</italic>-tests), with a stronger carbon sink in the west than in the east. The more significant CO<sub>2</sub> flux west-east difference in winter than in summer was caused by the difference in the gas transfer velocity related to the wind speed, which was significantly higher in winter (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2E, F</bold>
</xref>).</p>
<p>The strong seasonal variation of <italic>p</italic>CO<sub>2</sub> in the northern temperate Pacific is mainly caused by the seasonal variation of sea surface temperature, which leads to a strong carbon sink close to about -5&#xa0;mol m<sup>-2</sup> yr<sup>-1</sup> in winter and a weak carbon source near 1&#xa0;mol m<sup>-2</sup> yr<sup>-1</sup> in summer appeared alternately. Similarly, the west-east CO<sub>2</sub> flux difference was also more significant in winter, reaching 0.27 PgC yr<sup>-1</sup> in January (n=29, p&lt;0.01, paired-sample <italic>t</italic>-tests), with a stronger carbon sink in the western Pacific than the east. This is far greater than the west-east difference of 0.03 PgC yr<sup>-1</sup> in July (n=29, p&lt;0.01, paired-sample <italic>t</italic>-tests), where the different wind speed in each season was also partly responsible. Because the average wind speed during winter of the western temperate Pacific in the 30-45&#xb0;N region was much higher than that in the eastern temperate Pacific, the west-east CO<sub>2</sub> flux difference was more significant than in summer. However, in the 10-30&#xb0;N, there was a relatively stronger carbon sink in the eastern Pacific, while the 10-30&#xb0;N area was overall a weak sink in winter. In summer, this carbon sink area in the eastern Pacific did not turn into a carbon source with the rising temperature like the surrounding areas but sustained with weak intensity, reducing the west-east CO<sub>2</sub> flux difference in the north temperate Pacific during summer. The formation of this weak sink area may be due to the lower SST in the eastern Pacific. The ECCO2 Cube92 SST product shows that the average SST in the Eastern Pacific was 1.9&#xb0;C lower than that in the western Pacific in winter and about 1.3&#xb0;C lower in summer in the 10-30&#xb0;N region. Except for this weak sink area, the seasonal variability pattern was the same between the western Pacific and the east in most parts of the northern temperate oceans. Similar to the northern temperate oceans, in summer, the carbon source in the western Pacific was significantly weaker than that of the eastern Pacific in the southern temperate Pacific 18-44&#xb0;S. However, in winter, the western Pacific Ocean is overall a strong carbon sink, while the eastern Pacific Ocean has a weak carbon sink and a carbon source area. This is mainly caused by the mixing of high <italic>p</italic>CO<sub>2</sub> water from the equatorial oceans and low <italic>p</italic>CO<sub>2</sub> water from the Southern Ocean in the South Pacific.</p>
<p>In the eastern equatorial Pacific 18S-18N, the upwelling transported deep waters with high DIC toward the surface layer, leading to the strongest carbon source region and basically stable intensity in different seasons (<xref ref-type="bibr" rid="B25">Landsch&#xfc;tzer et&#xa0;al., 2014</xref>). The surface seawater with high <italic>p</italic>CO<sub>2</sub> is transported westward under the influence of the westward-flowing South Equatorial Current (<xref ref-type="bibr" rid="B16">Feely et&#xa0;al., 1999</xref>), with carbon dioxide constantly releasing from seawater to the atmosphere. A westward decreasing <italic>p</italic>CO<sub>2</sub> gradient was found in the equatorial Pacific, resulting in a more intense carbon source in the east than the west (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The west-east difference was smaller in spring and autumn and the most significant in summer, ranging from 0.28 to 0.46 PgC yr<sup>-1</sup> in different seasons.</p>
<p>For the long-term average total CO<sub>2</sub> flux during 1992-2020, the average total flux between the western and eastern Pacific was also significant, especially in the equatorial and temperate oceans. (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). In the northern temperate Pacific (18-44&#xb0;N), the strong carbon sink was found in both the west and the eastern Pacific, with a difference of 0.13 PgC yr<sup>-1</sup> in the average flux (n=348, p&lt;0.01, paired-sample <italic>t</italic>-tests). The west-east difference of 0.37 PgC yr<sup>-1</sup> in the equatorial Pacific was the most significant (n=348, p&lt;0.01, paired-sample <italic>t</italic>-tests), caused by the strong carbon sources in the eastern Pacific. The average carbon source in the equatorial Pacific east of 158&#xb0;W was +0.38 &#xb1; 0.10 PgC yr<sup>-1</sup>, extremely stronger than the +0.01 &#xb1; 0.10 PgC yr<sup>-1</sup> in the west. The strongest carbon source in the eastern equatorial Pacific Ocean also affected the distribution pattern of carbon sinks in the southern temperate Pacific. The high <italic>p</italic>CO<sub>2</sub> seawater from the eastern tropical region was mixed with the low <italic>p</italic>CO<sub>2</sub> seawater from the Southern Ocean in the southern temperate Pacific, resulting in a significantly higher carbon sink intensity in the western Pacific than in the eastern Pacific and a west-east flux difference of 0.22 PgC yr<sup>-1</sup> (n=348, p&lt;0.01, paired-sample <italic>t</italic>-tests). Overall, the average total flux was -0.72 &#xb1; 0.17 PgC yr<sup>-1</sup> in the whole western Pacific and -0.01 &#xb1; 0.16 PgC yr<sup>-1</sup> in the eastern Pacific, showing a significant difference. This great west-east CO<sub>2</sub> flux difference was caused by the stronger carbon sink in the western temperate Pacific and the stronger carbon source in the eastern equatorial Pacific.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Distribution of the average sea-air CO<sub>2</sub> flux during 1992-2020. Numbers in each region are the average total CO<sub>2</sub> flux (in PgC yr<sup>-1</sup>), separated by the 174&#xb0;W, 158&#xb0;W, and 139&#xb0;W longitude boundaries. The latitude boundaries are 44&#xb0;N, 18&#xb0;N, 18&#xb0;S, and 44&#xb0;S.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1088181-g003.tif"/>
</fig>
</sec>
<sec id="s4">
<title>Interannual variability of the Pacific sea-air CO<sub>2</sub> flux and the west-east flux differences</title>
<p>Over the past three decades, the total Pacific carbon sink fluctuated significantly during the two important El Nino events of 1997-1998 and 2015-2016 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). This fluctuation was mainly caused by the weakening of the eastern equatorial Pacific carbon source driven by the El Nino events (<xref ref-type="bibr" rid="B16">Feely et&#xa0;al., 1999</xref>). The weakening eastern equatorial Pacific carbon source led to the strengthening Pacific carbon sink during the El Nino events. In contrast, during the La Nina events such as 2011, the western sink weakened and the eastern source strengthened. Despite the large short-term variability, the Pacific Ocean carbon sink showed a weak strengthening trend during the last three decades. The western Pacific carbon sink steadily strengthened from -0.56 &#xb1; 0.17 PgC yr<sup>-1</sup> in 1992 to -0.78 &#xb1; 0.18 PgC yr<sup>-1</sup> in 2020 and the eastern Pacific carbon source weakened slightly. Since 2008, the global ocean carbon sink has strengthened rapidly, while the Pacific Ocean carbon sink did not contribute much to this trend. Due to the strengthening Pacific Ocean carbon sink and the weakening of the Southern Ocean carbon sink in the 1990s, the contribution of the Pacific Ocean on the global ocean CO<sub>2</sub> uptakes increased to about 50% in 2001 from 35% in 1992. Since 2001, the restrengthening Southern Ocean carbon sink has been more rapid than the strengthening of the Pacific carbon sink, resulting in a decreasing contribution of the Pacific carbon sink to 36% until 2020. The contribution of the total Pacific sink was nearly the same as the contribution of the western Pacific carbon sink on the global ocean CO<sub>2</sub> uptakes because the eastern Pacific was a carbon source in most years. Although the Pacific Ocean carbon sink was continuously strengthening during the last three decades, the decreasing proportion of the Pacific carbon sink suggested the main contribution of other basins to the strengthening of the global ocean carbon sink, such as the Southern Ocean and the Atlantic Ocean.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Interannual variability of sea-air CO<sub>2</sub> flux and the west-east difference in the Pacific. <bold>(A)</bold>: total CO<sub>2</sub> flux of the western and eastern Pacific; <bold>(B)</bold>: total CO<sub>2</sub> flux in different latitudes of the western Pacific; <bold>(C)</bold> total CO<sub>2</sub> flux in different latitudes of the eastern Pacific; <bold>(D)</bold>: the west-east difference of CO<sub>2</sub> flux in different latitudes (flux<sub>west</sub>-flux<sub>east</sub>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1088181-g004.tif"/>
</fig>
<p>Previous studies suggested that 72% of the variation in equatorial Pacific flux is related to ENSO signals (<xref ref-type="bibr" rid="B25">Landsch&#xfc;tzer et&#xa0;al., 2014</xref>). Comparing the CO<sub>2</sub> flux in the western and eastern Pacific Ocean, it can be found that not only the intensity of the eastern equatorial Pacific carbon source, the interannual variability of the western equatorial Pacific weak source was also highly related to the El Nino events (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4B, C</bold>
</xref>). During the El Nino events in 1997-1998 and 2015-2016, the western equatorial Pacific source also weakened, with smaller fluctuation than the eastern equatorial Pacific source. The eastern equatorial Pacific carbon source has not been continuously strengthening or weakening, with significant short-term fluctuation instead. At the same time, the long-term weakening trend of the western equatorial Pacific carbon source was more evident. Since 2013, the weakening western equatorial Pacific carbon source has become a weak carbon sink.</p>
<p>The north subpolar Pacific Ocean (north of 44&#xb0;N) was overall a weak carbon sink, with the intensity fluctuating around -0.07 &#xb1; 0.10 PgC yr<sup>-1</sup>. The western temperate Pacific was a strong carbon sink and showed an evident strengthening trend. The northern temperate carbon sink of the western Pacific strengthened from -0.26 &#xb1; 0.04 PgC yr<sup>-1</sup> in 1992 to -0.33 &#xb1; 0.05 PgC yr<sup>-1</sup> in 2020, while the southern temperate carbon sink strengthened more rapidly and reached -0.36 &#xb1; 0.05 PgC yr<sup>-1</sup> in 2020. While in the eastern temperate Pacific Ocean, the northern temperate ocean was a stronger carbon sink than the south but sustained relatively stable, unlike the continuously strengthening southern temperate carbon sink. The northern temperate carbon sink of the eastern Pacific strengthened by only 0.03 PgC in the last three decades, even lower than the short-term variability during ENSO events. The southern temperate carbon sink of the eastern Pacific strengthened by 0.12 PgC during the last three decades, close to the speed in the western Pacific 18-44&#xb0;S.</p>
<p>
<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref> shows the west-east difference of CO<sub>2</sub> flux at different latitudes of the Pacific Ocean (western Pacific flux minus Eastern Pacific flux) and its interannual variability. The west-east difference was the most significant in the equatorial Pacific region, reaching 0.44 PgC yr<sup>-1</sup> in 2020. Due to the rapidly weakening eastern equatorial Pacific carbon source during ENSO events, the west-east difference of CO<sub>2</sub> flux in the equatorial Pacific also decreased. Especially during the 1997-1998 and 2015-2016 ENSO events, the west-east difference decreased by nearly 0.15 PgC yr<sup>-1</sup>. However, the influence of La Nina events on the west-east difference of CO<sub>2</sub> flux in the equatorial Pacific was far less than the El Nino events. The west-east difference of CO<sub>2</sub> flux in the equatorial Pacific rose again immediately after the El Nino events ended, and no such evident variation was found during the La Nina event in 2011. In addition, the weakening western equatorial Pacific carbon source and relatively stable eastern intense source caused an increase west-east difference of CO<sub>2</sub> flux in the equatorial Pacific during the last three decades (p&lt;0.001).</p>
<p>The increasing west-east difference of CO<sub>2</sub> flux was also found in the northern temperate Pacific during the last three decades (p&lt;0.001), with a relatively slower speed due to the small difference between the strengthening speed of the western and the eastern carbon sink. Although there is no significant difference in <italic>p</italic>CO<sub>2</sub> growth between the western Pacific and Eastern Pacific in 18-44&#xb0;N, the higher wind speed in the western Pacific causes a faster increase of CO<sub>2</sub> flux in the western Pacific. While in the southern temperate Pacific, the west-east difference of CO<sub>2</sub> flux increased slightly in the 1990s (p&lt;0.001), with a not significant trend during the last two decades (p=0.41). On the opposite, the west-east difference of CO<sub>2</sub> flux in the north subpolar Pacific slightly decreased in the 1990s (p=0.003), and then continuously increased since 2013 (p&lt;0.001), with a stronger sink in the eastern Pacific. The west-east difference of CO<sub>2</sub> flux in the Pacific sector of the Southern Ocean was near zero in 1992, and then increased to 0.04 PgC yr<sup>-1</sup> in 2020 (p&lt;0.001).</p>
<p>Due to the increasing west-east difference of CO<sub>2</sub> flux in the equatorial and northern temperate Pacific, the total west-east difference in the Pacific increased from 0.41 PgC yr<sup>-1</sup> in 1992 to 0.88 PgC yr<sup>-1</sup> in 2014 (p&lt;0.001). It then fluctuated and reached 0.73 PgC yr<sup>-1</sup> until 2020 under the influence of decreasing difference in the southern temperate Pacific and the increasing inverted difference in the north subpolar Pacific. Despite the limited influence on the long-term trend of the west-east difference, the El Nino events during 1997-1998 and 2015-2016 caused a decrease of nearly 0.25 PgC yr<sup>-1</sup> in the entire west-east difference of Pacific CO<sub>2</sub> flux in short years.</p>
</sec>
<sec id="s5" sec-type="discussion">
<title>Discussion</title>
<p>With the remarkable differences in CO<sub>2</sub> flux between the eastern and western Pacific, the eastern Pacific released more CO<sub>2</sub> than the west in the equatorial oceans, while the western Pacific uptakes more CO<sub>2</sub> than the east in the temperate oceans. The long-standing difference in the carbon budget between the western and the eastern Pacific may cause differences in the seawater acidification rate. The pH in the western Pacific may decrease more rapidly due to greater CO<sub>2</sub> uptakes. However, the pH measurements from the GLODAP dataset suggested a different conclusion in the surface ocean of the Pacific (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). In the western temperate Pacific 18-44&#xb0;N, the average pH at 0-30m decreased by 0.0013 units per year, slightly slower than the average speed of -0.0016 units per year in the eastern temperate Pacific at 0-30&#xa0;m (<xref ref-type="bibr" rid="B27">Lauvset et&#xa0;al., 2021</xref>). Previous research suggested a global average pH decreasing speed of 0.0016 units per year (<xref ref-type="bibr" rid="B8">Chau et&#xa0;al., 2020</xref>), higher than the GLODAP suggested in the surface ocean of the western temperate Pacific. However, the average pH decreasing speed calculated from discrete measurements may be influenced by the number and location of samples. Gridded pH product from the Japan Meteorological Agency (JMA) and the Global ocean biogeochemistry hindcast suggested an average acidification speed of 0.0017-0.0020 per year in the western temperate Pacific 18-44&#xb0;N, compared to the 0.0018-0.0019 per year in the east (<xref ref-type="bibr" rid="B29">Perruche, 2018</xref>; <xref ref-type="bibr" rid="B22">Iida et&#xa0;al., 2021</xref>). The differences in the average pH decreasing speed between the western and eastern Pacific seems insignificant. Comparing the average growth rate between the western and eastern temperate Pacific 18-44&#xb0;N, the west-east difference was not significant in both JMA (p=0.64, paired-sample <italic>t</italic>-tests) and GOB (p=0.54, paired-sample <italic>t</italic>-tests) products. Also, the decadal trend of the west-east difference in the average pH growth rate was not statically significant (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>), although the west-east difference in CO<sub>2</sub> flux was increasing during the last three decades. It can be concluded that the west-east difference in the CO<sub>2</sub> flux did not cause a difference in the surface ocean acidification speed in the last three decades.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Average pH in the northern temperate Pacific (18-44&#xb0; N) from GLODAP and gridded pH product during 1992-2020. <bold>(A)</bold>: average pH in the western Pacific 18-44&#xb0; N at 0-30m; <bold>(B)</bold>: average pH in the eastern Pacific 18-44&#xb0; N at 0-30m; <bold>(C)</bold>: average surface ocean pH in the western and eastern temperate Pacific 18-44&#xb0; N from the Japan Meteorological Agency (JMA) product and the Global ocean biogeochemistry hindcast product (<xref ref-type="bibr" rid="B29">Perruche, 2018</xref>; <xref ref-type="bibr" rid="B22">Iida et&#xa0;al., 2021</xref>); <bold>(D)</bold>: west-east difference in the average pH growth rate of different pH products (trend<sub>west</sub>-trend<sub>east</sub>), the positive values suggest that the pH in the eastern Pacific decreases faster. The symbol &#x201c;*&#x201d; represents a multiplication sign.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1088181-g005.tif"/>
</fig>
<p>The inconsistent west-east difference in the CO<sub>2</sub> flux and pH decreasing speed was because the CO<sub>2</sub> absorbed in the western temperate Pacific did not only stay in the surface oceans, but was mainly transferred to the particulate organic carbon (POC) by the phytoplankton on the surface. The POC then transported toward deeper waters, with remineralization releasing CO<sub>2</sub> and causing the pH to decrease. The remote sensing monitor data suggested a higher surface POC concentration in the western Pacific Ocean (<xref ref-type="bibr" rid="B33">Stramski et&#xa0;al., 2008</xref>). In the western Pacific 30-44&#xb0; N, where the carbon sink was significantly strong, the surface POC concentration was higher than 50 mg m<sup>-3</sup> (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). While in the same latitude of the eastern Pacific, the POC concentration was lower. The higher POC in the surface ocean further resulted in a higher POC flux at 0-600m in the western Pacific than in the east (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). However, the POC is continuously degraded as it sinks downward, with part of the carbon left in the waters. So the vertical transport of CO<sub>2</sub> absorbed in the surface toward deeper waters through the biological pump counteracted the effect of increasing west-east difference of CO<sub>2</sub> uptakes in the temperate Pacific.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Long-term average distribution of <bold>(A)</bold> surface POC concentration during 2002-2020 (<xref ref-type="bibr" rid="B33">Stramski et&#xa0;al., 2008</xref>), <bold>(B)</bold> POC flux at 30-600m during 1988-2019 (the POC flux data were collected from references listed in supplement), and <bold>(C)</bold> change of anthropogenic CO<sub>2</sub> in the Pacific at 200-600m during 1994-2007 (<xref ref-type="bibr" rid="B19">Gruber et&#xa0;al., 2019</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1088181-g006.tif"/>
</fig>
<p>On the other hand, the significant west-east difference in the carbon sink intensity resulted in a great west-east difference in the change of carbon inventory according to the estimate of anthropogenic carbon change (&#x394;C<sub>ant</sub>) during 1994-2007 at 200-600m (<xref ref-type="bibr" rid="B19">Gruber et&#xa0;al., 2019</xref>). The &#x394;C<sub>ant</sub> in the western Pacific at 200-600m is much higher than that in the eastern Pacific (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>). However, most of the particulate organic carbon was degraded in the water above 600m, with only a fraction of POC continuing to move downward, which resulted in a smaller west-east difference in &#x394;C<sub>ant</sub> in the deeper water bodies. While at 0-200m, the abundant carbon was delivered downward in organic form through sedimentation and inorganic form through vertical mixing, leading to a significant increase in the carbon inventory of both the western and eastern temperate Pacific. As a result, the &#x394;cant during 1994-2007 at 0-200m in the temperate Pacific was higher than 14 &#xb5;mol kg<sup>-1</sup> (<xref ref-type="bibr" rid="B19">Gruber et&#xa0;al., 2019</xref>). At the same time, the west-east difference of &#x394;C<sub>ant</sub> was small and less evident in the spatial distribution due to the high values of &#x394;C<sub>ant</sub> in the temperate Pacific. Overall, the west-east difference of carbon sinks in the northern temperate Pacific Ocean did not cause a higher acidification speed in the western Pacific than the east at the surface ocean. In addition, more carbon absorbed in the western Pacific led to a larger &#x394;C<sub>ant</sub> below 200m. However, the same difference was found in the southern temperate Pacific. It may also attribute to the west-east difference of POC delivered downward driven by the difference of sea-air CO<sub>2</sub> flux, despite the limited POC flux measurements supporting.</p>
</sec>
<sec id="s6" sec-type="conclusions">
<title>Conclusions</title>
<p>We reestimated the sea-air CO<sub>2</sub> flux in the Pacific Ocean during 1992-2020 using the gridded surface ocean <italic>p</italic>CO<sub>2</sub> data constructed by the Stepwise-FFNN algorithm. Comparing the CO<sub>2</sub> flux in the western and eastern Pacific, we found that the west-east CO<sub>2</sub> flux difference existed in all seasons, with the most significant seasonal change in the north temperate Pacific driven by wind speed changes. In the last three decades, the average total carbon sink was -0.72 &#xb1; 0.18 PgC yr<sup>-1</sup> in the western Pacific and -0.01 &#xb1; 0.16 PgC yr<sup>-1</sup> in the eastern Pacific, showing a increasing difference between the east and west. The west-east difference in the equatorial Pacific decreased significantly during El Nino events due to the weakening eastern equatorial carbon source but rose back quickly after El Nino events ended. The west-east difference in the 18-44&#xb0;N region was also affected by El Nino events, but the scale was lower than that in the equatorial region. On the decadal scale, although the western Pacific has uptake more CO<sub>2</sub> than the east for decades, the west-east CO<sub>2</sub> flux difference was still increasing in the north temperate and equatorial Pacific. In contrast, the differences in other regions were relatively stable. With the strengthening western Pacific carbon sink and the relatively stable eastern Pacific carbon source, the west-east difference of CO<sub>2</sub> flux in the entire Pacific increased from 0.41 PgC yr<sup>-1</sup> in 1992 to 0.88 PgC yr<sup>-1</sup> in 2014, but then decreased to 0.73 PgC yr<sup>-1</sup> until 2020 due to the decreasing difference in the southern temperate Pacific and the increasing inverted difference in the north subpolar Pacific. However, the increasing west-east difference in CO<sub>2</sub> uptakes during the last three decades did not cause a difference in the surface ocean acidification speed between the west and east of the temperate Pacific. The greater CO<sub>2</sub> absorbed in the western Pacific was transferred to the particulate organic carbon by the phytoplankton at surface water and transported toward deeper waters. In addition, the stronger carbon sink in the western Pacific caused a higher POC flux at 30-600m. With more POC delivered downward, the anthropogenic carbon in the western Pacific increased more rapidly than in the east. Because most parts of the POC degraded above 600m and the inorganic carbon was transported downward by vertical mixing at 0-200m, the west-east difference of increased anthropogenic carbon was more significant at 200-600&#xa0;m.</p>
</sec>
<sec id="s7" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>GZ, JM, and XL analyzed the data, and GZ wrote this paper. JS, HY, LD, and FW improved this paper. BQ, YW, BZ, and NL contributed to the public share and maintenance of CO<sub>2</sub> flux data used in the paper. QW, JX, and DT collected and consolidated the POC flux data. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>This research has been supported by the National Natural Science Foundation of China (grant nos. 91958103), the Marine S&amp;T Fund of Shandong Province for the Pilot National Laboratory for Marine Science and Technology (Qingdao) (No. 2022QNLM040003), the National Key Research and Development Program of China (No.2017YFA0603204), Shandong Province and Yantai City Talent Programs, the Wenhai Program of QNLM (No. 2021WHZZB0900), the National Natural Science Foundation of China (grant nos. 42176200, and 41906035), and the Natural Science Foundation of Shandong Province (grant no. ZR2020YQ28, and ZR2019BD068).</p>
</sec>
<sec id="s10" sec-type="acknowledgement">
<title>Acknowledgments</title>
<p>We thank the data support of Marine Science Data Center and Public Technical Service Center, institute of Oceanology, Chinese Academy of Sciences. We thank SOCAT for sharing the <italic>p</italic>CO<sub>2</sub> observation data. The Surface Ocean CO<sub>2</sub> Atlas (SOCAT) is an international effort, endorsed by the International Ocean Carbon Coordination Project (IOCCP), the Surface Ocean Lower Atmosphere Study (SOLAS) and the Integrated Marine Biosphere Research (IMBeR) program, to deliver a uniformly quality-controlled surface ocean CO<sub>2</sub> database. The many researchers and funding agencies responsible for the collection of data and quality control are thanked for their contributions to SOCAT.</p>
</sec>
<sec id="s11" 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="s12" 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="s13" 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.2022.1088181/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.1088181/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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