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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2023.1107646</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>Rapid changes in the surface carbonate system under complex mixing schemes across the Bering Sea: a comparative study of a forward voyage in July and a return voyage in September 2018</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1920648"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Yingxu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1155128"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cai</surname>
<given-names>Wei-Jun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/113973"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ouyang</surname>
<given-names>Zhangxian</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1634996"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhuang</surname>
<given-names>Yanpei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Liqi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/686739"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Qi</surname>
<given-names>Di</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1781205"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Polar and Marine Research Institute, College of Harbor and Coastal Engineering, Jimei University</institution>, <addr-line>Xiamen</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Marine Science and Policy, University of Delaware</institution>, <addr-line>Newark, DE</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Marta &#xc1;lvarez, Spanish Institute of Oceanography (IEO), Spain</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Keyhong Park, Korea Polar Research Institute, Republic of Korea; Yan Bai, Ministry of Natural Resources, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Di Qi, <email xlink:href="mailto:qidi@jmu.edu.cn">qidi@jmu.edu.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1107646</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Yang, Wu, Cai, Ouyang, Zhuang, Chen and Qi</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Yang, Wu, Cai, Ouyang, Zhuang, Chen and Qi</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>Regulated by the rapid changes in temperature, mixing, and biological production during warm seasons, the surface carbonate system in the Bering Sea is subject to significant spatial-temporal variability. However, the seasonal evolution of the carbon cycle and its controls are less clear due to the lack of observations. Here, we present the carbonate data collected during a forward voyage in July and a return voyage in September 2018 across the Bering Sea. For both voyages, we show distinct dissolved inorganic carbon versus total alkalinity (DIC-TA) relationships and partial pressure of CO<sub>2</sub> (<italic>p</italic>CO<sub>2</sub>) distribution patterns in the Southern Basin (54-57&#xb0;N), the Northern Basin (57-59&#xb0;N), the Slope (59-61&#xb0;N), the Shelf (61-64&#xb0;N), and the Bering Strait (&gt;64&#xb0;N). In the Southern Basin, the Northern Basin, and the Slope, surface water was a two end-member mixing of Rainwater and Bering Summer Water (BSW) during the forward voyage and a two end-member mixing of North Pacific Surface Water (NPSW) and BSW during the return voyage. As a result, the observed DIC was almost consistent with the conservative mixing line, with a slight DIC addition/removal of -8.6~5.8 &#xb5;mol kg<sup>-1</sup>, suggesting low biological production/respiration during both voyages. Seasonally, the higher factions of NPSW featuring low <italic>p</italic>CO<sub>2</sub> during the return voyage dominated the <italic>p</italic>CO<sub>2</sub> drawdown from July to September in the Southern Basin and the Slope. On the Shelf, the surface water was a two end-member mixing of plume water from the Anadyr River and BSW during both voyages, but the decreased DIC consumption via biological production from 59.9 &#xb1; 25.8 &#xb5;mol kg<sup>-1</sup> to 34.8 &#xb1; 14.0 &#xb5;mol kg<sup>-1</sup> contributed to the <italic>p</italic>CO<sub>2</sub> increase from July to September. In the Bering Strait, the coastal area was characterized by the influence of plume water from the Anadyr River in July and the coastal upwelling in September. The high biological production in plume water made a strong CO<sub>2</sub> sink during the forward voyage, while the upwelling of carbon-enriched subsurface water with minor DIC consumption made the coastal ecosystem a strong CO<sub>2</sub> source during the return voyage. In different geographical regions, the observed seawater <italic>p</italic>CO<sub>2</sub> was much lower than the overlying atmospheric CO<sub>2</sub>, resulting in a net CO<sub>2</sub> sink with fluxes of -2.1~-14.0 mmol m<sup>-2</sup> d<sup>-1</sup> and -2.5~-11.6 mmol m<sup>-2</sup> d<sup>-1</sup>, respectively, during the forward and return voyages.</p>
</abstract>
<kwd-group>
<kwd>Bering Sea</kwd>
<kwd>partial pressure of CO2 (pCO2)</kwd>
<kwd>spatial variability</kwd>
<kwd>temporal dynamics</kwd>
<kwd>air-sea CO2 flux</kwd>
<kwd>controlling processes</kwd>
</kwd-group>
<contract-num rid="cn001">41941013, 42176230</contract-num>
<contract-num rid="cn002">2019YFE0114800, 2019YFC1509101</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="7"/>
<table-count count="2"/>
<equation-count count="9"/>
<ref-count count="44"/>
<page-count count="13"/>
<word-count count="7724"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Marine Biogeochemistry</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Highlights</title>
<p>1. The mixing of NPSW featuring low <italic>p</italic>CO<sub>2</sub> dominated the <italic>p</italic>CO<sub>2</sub> drawdown from July to September in the Southern Basin and the Slope.</p>
<p>2. <italic>p</italic>CO<sub>2</sub> in the Bering Strait was dominated by the strong biological production in July and the coastal upwelling in September.</p>
<p>3. High DIC consumption via biological production made the Bering Shelf a strong CO<sub>2</sub> sink during both voyages.</p>
</sec>
<sec id="s2" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>In the global carbon cycle, current anthropogenic activities, mainly the burning of fossil fuels, cement production, and change in land use practices, release 10.2 &#xb1; 0.8 Gt C yr<sup>-1</sup> (1 Gt C=10<sup>15</sup> g C) into the atmosphere. The ocean is a principal sink of anthropogenic CO<sub>2,</sub> with an uptake of 3.0 &#xb1; 0.4 Gt C yr<sup>-1</sup> or 26% of the total released (<xref ref-type="bibr" rid="B17">Friedlingstein et&#xa0;al., 2022</xref>). Among the different oceanic ecosystems, coastal areas and marginal seas are of great importance in CO<sub>2</sub> uptake, transport, and transformation. It contributes up to 10-20% of global CO<sub>2</sub> sinks, 14-30% of oceanic primary production (PP), and ~80% of organic matter burial (<xref ref-type="bibr" rid="B2">Cai et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B4">Chen and Borges, 2009</xref>; <xref ref-type="bibr" rid="B10">Dai et&#xa0;al., 2013</xref>). Recently, <xref ref-type="bibr" rid="B11">Dai et&#xa0;al. (2022)</xref> synthesized the air-sea CO<sub>2</sub> fluxes in coastal oceans and marginal systems from the global scale, and their result suggested a CO<sub>2</sub> uptake of 0.25 &#xb1; 0.05 Gt C yr<sup>-1</sup>. Generally, the air-sea CO<sub>2</sub> fluxes in marginal systems show a latitudinal distribution pattern with CO<sub>2</sub> sources in tropical and subtropical areas and CO<sub>2</sub> sinks in arctic and subarctic ecosystems (<xref ref-type="bibr" rid="B10">Dai et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B11">Dai et&#xa0;al., 2022</xref>). In high-latitudinal marginal seas, such as the Chukchi Sea, the Bering Sea, and the Ross Sea, low temperature and high biological production make the surface water a strong CO<sub>2</sub> sink (<xref ref-type="bibr" rid="B1">Bates et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B12">DeJong and Dunbar, 2017</xref>; <xref ref-type="bibr" rid="B29">Ouyang et al., 2021</xref>).</p>
<p>The Bering Sea, located in the subarctic Pacific Ocean, is one of the largest marginal seas in the world (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) (<xref ref-type="bibr" rid="B36">Takahashi, 2005</xref>). Over the past two decades, the air-sea CO<sub>2</sub> fluxes and their controlling processes on the Bering Sea Shelf have been documented (e.g., <xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B1">Bates et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B8">Cross et&#xa0;al., 2014</xref>). During warm seasons, i.e., from April in mid-spring to October in early fall (<xref ref-type="bibr" rid="B8">Cross et&#xa0;al., 2014</xref>), high biological production in shelf water consumes dissolved inorganic carbon (DIC). The DIC deficit enables the surface seawater to take up the atmospheric CO<sub>2,</sub> and a strong CO<sub>2</sub> sink is subsequently observed (<xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B8">Cross et&#xa0;al., 2014</xref>). Although most of the shelf water is a CO<sub>2</sub> sink, several hotspots with high sea surface <italic>p</italic>CO<sub>2</sub> and CO<sub>2</sub> sources have been observed on the Shelf, which is due to the upwelling of carbon-enriched subsurface water (<xref ref-type="bibr" rid="B6">Chen et&#xa0;al., 2014</xref>). The strong CO<sub>2</sub> outgassing in the upwelling area balances the uptake of CO<sub>2</sub> and leads to a decrease in CO<sub>2</sub> sinks (e.g., <xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>). Overall, the Shelf is still an annual CO<sub>2</sub> sink (<xref ref-type="bibr" rid="B1">Bates et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B6">Chen et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B8">Cross et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B33">Song et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B34">Sun et&#xa0;al., 2020</xref>). Early studies suggested that during summer, the Bering Sea Basin is a CO<sub>2</sub> sink (<xref ref-type="bibr" rid="B6">Chen et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B34">Sun et&#xa0;al., 2020</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Geographic settings in the Bering Sea. Light blue arrows denote the current, modified from <xref ref-type="bibr" rid="B13">Detlef et&#xa0;al. (2020)</xref>; <xref ref-type="bibr" rid="B16">Fransson et&#xa0;al. (2006)</xref>, and <xref ref-type="bibr" rid="B33">Song et&#xa0;al. (2016)</xref>. Also shown are the underway measurements during the forward voyage in July (red circles) and the return voyage in September (blue circles). KC, Kamchatka Current; ANSC, Aleutian North Slope Current; BSC, Bering Slope Current; ASC, Alaskan Stream Current; ACW, Alaskan Coastal Water; AW, Anadyr Water</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1107646-g001.tif"/>
</fig>
<p>However, most of the field observations reported to date are located on the Bering Sea Shelf (e.g., <xref ref-type="bibr" rid="B1">Bates et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B8">Cross et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>), and few studies have been conducted across the Bering Sea, from the Southern Basin to the Bering Strait, which limits the comprehensive assessment of air-sea CO<sub>2</sub> fluxes in this high-latitude marginal sea. More importantly, hydrographic and biological features, such as the sea surface temperature (SST), wind speed, and chlorophyll <italic>a</italic> concentration in the Bering Sea show strong temporal variabilities (<xref ref-type="bibr" rid="B8">Cross et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B34">Sun et&#xa0;al., 2020</xref>), which affect the temporal distributions of seawater <italic>p</italic>CO<sub>2</sub> at the surface and, subsequently, the air-sea CO<sub>2</sub> fluxes. Most studies have only reported the carbonate dynamics in a single month (mainly in June and July during the summer season), and their differences and the underlying controlling processes between different months have rarely been documented. In summer, the rapid changes in temperature and biological production in the Bering Sea significantly alter the surface carbonate parameters in short time scales (<xref ref-type="bibr" rid="B8">Cross et&#xa0;al., 2014</xref>), showing different distribution patterns. In order to gain a comprehensive understanding of the spatial and temporal distributions of sea surface <italic>p</italic>CO<sub>2</sub>, here, we report the surface carbonate chemistry dynamics across the basin and the shelf of the Bering Sea in July and September. The surface CO<sub>2</sub> dynamics and controlling processes were assessed during both months to identify the main seasonal differences.</p>
</sec>
<sec id="s3" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s3_1">
<label>2.1</label>
<title>Study area</title>
<p>The Bering Sea, located in the northern hemisphere (51-66&#xb0;N and 160&#xb0;E-158&#xb0;W), represents the gateway between the Pacific and the Arctic Ocean. It is surrounded by Siberia in the west, Alaska in the east, and the Aleutian archipelago in the south, with an area and volume of 2.29&#xd7;10<sup>6</sup> km<sup>2</sup> and 3.75&#xd7;10<sup>6</sup> km<sup>3</sup>, respectively (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) (<xref ref-type="bibr" rid="B16">Fransson et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B1">Bates et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B33">Song et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>).</p>
<p>In the Bering Sea, the surface circulation system is largely controlled by the North Pacific (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The Alaskan Stream Current (ASC), flowing into the Bering Sea from the North Pacific via several passages (e.g., Unimak Pass, Amchitka Pass, and Near Strait in the Aleutian Island Chain), is the most important surface water influencing the Southern Bering Sea (<xref ref-type="bibr" rid="B33">Song et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B34">Sun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B35">Sun et&#xa0;al., 2021</xref>). Along the northern side of Aleutian Island, the Aleutian North Slope Current (ANSC), derived from the Kamchatka Current (KC), is the major surface water mass (<xref ref-type="bibr" rid="B16">Fransson et&#xa0;al., 2006</xref>). On the Shelf, the ASC is divided into three branches. A portion of it flows northwestwards and, together with the KC, flows southwards out of the Bering Sea along the west coast (<xref ref-type="bibr" rid="B33">Song et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B13">Detlef et&#xa0;al., 2020</xref>). A branch flows eastwards, together with the ANSC, joins the Bering Slope Current (BSC) at ~167&#xb0;W, and flows northwards over the Shelf (<xref ref-type="bibr" rid="B16">Fransson et&#xa0;al., 2006</xref>). The others flow eastwards and northwards along the Alaskan and form the Alaskan Coastal Water (ACW) (<xref ref-type="bibr" rid="B1">Bates et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B25">Mathis et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>). Along the Slope, a portion of BSC flows northwards to form the Anadyr Current (AC), and the rest joins the KC and flows out of the Bering Sea through the Kamchatka Strait (<xref ref-type="bibr" rid="B33">Song et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B13">Detlef et&#xa0;al., 2020</xref>). In the basin area, ANSC, BSC, and KC constitute a gyre, and the water properties are relatively stable due to the minor influence of the currents and water exchange (<xref ref-type="bibr" rid="B33">Song et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B34">Sun et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s3_2">
<label>2.2</label>
<title>Sampling and analyses</title>
<p>In this study, carbonate parameters across the Bering Sea were obtained from the forward voyage in July (7.27-7.29) and the return voyage in September (9.8-9.11) during the 9<sup>th</sup> Chinese National Arctic Research Expedition (CHINARE) in 2018 (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). During both voyages, samples of temperature, salinity, <italic>p</italic>CO<sub>2</sub>, and pH were collected from an intake on the port side of the ship at 4 m depth. Meteorological data, including wind speed, wind direction, and barometric pressure, were collected using an onboard weather station (VAISALA Corporation, Helsinki, Finland). Sea surface temperature (SST) and sea surface salinity (SSS) were obtained from an underway pumping system, which was equipped with conductivity-temperature-pressure (CTD, SBE-21, SeaBird Co.) (<xref ref-type="bibr" rid="B43">Wu et&#xa0;al., 2021</xref>). <italic>p</italic>CO<sub>2</sub> was measured with a non-dispersive infrared analyzer in the equilibrated headspace gas by an underway CO<sub>2</sub> monitoring system, which was calibrated with four certified gas standards (CO<sub>2</sub> gas concentrations of 244.25, 366.86, 420.56, and 546.98 &#xb5;mol mol<sup>-1</sup>) every 3 h (<xref ref-type="bibr" rid="B29">Ouyang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B43">Wu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B32">Qi et&#xa0;al., 2022</xref>). The accuracy of CO<sub>2</sub> measurements is within &#xb1;2 &#xb5;atm (<xref ref-type="bibr" rid="B30">Pierrot et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2015</xref>). pH was measured by an advanced spectrophotometric loop flow analyzer for high-precision seawater pH (LFA-pH), with an accuracy of 0.001 &#xb1; 0.002 (<xref ref-type="bibr" rid="B3">Cao et&#xa0;al., 2021</xref>).</p>
<p>We used this simultaneously collected high-resolution underway <italic>p</italic>CO<sub>2</sub> and pH dataset to examine the physical and biogeochemical processes controlling sea surface <italic>p</italic>CO<sub>2</sub> and the air-sea CO<sub>2</sub> flux. To facilitate this, we also calculated seawater DIC and TA from <italic>p</italic>CO<sub>2</sub> and pH with CO2SYS (version 1.1) (<xref ref-type="bibr" rid="B38">van Heuven et&#xa0;al., 2011</xref>). The dissociation constants for carbonic acid and bisulfate were taken from <xref ref-type="bibr" rid="B14">Dickson (1990)</xref> and <xref ref-type="bibr" rid="B24">Lueker et&#xa0;al. (2000)</xref>, respectively, and the total borate-salinity relationship was taken from <xref ref-type="bibr" rid="B23">Lee et&#xa0;al. (2010)</xref>. Overall, the uncertainties of calculated DIC and TA were &#xb1;8 &#xb5;mol kg<sup>-1</sup> (<xref ref-type="bibr" rid="B43">Wu et&#xa0;al., 2021</xref>). The discrete DIC and TA samples from the sea surface were also collected and measured for data comparison and show almost consistent results (<xref ref-type="bibr" rid="B43">Wu et&#xa0;al., 2021</xref>). <xref ref-type="bibr" rid="B43">Wu et&#xa0;al. (2021)</xref> reported the distributions of SST, SSS, and <italic>p</italic>CO<sub>2</sub> from East Asia to the Arctic Ocean based on the underway measurements during both voyages. Variabilities and controlling processes of ocean acidification (OA) metrics (pH, [H<sup>+</sup>], &#x3a9;<sub>arag</sub>) in the Bering Sea were presented and discussed in their study, while the CO<sub>2</sub> fluxes, the DIC and TA dynamics, and their controlling processes were not reported and discussed.</p>
<p>Net community production (NCP) is a widely used indicator in evaluating the metabolic status of seawater (<xref ref-type="bibr" rid="B1">Bates et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B29">Ouyang et&#xa0;al., 2021</xref>). In this study, NCP was calculated following the method of <xref ref-type="bibr" rid="B29">Ouyang et&#xa0;al. (2021)</xref>, which has been validated in the Western Arctic Ocean with data from the same cruise. The calculations were based on the fact that the major atmospheric gases O<sub>2</sub> and Ar have similar physical properties but different responses to biological processes. In surface water, water mass mixing and biological production/respiration may change the O<sub>2</sub> concentrations, while Ar is biologically inert, and its concentrations are controlled by physical processes alone. Therefore, the ratio of oxygen to argon (O<sub>2</sub>/Ar) has been developed as a proxy for NCP in seawater (<xref ref-type="bibr" rid="B29">Ouyang et&#xa0;al., 2021</xref>). Firstly, we quantified the changes in O<sub>2</sub>/Ar ratio caused by the biological forcing &#x394;(O<sub>2</sub>/Ar) as (O<sub>2</sub>/Ar)<sub>meas</sub>/(O<sub>2</sub>/Ar)<sub>sat</sub>-1, where (O<sub>2</sub>/Ar)<sub>meas</sub> is the ratio of dissolved gases measured in the water and (O<sub>2</sub>/Ar)<sub>sat</sub> is the ratio of the equilibrium saturated concentrations. Subsequently, the sea-to-air flux of biological oxygen (O<sub>2-bioflux</sub>) can be calculated based on the &#x394;(O<sub>2</sub>/Ar), the gas transfer velocity of oxygen (<italic>k</italic>
<sub>O2</sub>, calculated following the method of <xref ref-type="bibr" rid="B40">Wanninkhof (2014)</xref>), the saturated concentration of O<sub>2,</sub> and the density of the water parcel. Finally, the bio-flux of oxygen can be equivalently converted to carbon via the quotient O<sub>2-bioflux</sub>/PQ (mmol C m<sup>-2</sup> d<sup>-1</sup>), where PQ is the photosynthetic quotient of 1.4 (<xref ref-type="bibr" rid="B22">Laws, 1991</xref>).</p>
</sec>
<sec id="s3_3">
<label>2.3</label>
<title>Air-sea CO<sub>2</sub> flux estimation</title>
<p>Here, we quantified the air-sea CO<sub>2</sub> fluxes, F (mmol m<sup>-2</sup> d<sup>-1</sup>), based on <xref ref-type="bibr" rid="B37">Takahashi et&#xa0;al. (2009)</xref>, as below:</p>
<disp-formula>
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtext>F=</mml:mtext>
<mml:mi>k</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>&#x394;</mml:mtext>
<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:math>
</disp-formula>
<p>where <italic>k</italic> is the gas transfer velocity (m d<sup>-1</sup>), &#x3b1; is the solubility of CO<sub>2</sub> (mol kg<sup>-1</sup> atm<sup>-1</sup>; <xref ref-type="bibr" rid="B42">Weiss, 1974</xref>), and &#x394;<italic>p</italic>CO<sub>2</sub> is the difference between surface oceanic and atmospheric <italic>p</italic>CO<sub>2</sub> (&#xb5;atm).</p>
<p>The gas transfer velocity <italic>k</italic> related to wind speed was calculated based on the <xref ref-type="bibr" rid="B40">Wanninkhof (2014)</xref> empirical function, as:</p>
<disp-formula>
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>0.251</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msub>
<mml:mstyle displaystyle="true">
<mml:mi>U</mml:mi>
</mml:mstyle>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>S</mml:mi>
<mml:mi>c</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>660</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where U<sub>10</sub> is wind speed measured using an onboard weather station every 2 minutes and corrected to 10 m. <italic>Sc</italic> is the Schmidt number for CO<sub>2</sub>, which was calculated using the equations of <xref ref-type="bibr" rid="B40">Wanninkhof (2014)</xref>:</p>
<disp-formula>
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mtext>Sc</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mn>2116.8</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>136.25</mml:mn>
<mml:mi>t</mml:mi>
<mml:mo>+</mml:mo>
<mml:mn>4.7353</mml:mn>
<mml:msup>
<mml:mtext>t</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.092307</mml:mn>
<mml:msup>
<mml:mtext>t</mml:mtext>
<mml:mn>3</mml:mn>
</mml:msup>
<mml:mo>+</mml:mo>
<mml:mn>0.0007555</mml:mn>
<mml:msup>
<mml:mtext>t</mml:mtext>
<mml:mn>4</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where t is the temperature in &#xb0;C. During the cruise, the wind speed was collected at approximately 25 m above the sea surface, which is subsequently corrected to a height of 10 m using an equation derived from <xref ref-type="bibr" rid="B21">Large and Pond (1981)</xref>:</p>
<disp-formula>
<label>(4)</label>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:msub>
<mml:mi>U</mml:mi>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>U</mml:mi>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>d</mml:mi>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
<mml:mrow>
<mml:mn>0.4</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>l</mml:mi>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mi>Z</mml:mi>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where Z is the height (m) of the wind sensor, Uz is the wind speed recorded by the wind sensor, Cd10 is the drag coefficient of 0.0011, and 0.4 is von Karman&#x2019;s constant.</p>
</sec>
<sec id="s3_4">
<label>2.4</label>
<title>Quantification of DIC dynamics with a two end-member mixing model</title>
<p>We quantified the DIC dynamics mediated by mixing and biological production using a two end-member mixing model, as described in <xref ref-type="bibr" rid="B44">Yang et&#xa0;al. (2021)</xref>. In a two end-member mixing model, the mixing scheme was established with TA as the conservative tracer:</p>
<disp-formula>
<label>(5)</label>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:msub>
<mml:mtext>F</mml:mtext>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mtext>F</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<label>(6)</label>
<mml:math display="block" id="M6">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>TA</mml:mtext>
</mml:mrow>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mtext>F</mml:mtext>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>TA</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mtext>F</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>TA</mml:mtext>
</mml:mrow>
<mml:mtext>x</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where TA<sub>x</sub> is the calculated TA of the surface water samples, TA<sub>1</sub> and TA<sub>2</sub> are the TA of different end-members, and F<sub>1</sub> and F<sub>2</sub> are the respective fractional contributions by different end-members.</p>
<p>The concentration of DIC from the conservative mixing of these two different end-members (DIC<sup>cons</sup>) can be predicted as:</p>
<disp-formula>
<label>(7)</label>
<mml:math display="block" id="M7">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>DIC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>cons</mml:mtext>
</mml:mrow>
</mml:msup>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>DIC</mml:mtext>
</mml:mrow>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mtext>F</mml:mtext>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>DIC</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mtext>F</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Finally, in a two end-member mixing model, the DIC difference between calculated DIC (DIC<sup>cal</sup>) and conservative values (DIC<sup>cons</sup>) was obtained (defined as &#x394;DIC), as:</p>
<disp-formula>
<label>(8)</label>
<mml:math display="block" id="M8">
<mml:mrow>
<mml:mtext>&#x394;</mml:mtext>
<mml:msup>
<mml:mrow>
<mml:mtext>DIC=DIC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>cal</mml:mtext>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>DIC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>cons</mml:mtext>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where positive/negative values indicate non-conservative addition/removal of DIC from other different sources/processes.</p>
</sec>
<sec id="s3_5">
<label>2.5</label>
<title>Quantifying controls of temporal variabilities of sea surface <italic>p</italic>CO<sub>2</sub>
</title>
<p>The dynamics of sea surface <italic>p</italic>CO<sub>2</sub> are modulated by multiple components (T, temperature; S, salinity; TA, total alkalinity; DIC, dissolved inorganic carbon) (<xref ref-type="bibr" rid="B44">Yang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B32">Qi et&#xa0;al., 2022</xref>). Here, we decomposed the temporal variability of <italic>p</italic>CO<sub>2</sub> into different drivers with a first-order Taylor-series deconvolution approach (<xref ref-type="bibr" rid="B20">Kwiatkowski and Orr, 2018</xref>; <xref ref-type="bibr" rid="B32">Qi et&#xa0;al., 2022</xref>):</p>
<disp-formula>
<label>(9)</label>    <mml:math display="block" id="M9">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mtext>V</mml:mtext>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>C</mml:mi>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mtext>V</mml:mtext>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>C</mml:mi>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:mo>&#x2202;</mml:mo>
<mml:mtext>T</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mtext>T</mml:mtext>
<mml:mo>+</mml:mo>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mtext>V</mml:mtext>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>C</mml:mi>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:mo>&#x2202;</mml:mo>
<mml:mtext>S</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi>S</mml:mi>
<mml:mo>+</mml:mo>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mtext>V</mml:mtext>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>C</mml:mi>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:mo>&#x2202;</mml:mo>
<mml:mtext>DIC</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi>D</mml:mi>
<mml:mi>I</mml:mi>
<mml:mi>C</mml:mi>
<mml:mo>+</mml:mo>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mtext>V</mml:mtext>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>C</mml:mi>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:mo>&#x2202;</mml:mo>
<mml:mtext>TA</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi>T</mml:mi>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>d</italic>V<italic>
<sub>p</sub>
</italic>
<sub>CO2</sub> is the change in <italic>p</italic>CO<sub>2</sub>. &#x2202;V<italic>
<sub>p</sub>
</italic>
<sub>CO2</sub>/&#x2202;T, &#x2202;V<italic>
<sub>p</sub>
</italic>
<sub>CO2</sub>/&#x2202;S, &#x2202;V<italic>
<sub>p</sub>
</italic>
<sub>CO2</sub>/&#x2202;DIC, and &#x2202;V<italic>
<sub>p</sub>
</italic>
<sub>CO2</sub>/&#x2202;TA are the partial derivatives of different parameters, which were estimated based on the observed data, assuming a 1&#x2030; change (e.g., increase) on the relative parameters while keeping the other parameters constant (following <xref ref-type="bibr" rid="B28">Orr et&#xa0;al., 2015</xref>). Taking the estimation of &#x2202;V<italic>
<sub>p</sub>
</italic>
<sub>CO2</sub>/&#x2202;TA, for example, the initial <italic>p</italic>CO<sub>2,t=0</sub>=<italic>f</italic>(T<sub>0</sub>, S<sub>0</sub>, DIC<sub>0</sub>, TA<sub>0</sub>) from CO2SYS stimulation, the changed <italic>p</italic>CO<sub>2,t=1</sub>= <italic>f</italic>(T<sub>0</sub>, S0, DIC<sub>0</sub>, TA<sub>1</sub>), where TA<sub>1 =</sub> 1.001&#xd7;TA<sub>0</sub>; thus, &#x2202;V<italic>
<sub>p</sub>
</italic>
<sub>CO2/</sub>&#x2202;TA=(<italic>p</italic>CO<sub>21</sub>-<italic>p</italic>CO<sub>20</sub>)/(TA<sub>1</sub>-TA<sub>0</sub>).</p>
</sec>
</sec>
<sec id="s4" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s4_1">
<label>3.1</label>
<title>Hydrographic setting</title>    <p>
<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f5">
<bold>5</bold>
</xref> show the T-S diagram and the spatial distributions of each parameter during the observation, suggesting the impacts from coastal upwelling, river plumes, and other water masses. The Bering Sea can be divided into three domains with different water depths, including an extensive continental shelf (&lt;150 m) and a slope (150-2000 m) in the east and a deep basin (&gt;2000 m) in the west (see the different domains in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) (<xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B34">Sun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B35">Sun et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>). Moreover, we observed distinct hydrographic features in the basin area, with a boundary at 57&#xb0;N (please see the different <italic>p</italic>CO<sub>2</sub> distributions in section 3.2). Thus, for ease of description, we divided the Bering Sea into five different sub-regions in this study: the Southern Basin (at a latitude of 54-57&#xb0;N), the Northern Basin (at a latitude of 57-59&#xb0;N), the Slope (at a latitude of 59-61&#xb0;N), the Shelf (at a latitude of 61-64&#xb0;N), and the Bering Strait (at a latitude of &gt;64&#xb0;N) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Relationships between potential temperature (<italic>&#x3b8;</italic>, &#xb0;C) and salinity (<italic>T-S</italic> diagram) in the Bering Sea during July <bold>(A)</bold> and September <bold>(B)</bold>. Also shown are the water masses of the Coastal Plume Water from the Anadyr River (CPW, T&gt;8 &#xb0;C, S&lt;31.5) in July and September, the Alaskan Coastal Water (ACW, T&gt;3 &#xb0;C, 31.5&lt;S&lt;32.5), and the Bering Summer Water (BSW, T&gt;3 &#xb0;C, 32.5&lt;S) during both months (<xref ref-type="bibr" rid="B19">Itoh et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B33">Song et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>), and the upwelling in September. Note that the temperature and salinity boundaries are not precise.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1107646-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Latitudinal distribution of <bold>(A)</bold> temperature, SST (&#xb0;C), <bold>(B)</bold> salinity, SSS, <bold>(C)</bold> partial pressure of CO<sub>2</sub>, <italic>p</italic>CO<sub>2</sub> (&#xb5;atm), and <bold>(D)</bold> net community production, NCP (mmol C m<sup>-2</sup>d<sup>-1</sup>) during the forward voyage in July (red circles) and the return voyage in September (black circles). The blue dashed line in <bold>(C)</bold> indicates the average atmospheric <italic>p</italic>CO<sub>2</sub> level of 395 &#x3bc;atm during the cruise; in <bold>(D)</bold>, it indicates the NCP of 0 mmol C m<sup>-2</sup>d<sup>-1</sup>. Regions from 54&#xb0;N to 57&#xb0;N (the Southern Basin) and from 57&#xb0;N to 59&#xb0;N (the Northern Basin) are merged as the Bering Sea Basin.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1107646-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Sea surface distribution of <bold>(A)</bold> temperature, SST (&#xb0;C), <bold>(B)</bold> salinity, SSS, <bold>(C)</bold> dissolved inorganic carbon, DIC (&#xb5;mol kg<sup>-1</sup>), <bold>(D)</bold> total alkalinity, TA (&#xb5;mol kg<sup>-1</sup>), <bold>(E)</bold> partial pressure of CO<sub>2</sub>, <italic>p</italic>CO<sub>2</sub> (&#xb5;atm), and <bold>(F)</bold> net community production, NCP (mmol C m<sup>-2</sup>d<sup>-1</sup>) during the forward voyage in July.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1107646-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Sea surface distribution of <bold>(A)</bold> temperature, SST (&#xb0;C), <bold>(B)</bold> salinity, SSS, <bold>(C)</bold> dissolved inorganic carbon, DIC (&#xb5;mol kg<sup>-1</sup>), <bold>(D)</bold> total alkalinity, TA (&#xb5;mol kg<sup>-1</sup>), <bold>(E)</bold> partial pressure of CO<sub>2</sub>, <italic>p</italic>CO<sub>2</sub> (&#xb5;atm), and <bold>(F)</bold> net community production, NCP (mmol C m<sup>-2</sup>d<sup>-1</sup>) during the return voyage in September.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1107646-g005.tif"/>
</fig>
<p>In July, the influence of Bering Summer Water (BSW) featuring high SST and SSS was observed in the Southern Basin, the Northern Basin, and the Slope (<xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>). In these three sub-regions, temperature and salinity varied within a narrow range of 9.8-11.3 &#xb0;C and 32.6-32.9, respectively (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>4B</bold>
</xref>). In nearshore areas of the Bering Strait and the adjacent offshore Shelf, the influence of a water mass featuring high SST (&gt;11.0 &#xb0;C) and low SSS (&lt;31.2) was detected (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>4A</bold>
</xref>). <xref ref-type="bibr" rid="B34">Sun et&#xa0;al. (2020)</xref> and <xref ref-type="bibr" rid="B35">Sun et&#xa0;al. (2021)</xref> also reported relatively low salinity water on the offshore Shelf during a summer cruise in 2010, which was mainly influenced by ice-melt water. However, there was almost no ice in the winter of 2017-2018 (see the ice concentrations in <xref ref-type="supplementary-material" rid="SF1">
<bold>Figure S1</bold>
</xref>), and the influence of ice-melt water might be minimal during this cruise. Influenced by the Anadyr River runoff, <xref ref-type="bibr" rid="B31">Pipko et&#xa0;al. (2017)</xref> reported a salinity of 30-32 in the Gulf of Anadyr during the warm season, which was almost consistent with the results of <xref ref-type="bibr" rid="B15">Dudarev et&#xa0;al. (2015)</xref>. Thus, the surface water on the Shelf was probably diluted by the Coastal Plume Water (CPW) from the Anadyr River. In the western Bering Strait, regulated by the mixing of Alaskan Coastal Water (ACW, T&gt;3 &#xb0;C, 31.5&lt;S&lt;32.5), SST in offshore surface water continuously decreased, while SSS gradually increased to ~32.3 (<xref ref-type="bibr" rid="B19">Itoh et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B33">Song et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>; <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, B</bold>
</xref>).</p>
<p>In September, similar to the observations in July, the influence of BSW featuring high SST (10.9-12.4 &#xb0;C) and SSS (32.3-32.5) was also observed in the Southern Basin, the Northern Basin, and the Slope, while the influence of ACW featuring low temperatures (&lt;9 &#xb0;C) was also observed in the Bering Strait. On the Shelf, the influence of CPW featuring low temperatures and salinity, with values of 9.4-10.9 &#xb0;C and 31.0-32.4, respectively, was also detected in September (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2B</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3A</bold>
</xref>). In contrast to July, the coastal area in the western Bering Strait was influenced by the upwelling, which was evidenced by the low temperature (&lt;5.0 &#xb0;C) and relatively high salinity (&gt;32) at the surface (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2B</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3A</bold>
</xref>), as previously documented by <xref ref-type="bibr" rid="B6">Chen et&#xa0;al. (2014)</xref>.</p>
</sec>
<sec id="s4_2">
<label>3.2</label>
<title>Surface distributions of carbonate parameters</title>
<p>Surface distributions of DIC, TA, <italic>p</italic>CO<sub>2,</sub> and NCP during both voyages are shown in <xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4</bold>
</xref> and <xref ref-type="fig" rid="f5">
<bold>5</bold>
</xref>. In July, DIC and TA in the Southern Basin, the Northern Basin, and the Slope showed a similar distribution pattern, with average values of 2056 &#xb1; 13 &#xb5;mol kg<sup>-1</sup> and 2245 &#xb1; 12 &#xb5;mol kg<sup>-1</sup>, which were much higher than those of the Shelf (1991 &#xb1; 15 &#xb5;mol kg<sup>-1</sup> for DIC and 2237 &#xb1; 19 &#xb5;mol kg<sup>-1</sup> for TA). Associated with low salinity, extremely low DIC and TA were observed in the Bering Strait, both in the coastal area and offshore, which was probably attributable to the mixing of CPW from the Anadyr River and the influence of ACW (<xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>). <italic>p</italic>CO<sub>2</sub> decreased from 380 &#xb5;atm in the Southern Basin and Northern Basin to 180 &#xb5;atm in the Bering Strait. NCP in the Southern Basin and Northern Basin (13 mmol C m<sup>-2</sup>d<sup>-1</sup>) was slightly higher than in waters in the Bering Strait and the Shelf (8 mmol C m<sup>-2</sup>d<sup>-1</sup>).</p>
<p>In September, DIC and TA showed different distribution patterns in the Northern Basin and Southern Basin. High DIC and TA values were observed in the Northern Basin and the upwelling system, while low values were detected in the Southern Basin, the Slope, and the Shelf (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5C, D</bold>
</xref>). On the contrary, <italic>p</italic>CO<sub>2</sub> was patchily distributed with low values (&lt;300 &#xb5;atm) in the Southern Basin and the Slope and high values (&gt;350 &#xb5;atm) in the other sub-regions (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5E</bold>
</xref>). The lowest NCP was observed in the western Bering Strait (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5F</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s5" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s5_1">
<label>4.1</label>
<title>
<italic>p</italic>CO<sub>2</sub> and air-sea CO<sub>2</sub> flux in different sub-regions and a comparison with other studies</title>
<p>Referencing the atmospheric <italic>p</italic>CO<sub>2</sub> of 393-398 &#xb5;atm (averaged 395 &#xb5;atm), the average <italic>p</italic>CO<sub>2</sub> gradient between the surface water and the overlying atmosphere, i.e., &#x394;<italic>p</italic>CO<sub>2,</sub> was -34~-216 &#xb5;atm in all sub-regions (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), suggesting an overall CO<sub>2</sub> sink during both voyages across the Bering Sea. In July, surface water in the plume area of the Western Bering Strait was highly under-saturated with respect to the atmosphere, followed by the Shelf. In September, although super-saturation in upwelling was observed at nearshore stations in the Western Bering Strait (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>), the average &#x394;<italic>p</italic>CO<sub>2</sub> was ~-51 &#xb5;atm. During the return voyage, the influence of upwelling was limited to the coastal area, and the CO<sub>2</sub> sinking offshore overwhelmed the CO<sub>2</sub> outgassing in the upwelling center. Thus, the Bering Sea Strait acts as a CO<sub>2</sub> sink in the fall, which is rather different from the findings of <xref ref-type="bibr" rid="B34">Sun et&#xa0;al. (2020)</xref>. In the Southern Basin, the Northern Basin, and the Slope, the air-sea &#x394;<italic>p</italic>CO<sub>2</sub> was ~-50 &#xb5;atm (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), which is similar to the result of <xref ref-type="bibr" rid="B6">Chen et&#xa0;al. (2014)</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Summary of average water properties and the air-sea CO<sub>2</sub> fluxes in different sub-regions.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Sub-regions</th>
<th valign="top" align="center">Voyages</th>
<th valign="top" align="center">SST<break/>(&#xb0;C)</th>
<th valign="top" align="center">SSS</th>
<th valign="top" align="center">DIC<break/>(&#xb5;mol kg<sup>-1</sup>)</th>
<th valign="top" align="center">TA<break/>(&#xb5;mol kg<sup>-1</sup>)</th>
<th valign="top" align="center">
<italic>p</italic>CO<sub>2</sub>
<break/>(&#xb5;atm)</th>
<th valign="top" align="center">Wind Speed<sub>@10m</sub> (m s<sup>-1</sup>)</th>
<th valign="top" align="center">&#x394;<italic>p</italic>CO<sub>2</sub>
<break/>(&#xb5;atm)</th>
<th valign="top" align="center">Air-sea CO<sub>2</sub> flux<break/>(mmol m<sup>-2</sup> d<sup>-1</sup>)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="2" align="left">Southern Basin</td>
<td valign="top" align="center">Forward</td>
<td valign="top" align="center">10.8 &#xb1; 0.4</td>
<td valign="top" align="center">32.7 &#xb1; 0.1</td>
<td valign="top" align="center">2043.5 &#xb1; 7.7</td>
<td valign="top" align="center">2235.1 &#xb1; 9.2</td>
<td valign="top" align="center">355.2 &#xb1; 7.2</td>
<td valign="top" align="center">4.9</td>
<td valign="top" align="center">-40</td>
<td valign="top" align="center">-2.1 &#xb1; 0.3</td>
</tr>
<tr>
<td valign="top" align="center">Return</td>
<td valign="top" align="center">11.9 &#xb1; 0.3</td>
<td valign="top" align="center">32.2 &#xb1; 0.3</td>
<td valign="top" align="center">1965.0 &#xb1; 51.3</td>
<td valign="top" align="center">2200.0 &#xb1; 34.8</td>
<td valign="top" align="center">280.9 &#xb1; 40.4</td>
<td valign="top" align="center">7.1</td>
<td valign="top" align="center">-114</td>
<td valign="top" align="center">-11.6 &#xb1; 3.3</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Northern Basin</td>
<td valign="top" align="center">Forward</td>
<td valign="top" align="center">10.6 &#xb1; 0.4</td>
<td valign="top" align="center">32.8 &#xb1; 0.1</td>
<td valign="top" align="center">2042.8 &#xb1; 16.8</td>
<td valign="top" align="center">2235.7 &#xb1; 15.9</td>
<td valign="top" align="center">351.7 &#xb1; 15.9</td>
<td valign="top" align="center">4.9</td>
<td valign="top" align="center">-43</td>
<td valign="top" align="center">-4.0 &#xb1; 5.2</td>
</tr>
<tr>
<td valign="top" align="center">Return</td>
<td valign="top" align="center">11.3 &#xb1; 0.2</td>
<td valign="top" align="center">32.4 &#xb1; 0.1</td>
<td valign="top" align="center">2058.9 &#xb1; 16.2</td>
<td valign="top" align="center">2252.3 &#xb1; 8.6</td>
<td valign="top" align="center">360.9 &#xb1; 18.3</td>
<td valign="top" align="center">5.7</td>
<td valign="top" align="center">-34</td>
<td valign="top" align="center">-2.5 &#xb1; 1.3</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Slope</td>
<td valign="top" align="center">Forward</td>
<td valign="top" align="center">10.0 &#xb1; 0.4</td>
<td valign="top" align="center">32.8 &#xb1; 0.1</td>
<td valign="top" align="center">2064.8 &#xb1; 12.2</td>
<td valign="top" align="center">2251.0 &#xb1; 12.7</td>
<td valign="top" align="center">360.0 &#xb1; 11.8</td>
<td valign="top" align="center">5.6</td>
<td valign="top" align="center">-35</td>
<td valign="top" align="center">-2.5 &#xb1; 1.0</td>
</tr>
<tr>
<td valign="top" align="center">Return</td>
<td valign="top" align="center">11.0 &#xb1; 0.5</td>
<td valign="top" align="center">32.3 &#xb1; 0.1</td>
<td valign="top" align="center">2015.6 &#xb1; 14.9</td>
<td valign="top" align="center">2226.3 &#xb1; 19.4</td>
<td valign="top" align="center">317.4 &#xb1; 20.0</td>
<td valign="top" align="center">5.7</td>
<td valign="top" align="center">-77</td>
<td valign="top" align="center">-5.7 &#xb1; 2.9</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Shelf</td>
<td valign="top" align="center">Forward</td>
<td valign="top" align="center">9.4 &#xb1; 0.6</td>
<td valign="top" align="center">32.1 &#xb1; 0.3</td>
<td valign="top" align="center">1991.2 &#xb1; 14.8</td>
<td valign="top" align="center">2236.6 &#xb1; 18.7</td>
<td valign="top" align="center">244.2 &#xb1; 19.7</td>
<td valign="top" align="center">6.4</td>
<td valign="top" align="center">-150</td>
<td valign="top" align="center">-14.0 &#xb1; 2.6</td>
</tr>
<tr>
<td valign="top" align="center">Return</td>
<td valign="top" align="center">9.9 &#xb1; 0.3</td>
<td valign="top" align="center">31.8 &#xb1; 0.4</td>
<td valign="top" align="center">1964.9 &#xb1; 18.9</td>
<td valign="top" align="center">2179.1 &#xb1; 13.0</td>
<td valign="top" align="center">278.6 &#xb1; 20.4</td>
<td valign="top" align="center">5.7</td>
<td valign="top" align="center">-116</td>
<td valign="top" align="center">-8.6 &#xb1; 1.5</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Bering Strait</td>
<td valign="top" align="center">Forward</td>
<td valign="top" align="center">7.3 &#xb1; 0.9</td>
<td valign="top" align="center">32.5 &#xb1; 0.1</td>
<td valign="top" align="center">1756.1 &#xb1; 32.9</td>
<td valign="top" align="center">2003.1 &#xb1; 19.5</td>
<td valign="top" align="center">178.7 &#xb1; 10.0</td>
<td valign="top" align="center">3.4</td>
<td valign="top" align="center">-216</td>
<td valign="top" align="center">-5.6 &#xb1; 0.2</td>
</tr>
<tr>
<td valign="top" align="center">Return</td>
<td valign="top" align="center">6.7 &#xb1; 1.2</td>
<td valign="top" align="center">32.0 &#xb1; 0.2</td>
<td valign="top" align="center">2055.4 &#xb1; 63.1</td>
<td valign="top" align="center">2222.4 &#xb1; 30.1</td>
<td valign="top" align="center">344.1 &#xb1; 60.5</td>
<td valign="top" align="center">8.2</td>
<td valign="top" align="center">-51</td>
<td valign="top" align="center">-7.8 &#xb1; 9.3</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Following the method described in section 2.3, we estimated the air-sea CO<sub>2</sub> flux during both voyages, and the results are summarized in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. The instantaneous air-sea CO<sub>2</sub> fluxes ranged from -2.1~-14.0 mmol m<sup>-2</sup> d<sup>-1</sup> in July and -2.5~-11.6 mmol m<sup>-2</sup> d<sup>-1</sup> in September (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>, negative values represent a CO<sub>2</sub> sink). The stronger CO<sub>2</sub> sinks in the Southern Basin, the Shelf, and the Bering Strait was probably attributable to the higher wind speed and low &#x394;<italic>p</italic>CO<sub>2</sub> values (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Some studies have also reported the CO<sub>2</sub> flux in the Bering Sea during warm seasons, and our estimated result was almost consistent with the result of <xref ref-type="bibr" rid="B34">Sun et&#xa0;al. (2020)</xref> (-2.1~-18.9 mmol m<sup>-2</sup> d<sup>-1</sup> in different sub-regions across the Bering Sea with underway measurements in July 2010), <xref ref-type="bibr" rid="B6">Chen et&#xa0;al. (2014)</xref> (-5.1~-16.3 mmol m<sup>-2</sup> d<sup>-1</sup> in different sub-regions across the Bering Sea with underway measurements in July 2008), and <xref ref-type="bibr" rid="B8">Cross et&#xa0;al. (2014)</xref> (-7.48 mmol m<sup>-2</sup> d<sup>-1</sup> on the Shelf with data downloaded from different data sets) but was much lower than that of <xref ref-type="bibr" rid="B1">Bates et&#xa0;al. (2011)</xref> (-22 &#xb1; 3 mmol m<sup>-2</sup> d<sup>-1</sup> on the Shelf with data obtained from field observations using a multiple linear regression (MLR) method).</p>
</sec>
<sec id="s5_2">
<label>4.2</label>
<title>Processes controlling DIC dynamics during July and September</title>
<p>As shown in sections 3.1 and 3.2, the dynamics of the carbonate system during both voyages were largely controlled by the mixing of different water masses, including BSW in the Southern Basin, the Northern Basin, and the Slope and the CPW, ACW, and the coastal upwelling in the western Bering Strait. We then adopted a DIC-TA diagram (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>) to distinguish different processes (e.g., physical mixing and biological activities) affecting the carbonate system.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>DIC-TA (left column) and <italic>p</italic>CO<sub>2</sub>-TA (right column) relationships in the Southern Basin <bold>(A, F)</bold>, the Northern Basin <bold>(B, G)</bold>, the Slope <bold>(C, H)</bold>, the Shelf <bold>(D, I)</bold>, and the Bering Strait <bold>(E, J)</bold> during both voyages. In all panels, gray diamonds are end-members, and their values are summarized in <xref ref-type="table" rid="T2">
<bold>Table 2</bold>
</xref>. Solid lines represent the hypothetical conservative mixing lines between different end-members. <italic>p</italic>CO<sub>2@11&#xb0;C</sub> represents <italic>p</italic>CO<sub>2</sub> normalized to 11 &#xb0;C, following <xref ref-type="bibr" rid="B41">Wanninkhof et&#xa0;al. (2022)</xref>, and 11 &#xb0;C is the average SST in the Bering Sea Basin during both voyages.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1107646-g006.tif"/>
</fig>
<p>In the Southern Basin and Northern Basin, surface water in July during the forward voyage was likely to be a two end-member mixing of BSW and a low salinity or freshwater end-member (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A, B</bold>
</xref>). In the basin area, the sea surface is completely ice-free during all seasons (see the ice concentration in <xref ref-type="supplementary-material" rid="SF1">
<bold>Figure S1</bold>
</xref>), and the influence of ice-melt might be minimal. In addition, as documented by <xref ref-type="bibr" rid="B33">Song et&#xa0;al. (2016)</xref>, the influence of river water discharge is minor in the basin area. Thus, the freshwater end-member here is probably influenced by a water mass other than ice-melt water and river water. In a complex carbonate system, the TA-S relationship has been used for a long time to differentiate water masses in coastal ecosystems and open oceans (<xref ref-type="bibr" rid="B44">Yang et&#xa0;al., 2021</xref>). Here, we further plotted the TA-S relationships in the Bering Sea Basin with data downloaded from the World Ocean Circulation Experiment (WOCE) program, surveying the WOCE section P14N in 2007 (Expocode 49NZ20071008). As a result, TA and salinity in the surface mixed layer (upper 75 m) of the Bering Sea Basin show a statistically significant positive relationship with an intercept of ~40 &#xb5;mol kg<sup>-1</sup> (not shown in the Figure). The intercept was much lower than the freshwater end-member of coastal rivers (such as the Anadyr River (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>; <xref ref-type="bibr" rid="B31">Pipko et&#xa0;al., 2017</xref>)), which further confirms the minor influence of river water discharge in the basin area. While the negligible intercept was almost consistent with the rainwater, which has zero solutes with TA of ~0 &#xb5;mol kg<sup>-1</sup> (<xref ref-type="bibr" rid="B10">Dai et&#xa0;al., 2013</xref>). Therefore, the surface water in the basin area was probably diluted by rainwater with zero solutes during warm seasons, and a two end-member mixing of BSW and Rainwater was assumed (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A, B</bold>
</xref>). Using end-members summarized in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>, the non-conservative portion of DIC (&#x394;DIC) was 5.6 &#xb1; 2.2 &#xb5;mol kg<sup>-1</sup> and 5.8 &#xb1; 4.6 &#xb5;mol kg<sup>-1</sup>, respectively, for the Southern Basin and Northern Basin, suggesting a slight DIC removal. The positive NCP values in <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3D</bold>
</xref> and <xref ref-type="fig" rid="f4">
<bold>4F</bold>
</xref> also confirm the net biological consumption in July.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Summary of end-member values used in the two end-member mixing models in different sub-regions of the Bering Sea.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">End-member</th>
<th valign="top" align="center">Temperature<break/>(&#xb0;C)</th>
<th valign="top" align="center">Salinity</th>
<th valign="top" align="center">DIC<break/>(&#xb5;mol kg<sup>-1</sup>)</th>
<th valign="top" align="center">TA<break/>(&#xb5;mol kg<sup>-1</sup>)</th>
<th valign="top" align="center">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">Rainwater</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="center">Bering Summer Water</td>
<td valign="top" align="center">11.2</td>
<td valign="top" align="center">32.5</td>
<td valign="top" align="center">2073.9</td>
<td valign="top" align="center">2262.1</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>; this study)</td>
</tr>
<tr>
<td valign="top" align="center">North Pacific Surface Water</td>
<td valign="top" align="center">11.9</td>
<td valign="top" align="center">32.3</td>
<td valign="top" align="center">1939.3</td>
<td valign="top" align="center">2190.0</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B33">Song et&#xa0;al., 2016</xref>; this study)</td>
</tr>
<tr>
<td valign="top" align="center">Upwelling Surface Water</td>
<td valign="top" align="center">4.9</td>
<td valign="top" align="center">32.2</td>
<td valign="top" align="center">2145.6</td>
<td valign="top" align="center">2266.8</td>
<td valign="top" align="center">This study</td>
</tr>
<tr>
<td valign="top" align="center">River Water</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">500.0</td>
<td valign="top" align="center">500.0</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B31">Pipko et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">Alaskan Coastal Water</td>
<td valign="top" align="center">3.6</td>
<td valign="top" align="center">31.8</td>
<td valign="top" align="center">1925.6</td>
<td valign="top" align="center">2160.8</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>; this study)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In September, the lowest TA values were observed in the Southern Basin, off the Aleutian Island, which was probably influenced by the North Pacific Surface Water (NPSW) flowing into the Bering Sea <italic>via</italic> the several passages in the Aleutian Island Chain (<xref ref-type="bibr" rid="B33">Song et&#xa0;al., 2016</xref>). Thus, the surface water was probably a two end-member mixing of BSW and NPSW (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A, B</bold>
</xref>). Following the method described in section 2.3 and the end-members summarized in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>, the &#x394;DIC was estimated as 6.9 &#xb1; 4.3 &#xb5;mol kg<sup>-1</sup> in the Southern Basin and -3.4 &#xb1; 1.8 &#xb5;mol kg<sup>-1</sup> in the Northern Basin. The low &#x394;DIC values in the Southern Basin suggest a low DIC consumption via biological production, which was further confirmed by the low Chlorophyll <italic>a</italic> concentration in <xref ref-type="supplementary-material" rid="SF2">
<bold>Figure S2B</bold>
</xref> and the NCP values of almost zero (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3D</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>4F</bold>
</xref>). Previous studies have also documented that the Southern Bering Sea Basin is typically a high-nutrient, low-chlorophyll (HNLC) region with low biological production (<xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B1">Bates et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B8">Cross et&#xa0;al., 2014</xref>), while the slight negative &#x394;DIC and NCP (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3D</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>4F</bold>
</xref>) values in the Northern Basin suggest a DIC addition via the decomposition of organic matter in early fall. <xref ref-type="bibr" rid="B34">Sun et&#xa0;al. (2020)</xref> also estimated the DIC consumption in the basin area with cruise data obtained during the summer of 2010, and their result suggested a DIC removal of 75 &#xb1; 7 &#xb5;mol kg<sup>-1</sup> via biological production (&#x394;DIC<sub>bio</sub> in the Bering Sea Basin, BSB, in their study), which was, however, much higher than our estimates. The difference in the &#x394;DIC values of <xref ref-type="bibr" rid="B34">Sun et&#xa0;al. (2020)</xref> and our calculations suggest the significant inter-annual variability of the surface water, which stresses the need for greater spatial and temporal resolutions of field observation.</p>
<p>Similar to observations in the basin area, the slope water in July during the forward voyage was likely a two end-member mixing of BSW and Rainwater, while it was mixed with BSW and NPSW in September during the return voyage (see the different mixing schemes in <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>). As a result, the observed DIC was almost consistent with the conservative mixing line, with a minor influence of biological consumption/respiration in both months. Using the end-members summarized in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>, the &#x394;DIC was estimated as -1.1 &#xb1; 6.8 &#xb5;mol kg<sup>-1</sup> in July and -8.6 &#xb1; 2.4 &#xb5;mol kg<sup>-1</sup> in September, suggesting the near metabolic balance during the forward voyage and a slight net heterotrophy during the return voyage.</p>
<p>On the Shelf, the sea surface was influenced by the CPW from the Anadyr River in both months. Thus, the surface water during both voyages was most likely to be a two end-member mixing of River Water (RW) and BSW (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>). As a result, the observed DIC was much lower than the conservative mixing line, suggesting a high DIC consumption via phytoplankton production. Using the end-members shown in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>, the estimated DIC removal (&#x394;DIC) was 59.9 &#xb1; 25.8 &#xb5;mol kg<sup>-1</sup> and 34.8 &#xb1; 14.0 &#xb5;mol kg<sup>-1</sup>, respectively, during the July and September voyages, indicating strong biological consumption and CO<sub>2</sub> removal during both months. During the cruise, the Chlorophyll <italic>a</italic> concentrations being relatively higher than in the basin area also confirmed the higher biological production on the Shelf (<xref ref-type="supplementary-material" rid="SF2">
<bold>Figure S2</bold>
</xref>). The highest DIC removal of 122 &#xb1; 45 &#xb5;mol kg<sup>-1</sup> was also reported on the Shelf by <xref ref-type="bibr" rid="B34">Sun et&#xa0;al. (2020)</xref> (&#x394;DIC<sub>bio</sub> in the remaining region, RR, in their study), which was, however, much higher than our estimates. In the Bering Sea, the highest DIC consumption on the Shelf was probably sustained by the high nutrient supply from the Bering Slope Current (BSC) and other water masses (<xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B1">Bates et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B8">Cross et&#xa0;al., 2014</xref>). On the Bering Shelf, BSC contains relatively high nutrient concentrations accumulated from the remineralization of sinking particles (<xref ref-type="bibr" rid="B18">Grebmeier et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B9">Cross et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>), and the influence of eddies and upwelling upwardly transports the nutrient-enriched subsurface water and levels up their concentrations at the surface (<xref ref-type="bibr" rid="B33">Song et&#xa0;al., 2016</xref>). Field observations have suggested that the algal bloom makes the coastal area along the continental shelf break a fertile region, the so-called &#x201c;Green Belt&#x201d;, where primary and secondary production is approximately 60% higher than that over the adjacent shelf and approximately 260% higher than in the basin (<xref ref-type="bibr" rid="B27">Okkonen et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B26">Mathis et&#xa0;al., 2010</xref>).</p>
<p>In the Bering Strait, surface water was influenced by the plume water from the Anadyr River in July and the coastal upwelling in September. Sustained by the high nutrient supply from local rivers, high biological production was observed in estuaries of the Yukon River and the Kush Yanukovich River at 63&#xb0;N and 60&#xb0;N, respectively, on the Alaska coast (<xref ref-type="bibr" rid="B25">Mathis et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B8">Cross et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2022</xref>), while the biological production/respiration in the plume area and the upwelling system in the western Bering Strait has been rarely reported. In this study, the surface water in the plume area was probably a two end-member mixing of River Water (RW) from the Anadyr River and ACW with significant DIC removal (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6E</bold>
</xref>), while the offshore surface water in the upwelling system was probably a two end-member mixing of ACW and surface water in the upwelling center (referred to as the Upwelling Surface Water, USW) with negligible DIC uptake (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6E</bold>
</xref>). Quantitative analysis suggested that there was a DIC removal of 54.2 &#xb1; 18.7 &#xb5;mol kg<sup>-1</sup> in the plume area, and a slight DIC addition of 2.1 &#xb1; 11.8 &#xb5;mol kg<sup>-1</sup> in the upwelling system. The negative NCP values in <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3D</bold>
</xref> and <xref ref-type="fig" rid="f5">
<bold>5F</bold>
</xref> also suggest the decomposition of organic matter in the upwelling system. <xref ref-type="bibr" rid="B34">Sun et&#xa0;al. (2020)</xref> suggested a DIC removal of 44 &#xb1; 16 &#xb5;mol kg<sup>-1</sup> in the Western Bering Strait, which is similar to our calculations. But the DIC consumption/regeneration in the upwelling system was not observed and discussed in their study.</p>
</sec>
<sec id="s5_3">
<label>4.3</label>
<title>Processes controlling the spatial differences of sea surface <italic>p</italic>CO<sub>2</sub>
</title>
<p>As shown in <xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4E</bold>
</xref> and <xref ref-type="fig" rid="f5">
<bold>5E</bold>
</xref>, the distributions of sea surface <italic>p</italic>CO<sub>2</sub> showed high spatial variability, with the lowest values (&lt;200 &#x3bc;atm) in the plume water and the highest values (&gt;400 &#x3bc;atm) in the upwelling center in the Bering Strait. Offshore, <italic>p</italic>CO<sub>2</sub> varied within the range of ~250-400 &#x3bc;atm. In July, high SST, SSS, and <italic>p</italic>CO<sub>2</sub> were observed in the Southern Basin, the Northern Basin, and the Slope, while low SST, SSS, and <italic>p</italic>CO<sub>2</sub> were observed on the Shelf (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). In September, although SST and SSS exhibited their high values both in the Southern Basin, the Northern Basin, and the Slope, <italic>p</italic>CO<sub>2</sub> in the Southern Basin and the Slope was lower than in the Northern Basin (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). The different SST-<italic>p</italic>CO<sub>2</sub> and SSS-<italic>p</italic>CO<sub>2</sub> relationships suggest different controlling processes. In order to identify the effects of mixing, biological production, and temperature on the <italic>p</italic>CO<sub>2</sub> dynamics, relationships between <italic>p</italic>CO<sub>2</sub> and TA (<italic>p</italic>CO<sub>2</sub>-TA) were plotted (right panels in <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). <italic>p</italic>CO<sub>2@11&#xb0;C</sub> is normalized to 11 &#xb0;C following the method of <xref ref-type="bibr" rid="B41">Wanninkhof et&#xa0;al. (2022)</xref>, where 11 &#xb0;C is the average SST in the Bering Sea Basin during both voyages.</p>
<p>As shown in <xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6F-J</bold>
</xref>, solid lines represent the hypothetical conservative mixing lines between different end-members, which was simulated using CO2SYS (version 1.1) (<xref ref-type="bibr" rid="B38">van Heuven et&#xa0;al., 2011</xref>). In the Northern Basin and Southern Basin, <italic>p</italic>CO<sub>2@11&#xb0;C</sub> was almost consistent with the conservative mixing lines during both voyages (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6F, G</bold>
</xref>), suggesting that the <italic>p</italic>CO<sub>2</sub> dynamics were mainly controlled by the water mass mixing with negligible influence of temperature effects and biological consumption/respiration. In the Slope, similar to the basin water, <italic>p</italic>CO<sub>2</sub> measurements during both months were consistent with <italic>p</italic>CO<sub>2@11&#xb0;C</sub>, which were slightly higher than the conservative values. On the contrary, associated with the high DIC consumption, <italic>p</italic>CO<sub>2@11&#xb0;C</sub> on the Shelf was much lower than the conservative mixing line, while <italic>p</italic>CO<sub>2@11&#xb0;C</sub> was similar to the observed <italic>in situ</italic> values (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6I</bold>
</xref>). Thus, the <italic>p</italic>CO<sub>2</sub> dynamics were mainly controlled by mixing in the Slope and the DIC consumption via biological production on the Shelf. In the Western Bering Strait, the high DIC consumption in the coastal plume water makes the <italic>p</italic>CO<sub>2@11&#xb0;C</sub> much lower than the conservative mixing line, and the low SST in high latitude areas would further draw down the sea surface <italic>p</italic>CO<sub>2</sub> (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6J</bold>
</xref>). In the upwelling system, <italic>p</italic>CO<sub>2@11&#xb0;C</sub> was consistent with the conservative mixing line, with negligible influence of biological consumption, while the low SST in the upwelling center made the observed <italic>p</italic>CO<sub>2</sub> lower than <italic>p</italic>CO<sub>2@11&#xb0;C</sub> (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6J</bold>
</xref>).</p>
<p>Air-sea CO<sub>2</sub> fluxes may also contribute to the <italic>p</italic>CO<sub>2</sub> dynamics in surface water. If <italic>p</italic>CO<sub>2</sub> measurements are higher (lower) than the air <italic>p</italic>CO<sub>2</sub>, the sea surface acts as a CO<sub>2</sub> source (sink), resulting in a decrease (increase) of DIC and seawater <italic>p</italic>CO<sub>2</sub>. During both voyages, the CO<sub>2</sub> sinks in all sub-regions leveled up the sea surface DIC and subsequently, the <italic>p</italic>CO<sub>2</sub>, and their influence has been included in the DIC removal (&#x394;DIC) and the <italic>p</italic>CO<sub>2</sub> biological drawdown in <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>. &#x394;DIC in this study is only a conservative estimate as air-sea CO<sub>2</sub> flux will counteract the DIC deficit (<xref ref-type="bibr" rid="B34">Sun et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s5_4">
<label>4.4</label>
<title>Processes controlling the <italic>p</italic>CO<sub>2</sub> dynamics from July to September</title>
<p>As shown in section 4.3, the dynamics of sea surface <italic>p</italic>CO<sub>2</sub> in the Southern Basin, the Northern Basin, the Slope, and the upwelling system in the Bering Strait were mainly controlled by the mixing of different water masses, while it was regulated by the mixing and biological production on the Shelf. Here, we take the Slope and the Shelf as examples to examine how <italic>p</italic>CO<sub>2</sub> responds to different environmental changes from July to September (see section 2.5), and the result is shown in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>The quantification of each driver on temporal dynamics of sea surface <italic>p</italic>CO<sub>2</sub> in the Slope of the Bering Sea <bold>(A)</bold> and the Shelf <bold>(B)</bold>. &#x2018;Sum&#x2019; is the accumulative effect from T, S, DIC, and TA, and &#x2018;observed&#x2019; is the observed <italic>p</italic>CO<sub>2</sub> change from July to September.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1107646-g007.tif"/>
</fig>
<p>From July to September, SST increased from 10.0 &#xb1; 0.4 &#xb0;C to 11.0 &#xb1; 0.5 &#xb0;C in the Slope and from 9.4 &#xb1; 0.6 &#xb0;C to 9.9 &#xb1; 0.3 &#xb0;C on the Shelf (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). <xref ref-type="bibr" rid="B41">Wanninkhof et&#xa0;al. (2022)</xref> suggested that <italic>p</italic>CO<sub>2</sub> increases exponentially with increasing temperature at 4.13% &#xb0;C<sup>-1</sup>. The increased SST would contribute partly to the increased <italic>p</italic>CO<sub>2</sub> from 244.2 &#xb1; 19.7 &#xb5;atm to 278.6 &#xb1; 20.4 &#xb5;atm on the Shelf, while the seawater <italic>p</italic>CO<sub>2</sub> in the Slope somehow decreased from 360.0 &#xb1; 11.8 &#xb5;atm to 317.4 &#xb1; 20.0 &#xb5;atm (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), which was mainly regulated by the non-temperature effect.</p>
<p>As shown in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>, DIC and TA are the dominant drivers for the <italic>p</italic>CO<sub>2</sub> variabilities in the Slope, and the salinity effect is negligible. From July to September, a DIC and TA drawdown of ~49.2 &#xb5;mol kg<sup>-1</sup> and ~24.7 &#xb5;mol kg<sup>-1</sup> was observed (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), which was probably attributable to the dilution of NPSW in September. With the &#x2202;V<italic>
<sub>p</sub>
</italic>
<sub>CO2</sub>/&#x2202;DIC and &#x2202;V<italic>
<sub>p</sub>
</italic>
<sub>CO2</sub>/&#x2202;TA of ~2.2 per &#xb5;mol kg<sup>-1</sup> and -1.8 &#xb5;atm per &#xb5;mol kg<sup>-1</sup>, we demonstrated that the changes in DIC and TA would draw down and increase the <italic>p</italic>CO<sub>2</sub> by ~106.6 &#xb5;atm and ~46.1 &#xb5;atm, respectively, while the increased SST would increase <italic>p</italic>CO<sub>2</sub> by ~9.8 &#xb5;atm with the &#x2202;V<italic>
<sub>p</sub>
</italic>
<sub>CO2</sub>/&#x2202;T of ~9.8 &#xb5;atm per &#xb0;C. Overall, the <italic>p</italic>CO<sub>2</sub> drawdown regulated by the mixing of low <italic>p</italic>CO<sub>2</sub> NPSW overwhelmed the <italic>p</italic>CO<sub>2</sub> increase via the temperature effect, and a <italic>p</italic>CO<sub>2</sub> drawdown was thus observed. On the Shelf, with the mixing of plume water from the Anadyr River and the decreased biological production in September, DIC and TA decreased by ~26.3 &#xb5;mol kg<sup>-1</sup> and ~57.5 &#xb5;mol kg<sup>-1</sup> (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), respectively, which jointly leveled up the <italic>p</italic>CO<sub>2</sub> by ~28.1 &#xb5;atm, dominating the <italic>p</italic>CO<sub>2</sub> increase from July to September, while the contributions of temperature and salinity effects were minor (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s6">
<label>5</label>
<title>Concluding remarks</title>
<p>We investigated the surface carbonate system during a forward voyage in July and a return voyage in September 2018 across the Bering Sea. SST, SSS, and sea surface <italic>p</italic>CO<sub>2</sub> show significant spatial-temporal variability between these two voyages, which was mainly controlled by the mixing of different water masses. In the Southern Basin, the Northern Basin, and the Slope, the non-conservative portion of DIC was relatively low, and the surface carbonate system was mainly controlled by a two end-member mixing of Rainwater and BSW during the forward voyage and a two end-member mixing of NPSW and BSW during the return voyage. From July to September, higher factions of NPSW featuring low <italic>p</italic>CO<sub>2</sub> were observed in the Southern Basin and the Slope during the return voyage, and a <italic>p</italic>CO<sub>2</sub> drawdown of ~40-75 &#xb5;atm was observed. On the Shelf, the surface water was a two end-member mixing of plume water from the Anadyr River and BSW during both voyages. Characterized by the high biological consumption, we observed low DIC and low <italic>p</italic>CO<sub>2</sub> during both voyages. From July to September, the increased sea surface <italic>p</italic>CO<sub>2</sub> on the Shelf was dominated by the decreased DIC biological consumption. In the Bering Strait, with the influence of plume water in July and the coastal upwelling in September, the coastal water was a CO<sub>2</sub> sink during the forward voyage and a CO<sub>2</sub> source during the return voyage. In different geographic regions, the surface water during both voyages was a net CO<sub>2</sub> sink with fluxes of -2.1~-14.0 mmol m<sup>-2</sup> d<sup>-1</sup> and -2.5~-11.6 mmol m<sup>-2</sup> d<sup>-1</sup>, respectively. This study highlights the rapid changes in the surface carbonate system under complex mixing schemes across the Bering Sea. In order to gain a comprehensive understanding of the carbon cycle in high-latitude marginal ecosystems, greater spatiotemporal resolution of field observations is needed.</p>
</sec>
<sec id="s7" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>ZO contributed to the sampling and data measurement. YW contributed to quality control and data synthesis. WY and DQ analyzed the data and drafted the manuscript. All authors participated in the discussion of the data, interpretations, and manuscript revision.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>This work was funded by the National Natural Science Foundation of China (41941013, 42176230), the National Key Research and Development Program of China (2019YFE0114800, 2019YFC1509101), Key Deployment Project of Centre for Ocean Mega-Research of Science, CAS (Grant No. COMS2020Q12), and Independent Research Projects of the Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai) (SML2021SP306).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors express their sincere gratitude to the crews of the 9<sup>th</sup> Chinese National Arctic Research Expedition on board R/V Xuelong for their support as well as the Chinese National Arctic and Antarctic Data Center.</p>
</ack>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2023.1107646/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1107646/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SF1" mimetype="application/pdf">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Surface distributions of ice concentration in different months of 2017-2018 (from NASA&#x2019;s Goddard Earth Sciences Data and Information Service Center, <ext-link ext-link-type="uri" xlink:href="https://disc-beta.gsfc.nasa.gov/giovanni/">https://disc-beta.gsfc.nasa.gov/giovanni/</ext-link>).</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SF2" mimetype="application/pdf">
<label>Supplementary Figure&#xa0;2</label>
<caption>
<p>Surface distributions of time-averaged Chlorophyll <italic>a</italic> concentration (mg m<sup>-3</sup>) with a resolution of 8-daily 4 km during the sampling time in July <bold>(A)</bold> and September <bold>(B)</bold> (from NASA&#x2019;s Goddard Earth Sciences Data and Information Service Center, <ext-link ext-link-type="uri" xlink:href="https://disc-beta.gsfc.nasa.gov/giovanni/">https://disc-beta.gsfc.nasa.gov/giovanni/</ext-link>).</p>
</caption>
</supplementary-material>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bates</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Mathis</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Jeffries</surname> <given-names>M. A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Air-sea CO<sub>2</sub> fluxes on the Bering Sea shelf</article-title>. <source>Biogeosciences</source> <volume>8</volume>, <fpage>1237</fpage>&#x2013;<lpage>1253</lpage>. doi: <pub-id pub-id-type="doi">10.5194/bg-8-1237-2011</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cai</surname> <given-names>W. J.</given-names>
</name>
<name>
<surname>Dai</surname> <given-names>M. H.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y. C.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Air-sea exchange of carbon dioxide in ocean margins: a province based synthesis</article-title>. <source>Geophys. Res. Lett.</source> <volume>33</volume>, <fpage>L12603</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1029/2006GL026219</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cao</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Qi</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Spectrophotometric loop flow analyzer for high-precision measurement of seawater pH</article-title>. <source>Talanta</source> <volume>224</volume>, <fpage>121775</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.talanta.2020.121775</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>C. T. A.</given-names>
</name>
<name>
<surname>Borges</surname> <given-names>A. V.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Reconciling opposing views on carbon cycling in the coastal ocean: continental shelves as sinks and near-shore ecosystems as sources of atmospheric CO<sub>2</sub>
</article-title>. <source>Deep-Sea Res. Pt. II.</source> <volume>56</volume>, <fpage>578</fpage>&#x2013;<lpage>590</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.dsr2.2009.01.001</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>W. J.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>The marine carbonate system of the Arctic ocean: assessment of internal consistency and sampling considerations, summer 2010</article-title>. <source>Mar. Chem.</source> <volume>176</volume>, <fpage>174</fpage>&#x2013;<lpage>188</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.marchem.2015.09.007</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>W. J.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Distributions and air-sea fluxes of CO<sub>2</sub> in the summer Bering Sea</article-title>. <source>Acta Oceanol. Sin.</source> <volume>33</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s13131-014-0483-9</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>X.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Characteristics of <italic>p</italic>CO<sub>2</sub> in surface water of the Bering abyssal plain and their effects on carbon cycle in the western Arctic ocean</article-title>. <source>Sci. China Ser. D.</source> <volume>47</volume>, <fpage>1035</fpage>&#x2013;<lpage>1044</lpage>. doi: <pub-id pub-id-type="doi">10.1360/03yd0010</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cross</surname> <given-names>J. N.</given-names>
</name>
<name>
<surname>Mathis</surname> <given-names>J. T.</given-names>
</name>
<name>
<surname>Frey</surname> <given-names>K. E.</given-names>
</name>
<name>
<surname>Cosca</surname> <given-names>C. E.</given-names>
</name>
<name>
<surname>Danielson</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Bates</surname> <given-names>N. R.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>Annual sea-air CO<sub>2</sub> fluxes in the Bering Sea: insights from new autumn and winter observations of a seasonally ice-covered continental shelf</article-title>. <source>J. Geophys. Res. Oceans.</source> <volume>119</volume>, <fpage>6693</fpage>&#x2013;<lpage>6708</lpage>. doi: <pub-id pub-id-type="doi">10.1002/2013JC009579</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cross</surname> <given-names>J. N.</given-names>
</name>
<name>
<surname>Mathis</surname> <given-names>J. T.</given-names>
</name>
<name>
<surname>Pickart</surname> <given-names>R. S.</given-names>
</name>
<name>
<surname>Bates</surname> <given-names>N. R.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Formation and transport of corrosive water in the pacific Arctic region</article-title>. <source>Deep-Sea Res. Pt II.</source> <volume>152</volume>, <fpage>67</fpage>&#x2013;<lpage>81</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.dsr2.2018.05.020</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dai</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zhai</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Yin</surname> <given-names>Z.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>Why are some marginal seas sources of atmospheric CO<sub>2</sub>
</article-title>? <source>Geophys. Res. Lett.</source> <volume>40</volume>, <fpage>2154</fpage>&#x2013;<lpage>2158</lpage>. doi: <pub-id pub-id-type="doi">10.1002/grl.50390</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dai</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Su</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Hofmann</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>W. J.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Carbon fluxes in the coastal ocean: synthesis, boundary processes and future trends</article-title>. <source>Annu. Rev. Earth Planet. Sci.</source> <volume>50</volume>, <fpage>593</fpage>&#x2013;<lpage>626</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev-earth-032320-090746</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>DeJong</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Dunbar</surname> <given-names>R. B.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Air-sea CO<sub>2</sub> exchange in the Ross Sea, Antarctica</article-title>. <source>J. Geophys. Res.</source> <volume>122</volume>, <fpage>8167</fpage>&#x2013;<lpage>8181</lpage>. doi: <pub-id pub-id-type="doi">10.1002/2017JC012853</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Detlef</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Sosdian</surname> <given-names>S. M.</given-names>
</name>
<name>
<surname>Kender</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Lear</surname> <given-names>C. H.</given-names>
</name>
<name>
<surname>Hall</surname> <given-names>I. R.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Multi-elemental composition of authigenic carbonates in benthic foraminifera from the eastern Bering Sea continental margin (International ocean discovery program site U1343)</article-title>. <source>Geochimica Cosmochimica Acta</source> <volume>268</volume>, <fpage>1</fpage>&#x2013;<lpage>21</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.gca.2019.09.025</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dickson</surname> <given-names>A. G.</given-names>
</name>
</person-group> (<year>1990</year>). <article-title>Standard potential of the reaction: AgCl(s)+12H<sub>2</sub>(g)=Ag(s)+HCl(aq), and the standard acidity constant of the ion <inline-formula>
<mml:math display="inline" id="im1">
<mml:mtext>HS</mml:mtext>
<mml:msubsup>
<mml:mtext>O</mml:mtext>
<mml:mn>4</mml:mn>
<mml:mo>-</mml:mo>
</mml:msubsup>
</mml:math>
</inline-formula> in synthetic sea water from 273.15 to 318.15 K</article-title>. <source>J. Chem. Thermodyn.</source> <volume>22</volume>, <fpage>113</fpage>&#x2013;<lpage>127</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0021-9614(90)90074-Z</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dudarev</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Charkin</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Pipko</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Pugach</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Kosmach</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Chernykh</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Biogeochemical studies of the system &#x201c;Anadyr river-Bering sea&#x201d; during the summer of 2013</article-title>. <source>Oceanology</source> <volume>55</volume>, <fpage>777</fpage>&#x2013;<lpage>779</lpage>. doi: <pub-id pub-id-type="doi">10.1134/S0001437015050033</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fransson</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Chierici</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Nojiri</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Increased net CO<sub>2</sub> outgassing in the upwelling region of the southern Bering Sea in a period of variable marine climate between 1995 and 2001</article-title>. <source>J. Geophys. Res. Oceans.</source> <volume>111</volume>, <fpage>C08008</fpage>. doi: <pub-id pub-id-type="doi">10.1029/2004JC002759</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Friedlingstein</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Jones</surname> <given-names>M. W.</given-names>
</name>
<name>
<surname>O&#x2019; Sullivan</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Andrew</surname> <given-names>R. M.</given-names>
</name>
<name>
<surname>Bakke</surname> <given-names>D. C. E.</given-names>
</name>
<name>
<surname>Hauck</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Global carbon budget 2021</article-title>. <source>Earth Syst. Sci. Data.</source> <volume>14</volume>, <fpage>1917</fpage>&#x2013;<lpage>2005</lpage>. doi: <pub-id pub-id-type="doi">10.5194/essd-14-1917-2022</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Grebmeier</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Bluhm</surname> <given-names>B. A.</given-names>
</name>
<name>
<surname>Cooper</surname> <given-names>L. W.</given-names>
</name>
<name>
<surname>Danielson</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Arrigo</surname> <given-names>K. R.</given-names>
</name>
<name>
<surname>Blanchard</surname> <given-names>A. L.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Ecosystem characteristics and processes facilitating persistent macrobenthic biomass hotspots and associated benthivory in the pacific Arctic</article-title>. <source>Prog. Oceanogr.</source> <volume>136</volume>, <fpage>92</fpage>&#x2013;<lpage>114</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.pocean.2015.05.006</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Itoh</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Pickart</surname> <given-names>R. S.</given-names>
</name>
<name>
<surname>Kikuchi</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Fukamachi</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Ohshima</surname> <given-names>K. I.</given-names>
</name>
<name>
<surname>Simizu</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Water properties, heat and volume fluxes of pacific water in Barrow canyon during summer 2010</article-title>. <source>Deep-Sea Res. Pt I.</source> <volume>102</volume>, <fpage>43</fpage>&#x2013;<lpage>54</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.dsr.2015.04.004</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kwiatkowski</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Orr</surname> <given-names>J. C.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Diverging seasonal extremes for ocean acidification during the twenty-first century</article-title>. <source>Nat. Clim Change.</source> <volume>8</volume>, <fpage>141</fpage>&#x2013;<lpage>145</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41558-017-0054-0</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Large</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Pond</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>1981</year>). <article-title>Open ocean momentum flux measurements in moderate to strong winds</article-title>. <source>J. Phys. Oceanogr.</source> <volume>11</volume>, <fpage>324</fpage>&#x2013;<lpage>336</lpage>. doi: <pub-id pub-id-type="doi">10.1175/1520-0485(1981)011&lt;0324:OOMFMI&gt;2.0.CO;2</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Laws</surname> <given-names>E.</given-names>
</name>
</person-group> (<year>1991</year>). <article-title>Photosynthetic quotients, new production and net community production in the open ocean</article-title>. <source>Deep-Sea Res. Pt A.</source> <volume>38</volume> (<issue>1</issue>), <fpage>143</fpage>&#x2013;<lpage>167</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0198-0149(91)90059-O</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>T. W.</given-names>
</name>
<name>
<surname>Byrne</surname> <given-names>R. H.</given-names>
</name>
<name>
<surname>Millero</surname> <given-names>F. J.</given-names>
</name>
<name>
<surname>Feely</surname> <given-names>R. A.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>Y. M.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>The universal ratio of boron to chlorinity for the north pacific and north Atlantic oceans</article-title>. <source>Geochim Cosmochim Ac.</source> <volume>74</volume>, <fpage>1801</fpage>&#x2013;<lpage>1811</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.gca.2009.12.027</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lueker</surname> <given-names>T. J.</given-names>
</name>
<name>
<surname>Dickson</surname> <given-names>A. G.</given-names>
</name>
<name>
<surname>Keeling</surname> <given-names>C. D.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Ocean <italic>p</italic>CO<sub>2</sub> calculated from dissolved inorganic carbon, alkalinity, and equations for K<sub>1</sub> and K<sub>2</sub>: validation based on laboratory measurements of CO<sub>2</sub> in gas and seawater at equilibrium</article-title>. <source>Mari Chem.</source> <volume>70</volume>, <fpage>105</fpage>&#x2013;<lpage>119</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0304-4203(00)00022-0</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mathis</surname> <given-names>J. T.</given-names>
</name>
<name>
<surname>Cross</surname> <given-names>J. N.</given-names>
</name>
<name>
<surname>Bates</surname> <given-names>N. R.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Coupling primary production and terrestrial runoff to ocean acidification and carbonate mineral suppression in the eastern Bering Sea</article-title>. <source>J. Geophys. Res.</source> <volume>6</volume>, <fpage>C02030</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1029/2010JC006453</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mathis</surname> <given-names>J. T.</given-names>
</name>
<name>
<surname>Cross</surname> <given-names>J. N.</given-names>
</name>
<name>
<surname>Bates</surname> <given-names>N. R.</given-names>
</name>
<name>
<surname>Bradley Moran</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Lomas</surname> <given-names>M. W.</given-names>
</name>
<name>
<surname>Mordy</surname> <given-names>C. W.</given-names>
</name>
<etal/>
</person-group>. (<year>2010</year>). <article-title>Seasonal distribution of dissolved inorganic carbon and net community production on the Bering Sea shelf</article-title>. <source>Biogeosciences</source> <volume>7</volume>, <fpage>1769</fpage>&#x2013;<lpage>1787</lpage>. doi: <pub-id pub-id-type="doi">10.5194/bg-7-1769-2010</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Okkonen</surname> <given-names>S. R.</given-names>
</name>
<name>
<surname>Schmidt</surname> <given-names>G. M.</given-names>
</name>
<name>
<surname>Cokelet</surname> <given-names>E. D.</given-names>
</name>
<name>
<surname>Stabeno</surname> <given-names>P. J.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Satellite and hydrographic observations of the Bering sea &#x2018;green belt&#x2019;</article-title>. <source>Deep-Sea Res. II.</source> <volume>51</volume>, <fpage>1033</fpage>&#x2013;<lpage>1051</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0967-0645(04)00099-2</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Orr</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>Epitalon</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Gattuso</surname> <given-names>J. P.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Comparison of ten packages that compute ocean carbonate chemistry</article-title>. <source>Biogeosciences</source> <volume>12</volume>, <fpage>1483</fpage>&#x2013;<lpage>1510</lpage>. doi: <pub-id pub-id-type="doi">10.5194/bg-12-1483-2015</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ouyang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Qi</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Zhong</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>H.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Summertime evolution of net community production and CO2 flux in the western Arctic ocean</article-title>. <source>Global Biogeochem Cy</source> <volume>35</volume>, <fpage>e2020GB006651</fpage>. doi: <pub-id pub-id-type="doi">10.1029/2020GB006651</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pierrot</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Neill</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Sullivan</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Castle</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Wanninkhof</surname> <given-names>R.</given-names>
</name>
<name>
<surname>L&#xfc;ger</surname> <given-names>H.</given-names>
</name>
<etal/>
</person-group>. (<year>2009</year>). <article-title>Recommendations for autonomous underway <italic>p</italic>CO<sub>2</sub> measuring systems and data-reduction routines</article-title>. <source>Deep-Sea Res. II.</source> <volume>56</volume>, <fpage>512</fpage>&#x2013;<lpage>522</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.dsr2.2008.12.005</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pipko</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Pugach</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Luchin</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Francis</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Savelieva</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Charkin</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Surface CO<sub>2</sub> system dynamics in the gulf of anadyr during the open water season</article-title>. <source>Continent. Shelf Res.</source> <volume>217</volume>, <fpage>104371</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.csr.2021.104371</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qi</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>W. J.</given-names>
</name>
<name>
<surname>Ouyang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Rapid acidification of the Arctic chukchi Sea waters driven by anthropogenic forcing and biological carbon recycling</article-title>. <source>Geophys Res. Lett.</source> <volume>49</volume>, <elocation-id>2021GL097246</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1029/2021GL097246</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Bai</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>W. J.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>C. T. A.</given-names>
</name>
<name>
<surname>Pan</surname> <given-names>D.</given-names>
</name>
<name>
<surname>He</surname> <given-names>X.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>Remote sensing of sea surface <italic>p</italic>CO<sub>2</sub> in the Bering sea in summer based on a mechanistic semianalytical algorithm (MeSAA)</article-title>. <source>Remote Sens.</source> <volume>8</volume>, <fpage>558</fpage>. doi: <pub-id pub-id-type="doi">10.3390/rs8070558</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Di</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>W.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Surface seawater partial pressure of CO<sub>2</sub> variability and air-sea CO<sub>2</sub> fluxes in the Bering Sea in July 2010</article-title>. <source>Cont Shelf Res.</source> <volume>193</volume>, <fpage>104031</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.csr.2019.104031</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Spatial variability of summertime aragonite saturation states and its influencing factor in the Bering Sea</article-title>. <source>Adv. Clim Chang Res.</source> <volume>12</volume>, <fpage>508</fpage>&#x2013;<lpage>516</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.accre.2021.04.001</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Takahashi</surname> <given-names>K.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>The Bering Sea and paleoceanography</article-title>. <source>Deep-Sea Res. II.</source> <volume>52</volume>, <fpage>16</fpage>&#x2013;<lpage>18</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.dsr2.2005.08.003</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Takahashi</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Sutherland</surname> <given-names>S. C.</given-names>
</name>
<name>
<surname>Wanninkhof</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Sweeney</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Feely</surname> <given-names>R. A.</given-names>
</name>
<name>
<surname>Chipman</surname> <given-names>D. W.</given-names>
</name>
<etal/>
</person-group>. (<year>2009</year>). <article-title>Climatological mean and decadal change in surface ocean <italic>p</italic>CO<sub>2</sub>, and net sea-air CO<sub>2</sub> flux over the global oceans</article-title>. <source>Deep-Sea Res. II.</source> <volume>56</volume> (<issue>8-10</issue>), <fpage>554</fpage>&#x2013;<lpage>577</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.dsr2.2008.12.009</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>van Heuven</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Pierrot</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Rae</surname> <given-names>J. W. B.</given-names>
</name>
<name>
<surname>Lewis</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Wallace</surname> <given-names>D. W. R.</given-names>
</name>
</person-group> (<year>2011</year>). <source>MATLAB program developed for CO2 system calculations</source> (<publisher-loc>Oak Ridge, Tennessee</publisher-loc>: <publisher-name>Carbon Dioxide Information Analysis Center, Oak Ridge National Laboratory, U.S. Department of Energy</publisher-name>).</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Pickart</surname> <given-names>R. S.</given-names>
</name>
<name>
<surname>Cross</surname> <given-names>J. N.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Summer surface CO<sub>2</sub> dynamics on the Bering sea and eastern chukchi sea shelves from 1989 to 2019</article-title>. <source>J. Geophys. Res. Oceans.</source> <volume>127</volume>, <elocation-id>e2021JC017424</elocation-id>. doi: <pub-id pub-id-type="doi">10.1029/2021JC017424</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wanninkhof</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Relationship between wind speed and gas exchange over the ocean revisited</article-title>. <source>Limnol Oceanogr. Methods</source> <volume>12</volume>, <fpage>351</fpage>&#x2013;<lpage>362</lpage>. doi: <pub-id pub-id-type="doi">10.4319/lom.2014.12.351</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wanninkhof</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Pierrot</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Sullivan</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Mears</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Barbero</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Comparison of discrete and underway CO<sub>2</sub> measurements: inferences on the temperature dependence of the fugacity of CO<sub>2</sub> in seawater</article-title>. <source>Mari Chem.</source> <volume>247</volume>, <fpage>104178</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.marchem.2022.104178</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Weiss</surname> <given-names>R. F.</given-names>
</name>
</person-group> (<year>1974</year>). <article-title>Carbon dioxide in water and seawater: the solubility of a non-ideal gas</article-title>. <source>Mar. Chem.</source> <volume>2</volume>, <fpage>203</fpage>&#x2013;<lpage>215</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0304-4203(74)90015-2</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Qi</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Ouyang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Feely</surname> <given-names>R. A.</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>H.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Contrasting controls of acidification metrics across environmental gradients in the north pacific and the adjunct Arctic ocean: insight from a transregional study</article-title>. <source>Geophys. Res. Lett.</source> <volume>48</volume>, <elocation-id>e2021GL094473</elocation-id>. doi: <pub-id pub-id-type="doi">10.1029/2021GL094473</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>L.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Seasonal dynamics of the carbonate system under complex circulation schemes on a large continental shelf: the northern south China Sea</article-title>. <source>Prog. Oceanogr.</source> <volume>197</volume>, <fpage>102630</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.pocean.2021.102630</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>