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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.2023.1192959</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>Assessment of austral autumn air&#x2013;sea CO<sub>2</sub> exchange in the Pacific sector of the Southern Ocean and dominant controlling factors</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Mo</surname>
<given-names>Ahra</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1454655"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Park</surname>
<given-names>Keyhong</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/1252140"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Park</surname>
<given-names>Jisoo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1207365"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hahm</surname>
<given-names>Doshik</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1888246"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kim</surname>
<given-names>Kitae</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1254982"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ko</surname>
<given-names>Young Ho</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1262903"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Iriarte</surname>
<given-names>Jos&#xe9; Luis</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/350735"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Choi</surname>
<given-names>Jung-Ok</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2308385"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kim</surname>
<given-names>Tae-Wook</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1264411"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Division of Ocean Sciences, Korea Polar Research Institute</institution>, <addr-line>Incheon</addr-line>, <country>Republic of Korea</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Oceanography, Pusan National University</institution>, <addr-line>Busan</addr-line>, <country>Republic of Korea</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Research Unit of Cryogenic Novel Material, Korea Polar Research Institute</institution>, <addr-line>Incheon</addr-line>, <country>Republic of Korea</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>OJEong Resilience Institute, Korea University</institution>, <addr-line>Seoul</addr-line>, <country>Republic of Korea</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Instituto de Acuicultura, Universidad Austral de Chile</institution>, <addr-line>Los Lagos</addr-line>, <country>Chile</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Division of Environmental Science and Ecological Engineering, Korea University</institution>, <addr-line>Seoul</addr-line>, <country>Republic of Korea</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Xiangbin Ran, Ministry of Natural Resources, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Chun-Ying Liu, Ocean University of China, China; Hong-Hai Zhang, Ocean University of China, China; Dewang Li, Ministry of Natural Resources, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Tae-Wook Kim, <email xlink:href="mailto:kimtwk@korea.ac.kr">kimtwk@korea.ac.kr</email>; Keyhong Park, <email xlink:href="mailto:keyhongpark@kopri.re.kr">keyhongpark@kopri.re.kr</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1192959</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>03</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>05</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Mo, Park, Park, Hahm, Kim, Ko, Iriarte, Choi and Kim</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Mo, Park, Park, Hahm, Kim, Ko, Iriarte, Choi and Kim</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The factors that control the partial pressure of carbon dioxide (<italic>p</italic>CO<sub>2</sub>) in the Pacific sector of the Southern Ocean were investigated in April 2018, onboard the icebreaker, ARAON. The mean (&#xb1; 1&#x3c3;) of the sea surface <italic>p</italic>CO<sub>2</sub> was estimated to be 431 &#xb1; 6 &#x3bc;atm in the north of the Ross Sea (NRS), 403 &#xb1; 18 &#x3bc;atm in the Amundsen&#x2013;Bellingshausen Sea (ABS), and 426 &#xb1; 16 &#x3bc;atm in the western Antarctic Peninsula and Weddell Sea (WAP/WS). The controlling factors for <italic>p</italic>CO<sub>2</sub> in the NRS appeared to be meridionally different based on the southern boundary of the Antarctic Circumpolar Current (SB; ~62.5&#xb0;S in the Ross Sea). The sea surface <italic>p</italic>CO<sub>2</sub> exhibited a strong correlation with salinity and the difference between the O<sub>2</sub>/Ar (&#x394;O<sub>2</sub>/Ar) values of the sample and air-saturated water in the north and south of the SB, respectively. The <italic>p</italic>CO<sub>2</sub> in the ABS and western WAP/WS displayed a strong correlation with salinity. Furthermore, &#x394;O<sub>2</sub>/Ar and sea ice formation appear to be the dominant factors that control <italic>p</italic>CO<sub>2</sub> in the Confluence Zone (CZ) and northern parts of WAP/WS. The estimated air&#x2013;sea CO<sub>2</sub> fluxes (positive and negative values indicate the source and sink for atmospheric CO<sub>2</sub>, respectively) range from 3.1 to 18.8 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> in the NRS, &#x2212;12.7 to 17.3 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> in the ABS, and &#x2212;59.4 to 140.8 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> in the WAP/WS. In addition, biology-driven large variations in the air&#x2013;sea CO<sub>2</sub> flux were observed in the CZ. Our results are the most recent observation data acquired in austral autumn in the Southern Ocean.</p>
</abstract>
<kwd-group>
<kwd>Southern Ocean</kwd>
<kwd>surface CO<sub>2</sub> partial pressure (<italic>p</italic>CO<sub>2</sub>)</kwd>
<kwd>carbon cycle</kwd>
<kwd>air-sea CO<sub>2</sub> flux</kwd>
<kwd>western Antarctic Peninsula</kwd>
</kwd-group>
<contract-num rid="cn001">PE23110, PE17900, PE23120</contract-num>
<contract-num rid="cn002">2019R1A2C2089994</contract-num>
<contract-sponsor id="cn001">Korea Polar Research Institute<named-content content-type="fundref-id">10.13039/501100004230</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Research Foundation of Korea<named-content content-type="fundref-id">10.13039/501100003725</named-content>
</contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="4"/>
<equation-count count="5"/>
<ref-count count="79"/>
<page-count count="16"/>
<word-count count="10749"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Ocean Observation</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The Southern Ocean is known to strongly absorb atmospheric carbon dioxide (CO<sub>2</sub>) because of the high CO<sub>2</sub> solubility, strong wind speed, and lower partial pressure of CO<sub>2</sub> (<italic>p</italic>CO<sub>2</sub>) of its surface seawater. Although the Southern Ocean covers only 30% of the global ocean surface, it has absorbed more than 40% of anthropogenic CO<sub>2</sub> since the industrial revolution (<xref ref-type="bibr" rid="B52">Orr et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B44">Mikaloff Fletcher et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B27">Ito et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B15">DeVries, 2014</xref>). Horizontal and overturning circulations in the Southern Ocean form water masses with different physical and biogeochemical properties, which affect its CO<sub>2</sub> absorption capacity. The Antarctic Circumpolar Current (ACC) is a strong eastward-flowing current that encircles Antarctica. The Southern Ocean is divided into three regions based on the fronts associated with the ACC: (i) the Polar Frontal Zone (PFZ), which is located between the Subantarctic front (SAF) and the Polar front (PF); (ii) the Antarctic Southern Zone (ASZ), which is located between the PF and the southern boundary (SB) of the ACC; and (iii) the Seasonal Sea Ice Zone (SSIZ), which is located between the SB and Antarctica. Near the SB, the Circumpolar Deep Water (CDW) upwells <italic>via</italic> Ekman transport and diverges toward the SSIZ and PFZ (<xref ref-type="bibr" rid="B63">Speer et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B27">Ito et&#xa0;al., 2010</xref>). The CDW is elevated from the lower layer of the water column and has a high CO<sub>2</sub> content; therefore, CO<sub>2</sub> is released from the newly upwelled seawater to the atmosphere in this zone (<xref ref-type="bibr" rid="B7">Bushinsky et&#xa0;al., 2019</xref>). However, some studies suggested that CDW also increases the primary productivity because of its high nutrient concentrations and no prior exposure to anthropogenic CO<sub>2</sub>, thereby, enhancing the absorption capacity of atmospheric CO<sub>2</sub> (<xref ref-type="bibr" rid="B62">Sokolov and Rintoul, 2007</xref>). An increase in the primary production in the ASZ may outweigh the outgassing of CO<sub>2</sub> caused by the upwelling of CO<sub>2</sub>-rich waters. Direct field observations are necessary to confirm the effects of CDW.</p>
<p>The Southern Ocean is also divided into three regions based on longitude: (i) the Pacific sector, (ii) the Atlantic sector, and (iii) the Indian sector. Among them, the Pacific sector of the Southern Ocean includes the Ross Sea, Amundsen Sea, Bellingshausen Sea, and West Antarctic Peninsula (WAP) from west to east. The Ross Sea exhibits the largest phytoplankton bloom during spring and summer, which reduces surface <italic>p</italic>CO<sub>2</sub> and generates a strong atmospheric carbon sink (ranging from &#x2212;4.7 to &#x2212;15.6 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>, where negative values indicate air-to-sea flux) (<xref ref-type="bibr" rid="B4">Arrigo et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B13">DeJong and Dunbar, 2017</xref>). Similar to the Ross Sea, the Amundsen Sea is also a region with a high biological production (<xref ref-type="bibr" rid="B2">Arrigo et&#xa0;al., 2012</xref>). The oceanic <italic>p</italic>CO<sub>2</sub> in the Amundsen Sea exhibits a strong inverse relationship with biological activities, and the mean air&#x2013;sea CO<sub>2</sub> flux is estimated to be &#x2212;15.9 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> during summer (<xref ref-type="bibr" rid="B71">Tortell et&#xa0;al., 2012</xref>). These two regions (i.e., Ross Sea and Amundsen Sea) form several polynyas during spring and summer. Polynyas have a substantially lower surface <italic>p</italic>CO<sub>2</sub> than pelagic <italic>p</italic>CO<sub>2</sub> because of their high biological production and low surface salinity (<xref ref-type="bibr" rid="B71">Tortell et&#xa0;al., 2012</xref>). Previous studies have suggested a relatively strong oceanic uptake of atmospheric CO<sub>2</sub> in the polynyas, ranging from &#x2212;1.7 to &#x2212;36.0 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> in the Ross Sea and &#x2212;36 to &#x2212;41.9 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> in the Amundsen Sea (<xref ref-type="bibr" rid="B5">Bates et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B70">Tortell et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B71">Tortell et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B49">Mu et&#xa0;al., 2014</xref>). The Bellingshausen Sea is a geographically important region that connects the WAP with the Amundsen Sea (<xref ref-type="bibr" rid="B60">Schulze Chretien et&#xa0;al., 2021</xref>). The mean air&#x2013;sea CO<sub>2</sub> flux in the Bellingshausen Sea is estimated to be &#x2212;1.5 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>, and it is characterized by a low surface <italic>p</italic>CO<sub>2</sub> (214&#x2013;419 &#x3bc;atm) (<xref ref-type="bibr" rid="B57">Robertson and Watson, 1995</xref>; <xref ref-type="bibr" rid="B58">Ruiz-Halpern et&#xa0;al., 2014</xref>). However, significant seasonal CO<sub>2</sub> variations (ranging from &#x2212;40 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> during spring and summer to 40 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> during autumn and winter) have been detected in the coastal areas of the region (i.e., Gerlache Strait) because of the changes in the surface CO<sub>2</sub>-controlling factors due to upwelling during autumn and winter and biological activities during spring and summer (<xref ref-type="bibr" rid="B47">Monteiro et&#xa0;al., 2020</xref>).</p>
<p>As pronounced in the cases of the Ross Sea and Amundsen Sea, the influence of biological productivity on seawater <italic>p</italic>CO<sub>2</sub> during spring and summer is critical. In addition, this effect is connected to the dynamics of sea ice movement (i.e., formation of polynya). Considering that the majority of existing observational data predominantly targets seasons with elevated productivity, it is imperative to closely examine the substantial seasonal variability exhibited in the Bellingshausen Sea. As shown by <xref ref-type="bibr" rid="B66">Takahashi et&#xa0;al. (1993)</xref>, oceanic <italic>p</italic>CO<sub>2</sub> exhibits a strong correlation with temperature. Temperature not only accounts for the thermodynamic variability of <italic>p</italic>CO<sub>2</sub>, but also functions as an indicator of the intensity of vertical mixing (which generally accompanies an increase in <italic>p</italic>CO<sub>2</sub>) along with salinity. Consequently, a thorough comprehension of the interplay between light availability, stratification resulting from seasonal sea ice formation and decline, organic carbon synthesis and decomposition by marine biota, as well as alterations in vertical mixing induced by wind, is essential for accurately discerning the air&#x2013;sea CO<sub>2</sub> exchange dynamics in the Southern Ocean. Nonetheless, there is a significant lack of field surveys aimed at unraveling these factors affecting <italic>p</italic>CO<sub>2</sub> in the Southern Ocean.</p>
<p>There are several ways to observe the surface <italic>p</italic>CO<sub>2</sub> for calculation air&#x2013;sea CO<sub>2</sub> flux, and most previous studies using ship-based observations have reported that the mean ocean uptake of atmospheric CO<sub>2</sub> ranges from &#x2013;0.8 to 1.0 Pg C yr<sup>&#x2013;1</sup> in the south of 50&#xb0;S (<xref ref-type="bibr" rid="B41">McNeil et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B68">Takahashi et&#xa0;al., 2009</xref>) and &#x2013;1.3 to &#x2013;0.5 Pg C yr<sup>&#x2013;1</sup> in the south of 35&#xb0;S (<xref ref-type="bibr" rid="B50">Nevison et&#xa0;al., 2016</xref>). However, these estimations of the mean CO<sub>2</sub> uptake in the Southern Ocean are mostly based on data acquired during spring and summer. This is because the Southern Ocean has limited accessibility during autumn and winter because of harsh environmental conditions, such as high wind speeds and sea ice expansion. New profiling floats, deployed by the Southern Ocean Carbon and Climate Observations and Modeling project (hereafter SOCCOM floats), along with the development and deployment of uncrewed surface vehicles in the Southern Ocean have facilitated the acquisition of vertical profiles of a carbonate parameter (e.g., pH), independent of seasons (<xref ref-type="bibr" rid="B65">Sutton et&#xa0;al., 2021</xref>). A previous study reported that the inclusion or exclusion of observational data from colder seasons leads to significant differences in the air&#x2013;sea CO<sub>2</sub> flux calculations (<xref ref-type="bibr" rid="B7">Bushinsky et&#xa0;al., 2019</xref>). Furthermore, <xref ref-type="bibr" rid="B65">Sutton et&#xa0;al. (2021)</xref> suggested that wind speed observation and sampling frequency are important factors for the estimation of air&#x2013;sea CO<sub>2</sub> flux that can cause a significant bias in air&#x2013;sea CO<sub>2</sub> flux, ranging from &#x2013; 4% to +20% in the Southern Ocean. The application of such equipment could improve our understanding of the seasonal as well as interannual variabilities (i.e., Southern Annual Mode) in the carbon cycle in the Southern Ocean (<xref ref-type="bibr" rid="B7">Bushinsky et&#xa0;al., 2019</xref>). However, revealing spatial variations over large areas (while minimizing temporal variations) is only possible through shipboard underway measurements. Although the development of unmanned observation equipment (e.g., SOCCOM floats and uncrewed surface vehicles) and models (<xref ref-type="bibr" rid="B35">Lovenduski et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B23">Gregor et&#xa0;al., 2017</xref>) have improved our understanding of the carbon cycle in the Southern Ocean, these data need to be evaluated based on field data.</p>
<p>In this study, we measured the surface <italic>p</italic>CO<sub>2</sub> in the ASZ and SSIZ in the Pacific sector of the Southern Ocean in early autumn, and estimated the controlling factors that influence the variations in <italic>p</italic>CO<sub>2</sub> using our ship-based observations and SOCCOM float-based results. Our estimations are expected to aid in improving the understanding of the carbon cycle in autumn in the Southern Ocean, and the results can be utilized as fundamental data to reduce uncertainties in future studies.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Field observations</title>
<p>This study was performed as part of the Antarctic Cruise program (ANA08D) of the Korea Polar Research Institute (KOPRI) in autumn from March 31, 2018 to April 27, 2018 using the icebreaker, ARAON, in the Pacific sector of the Southern Ocean (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). To compare the regional characteristics of the variations in surface <italic>p</italic>CO<sub>2</sub> and air&#x2013;sea CO<sub>2</sub> flux in the Southern Ocean, the study area was divided into three regions, under the domains of the commission for the conservation of Antarctic marine living resources, as follows: the north of Ross Sea (NRS), Amundsen&#x2013;Bellingshausen Sea (ABS), and WAP with Weddell Sea (WAP/WS) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). Our ship moved from northwest to southeast in the Pacific sector of the Southern Ocean. Thus, unlike the other two subregions, the NRS survey covered the meridional band between 60&#xb0;S and 65&#xb0;S and did not include areas that interact with the sea ice marginal zone of the Ross Sea. The WAP includes a Confluence Zone (CZ) between 67&#xb0;W and 59&#xb0;W, which is the transition zone between the Bellingshausen Sea and the Weddell Sea, and between the southern and northern parts of the WAP (S-WAP/WS and N-WAP/WS, respectively) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). In addition, two repeated cruises were conducted to survey between the Trinity peninsula and the King George Island in the Bransfield strait in order to evaluate the temporal variations in <italic>p</italic>CO<sub>2</sub>. The first (BS1) and second (BS2) surveys in the Bransfield strait had a time interval of approximately two weeks (from April 11 to April 12 and from April 25 to April 26, respectively).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> Study regions in the Southern Ocean with sea ice concentrations determined on April 5, 2018 and the air&#x2013;sea CO<sub>2</sub> flux (colors; positive and negative values meaning CO<sub>2</sub> source and sink, respectively). <bold>(B)</bold> Expanded map of the WAP and WS regions (WAP/WS) with changed sea ice concentrations between April 15 and April 30. Colors indicate the sampling date. The red squares in <bold>(A)</bold> indicate the position of the SOCCOM floats in April 2018. The dotted, dashed, and dash dotted lines represent the Subantarctic Front (SAF), Polar Front (PF), and Southern Boundary (SB) of Antarctic circumpolar current, respectively (<xref ref-type="bibr" rid="B54">Park and Durand, 2019</xref>). The colored lines in both figures represent the track of the IBRV ARAON. The blue dashed line in <bold>(A, B)</bold> represent the local boundaries. RS, AB, WAP, WS imply the Ross Sea, Amundsen&#x2013;Bellingshausen Sea, Western Antarctic Peninsula, and Weddell Sea, respectively. The gray shading in <bold>(A)</bold> and the blue and red squares in <bold>(B)</bold> indicate the marginal sea ice zone, the Confluence Zone, and northern and southern WAP/WS, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192959-g001.tif"/>
</fig>
<p>During the cruise, the underway sea surface salinity (SSS) and temperature (SST) were measured using the SEB45 and SEB38 sensors, respectively. Further, data on wind speed were collected every 10 s using an automatic weather station installed at approximately 19 m above sea level. Additionally, the underway <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im1">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>sens</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) was continuously determined during the ANA08D cruise using a carbon dioxide sensor (CONTROS HydroC CO<sub>2</sub>, Germany). This sensor uses optical non-dispersive infrared gas detection to measure the oceanic <italic>p</italic>CO<sub>2</sub> in different environments (<xref ref-type="bibr" rid="B22">Fietzek et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B38">Marrec et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B72">Totland et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B37">Macovei et&#xa0;al., 2021</xref>). Zeroing was conducted every 6 h to adjust the drifting of the baseline during the observation. An equilibrator-type commercial underway <italic>p</italic>CO<sub>2</sub> system (GO system; General Oceanics, USA) was also installed in the ARAON. However, the equilibrator-based <italic>p</italic>CO<sub>2</sub> data, for comparison with <inline-formula>
<mml:math display="inline" id="im2">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>sens</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>, could not be acquired due to an unexpected system malfunction. Instead, surface seawater samples were collected every day during the cruise to calibrate <inline-formula>
<mml:math display="inline" id="im3">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>sens</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>obtained from the sensor (<xref ref-type="bibr" rid="B38">Marrec et&#xa0;al., 2014</xref>). The seawater samples were collected into 500 mL borosilicate bottles and immediately mixed with 200 &#x3bc;L of saturated mercury (II) chloride (HgCl<sub>2</sub>) solution to inhibit biological activities. The mixed solution was stored at room temperature until the analysis. The total alkalinity (TA) and dissolved inorganic carbon (DIC) were measured using Versatile Instrument for the Determination of Titration Alkalinity 3C (VINDTA 3C, Germany). Routine analyses performed using certified reference materials (obtained from Prof. A. Dickson, Scripps Institute of Oceanography (USA)) ensured that the analytical precisions for the TA and DIC measurements were approximately 2 and 1 &#x3bc;mol kg<sup>&#x2212;1</sup>, respectively. The CO2SYS program developed by <xref ref-type="bibr" rid="B34">Lewis and Wallace (1998)</xref> was used to calculate <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im4">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>calc</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) from the measured SSS, SST, TA, and DIC using the carbonate dissociation constants provided by <xref ref-type="bibr" rid="B42">Mehrbach et&#xa0;al. (1973)</xref> refitted by <xref ref-type="bibr" rid="B16">Dickson and Millero (1987)</xref> and the ancillary thermodynamic constants reported by <xref ref-type="bibr" rid="B45">Millero (1995)</xref>. We averaged the <inline-formula>
<mml:math display="inline" id="im5">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>sens</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>data collected for 20 min before and after collecting the surface seawater samples for the determination of TA and DIC. The resulting mean <inline-formula>
<mml:math display="inline" id="im6">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>sens</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>values were directly compared with the <inline-formula>
<mml:math display="inline" id="im7">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>calc</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>values calculated from the corresponding TA and DIC values, and a robust linear fit between <inline-formula>
<mml:math display="inline" id="im8">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>sens</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>and <inline-formula>
<mml:math display="inline" id="im9">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>calc</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was observed (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1A</bold>
</xref>). The regression equation was applied to the 10-min mean <inline-formula>
<mml:math display="inline" id="im10">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>sens</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>values to obtain the <italic>p</italic>CO<sub>2</sub> data (<inline-formula>
<mml:math display="inline" id="im11">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) used in this study (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1B</bold>
</xref>). Before this calibration procedure, the <inline-formula>
<mml:math display="inline" id="im12">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>sens</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>values were corrected for the difference between <italic>in situ</italic> SST and shipboard laboratory temperature. The <inline-formula>
<mml:math display="inline" id="im13">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>calc</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was calculated using <italic>in situ</italic> SST. As indicated, the <inline-formula>
<mml:math display="inline" id="im14">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>sens</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>-based <inline-formula>
<mml:math display="inline" id="im15">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>data were used in this study because of malfunction of the high-precision GO system, which may affect the quality of the individual <italic>p</italic>CO<sub>2</sub> values. However, on a regional scale, we believe that the mean <inline-formula>
<mml:math display="inline" id="im16">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>values can represent the overall regional conditions owing to the data calibration based on the bottle data. In addition, our data were sufficient to examine the spatiotemporal variations (i.e., relative changes) in <italic>p</italic>CO<sub>2</sub>, because <inline-formula>
<mml:math display="inline" id="im17">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>showed significant correlations with the related variables (see discussion).</p>
<p>The underway analysis of the gas ratios between oxygen and argon (O<sub>2</sub>/Ar) were performed using a membrane inlet mass spectrometer (Hiden Analytical, UK) to estimate the degree of oxygen supersaturation by biological activities (see below). <xref ref-type="bibr" rid="B29">Kim et&#xa0;al. (2017)</xref> presented a more detailed measurement method for O<sub>2</sub>/Ar. Finally, the difference between the O<sub>2</sub>/Ar (&#x394;O<sub>2</sub>/Ar) values of the sample and air-saturated water was used to isolate the O<sub>2</sub> produced by the biological activities.</p>
<disp-formula>
<label>(Eq. 1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtext>&#x394;</mml:mtext>
<mml:msub>
<mml:mtext>O</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>Ar&#xa0;=&#xa0;(O</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>Ar)</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>sample</mml:mtext>
</mml:mrow>
</mml:msup>
<mml:mo stretchy="false">/</mml:mo>
<mml:msup>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>(O</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:mtext>Ar)</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>sat</mml:mtext>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where the superscripts &#x201c;sample&#x201d; and &#x201c;sat&#x201d; represent the O<sub>2</sub>/Ar values in the sample and air-saturated water, respectively. The O<sub>2</sub>/Ar can be altered by biological activities (e.g., photosynthesis and respiration) and physical processes (e.g., mixing of water masses) (<xref ref-type="bibr" rid="B19">Eveleth et&#xa0;al., 2014</xref>).</p>
</sec>
<sec id="s2_2">
<title>Data from the SOCCOM floats</title>
<p>In addition to the field survey data, we used the data obtained from the SOCCOM floats (data available in soccom.princeton.edu/content/data-access). Five floats (5904184, 5904185, 5905075, 5905099, and 5905635) were found over our study area and period. Their <italic>p</italic>CO<sub>2</sub> (with an accuracy of &#xb1;11 &#x3bc;atm; <xref ref-type="bibr" rid="B78">Williams et&#xa0;al., 2018</xref>) and DIC (with an accuracy of &#xb1;4 &#x3bc;atm; <xref ref-type="bibr" rid="B78">Williams et&#xa0;al., 2018</xref>) values were derived from <italic>in situ</italic> pH sensor (with an accuracy of &#xb1;0.01; <xref ref-type="bibr" rid="B28">Johnson et&#xa0;al., 2016</xref>) in the floats and algorithm-based predicted TA (with an accuracy of &#xb1;5.4 &#x3bc;mol kg<sup>&#x2212;1</sup>; <xref ref-type="bibr" rid="B10">Carter et&#xa0;al., 2017</xref>). The determined SOCCOM <italic>p</italic>CO<sub>2</sub> values were compared with our ship-based <italic>p</italic>CO<sub>2</sub> data to evaluate their consistency. Additionally, we utilized SOCCOM float data to evaluate the effects of temporal variations in environmental variables such as SSS, SST, TA, and DIC on <italic>p</italic>CO<sub>2</sub> values. To maintain consistency with our field survey period, we used data collected in April 2018. To understand the overall changes occurring during the given month, we incorporated the first and last data recorded in April into our calculations. Following the approach proposed by <xref ref-type="bibr" rid="B78">Williams et&#xa0;al. (2018)</xref>, and using the CO2SYS software (<xref ref-type="bibr" rid="B34">Lewis and Wallace, 1998</xref>) in conjunction with elemental stoichiometric relationships, we were able to investigate the influence of monthly shifts in each variable on <italic>p</italic>CO<sub>2</sub> during April.</p>
</sec>
<sec id="s2_3">
<title>Calculation of thermal versus non-thermal <italic>p</italic>CO<sub>2</sub>
</title>
<p>The effect of temperature variation (i.e., thermal effect) on <italic>p</italic>CO<sub>2</sub> can be distinguished from the effects of other environmental factors (i.e., non-thermal effects; mainly physical mixing and biology). <italic>p</italic>CO<sub>2</sub> (4.23% &#xb0;C<sup>&#x2013;1</sup>, <xref ref-type="bibr" rid="B67">Takahashi et&#xa0;al., 2002</xref>) values vary in response to changes in temperature, which originate from the temperature dependence of the gas solubility of CO<sub>2</sub> as well as the dissociation constants of the dissolved inorganic carbon species. However, non-thermal effects include alternations in TA and DIC caused by the physical mixing of water masses and biological activities (e.g., organic matter formation and degradation). The thermal and non-thermal effects on the variations in <italic>p</italic>CO<sub>2</sub> can be derived using the following equations (<xref ref-type="bibr" rid="B67">Takahashi et&#xa0;al., 2002</xref>):</p>
<disp-formula>
<label>(Eq. 2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
<mml:msubsup>
<mml:mrow>
<mml:mtext>&#xa0;=&#xa0;</mml:mtext>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>mean</mml:mtext>
</mml:mrow>
</mml:msubsup>
<mml:msup>
<mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>e</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>[0</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>.0423</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>(SST</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>SST</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>mean</mml:mtext>
</mml:mrow>
</mml:msup>
<mml:mtext>)]</mml:mtext>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<label>(Eq. 3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:msubsup>
<mml:mrow>
<mml:mtext>&#xa0;=&#xa0;</mml:mtext>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
<mml:msup>
<mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>e</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>[0</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mn>.0423</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>(SST</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>mean</mml:mtext>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>SST</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msup>
<mml:mtext>)]</mml:mtext>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <inline-formula>
<mml:math display="inline" id="im18">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>and <inline-formula>
<mml:math display="inline" id="im19">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>indicate the thermal and non-thermal <italic>p</italic>CO<sub>2</sub> components, respectively; the superscript &#x201c;obs&#x201d; represents the observed individual data; the subscript &#x201c;mean&#x201d; indicates a mean value for the study period; <inline-formula>
<mml:math display="inline" id="im20">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>mean</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>and SST<sup>mean</sup> were 424 &#x3bc;atm and 1.1&#xb0;C during our field survey period, respectively, and 395 &#x3bc;atm and 0.7&#xb0;C in the SOCCOM data, respectively. In the data analysis elucidated below, the 10-min averaged values have been used for <inline-formula>
<mml:math display="inline" id="im21">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>and <inline-formula>
<mml:math display="inline" id="im22">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>SST</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. Separation of the contributions of the thermal and non-thermal effects in <italic>p</italic>CO<sub>2</sub> is generally applied to determine the dominant factors that affect the seasonal <italic>p</italic>CO<sub>2</sub> variations in a fixed location (e.g., <xref ref-type="bibr" rid="B67">Takahashi et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B31">Ko et&#xa0;al., 2022</xref>). However, in this study, this method was primarily used to correct for thermal effects associated with spatial variations in SST.</p>
</sec>
<sec id="s2_4">
<title>Calculation of the air&#x2013;sea CO<sub>2</sub> flux</title>
<p>The following parameters were used to calculate air&#x2013;sea CO<sub>2</sub> flux <inline-formula>
<mml:math display="inline" id="im23">
<mml:mrow>
<mml:mo>:</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>, SSS, SST, atmospheric <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im24">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>air</mml:mtext>
</mml:mrow>
</mml:msubsup>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>and the shipboard wind speed, which was adjusted for a height of 10 m (U<sub>10</sub>) following the study of <xref ref-type="bibr" rid="B69">Thomas et&#xa0;al. (2005)</xref>. Because wind speed could not be measured directly at the SOCCOM float locations, the mean wind speed observed during the cruise (approximately 11.9 m s<sup>&#x2013;1</sup>) was used for the floats. <inline-formula>
<mml:math display="inline" id="im25">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>air</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was obtained from the US Palmer station located on the Anvers Island in WAP, and the monthly mean <inline-formula>
<mml:math display="inline" id="im26">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>air</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was approximately 404 &#x3bc;atm in April 2018 (<xref ref-type="bibr" rid="B17">Dlugokencky et&#xa0;al., 2021</xref>; available at <ext-link ext-link-type="uri" xlink:href="https://www.esrl.noaa.gov/gmd/dv/data/">https://www.esrl.noaa.gov/gmd/dv/data/</ext-link>).</p>
<p>The following equation was used to calculate the air&#x2013;sea CO<sub>2</sub> flux (in mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>):</p>
<disp-formula>
<label>(Eq. 4)</label>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>air&#x2013;sea&#xa0;CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msubsup>
<mml:mrow>
<mml:mtext>&#xa0;flux</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>s</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mo>(</mml:mo>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>404</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>s</italic> is the solubility of CO<sub>2</sub> in seawater (mol L<sup>&#x2212;1</sup> atm<sup>&#x2212;1</sup>) and is a function of salinity and temperature (<xref ref-type="bibr" rid="B76">Weiss, 1974</xref>); <italic>k</italic> is the CO<sub>2</sub> gas transfer velocity (cm h<sup>&#x2212;1</sup>), which was calculated using the following equation (<xref ref-type="bibr" rid="B75">Wanninkhof, 2014</xref>):</p>
<disp-formula>
<label>(Eq. 5)</label>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:mn>k&#xa0;=&#xa0;0</mml:mn>
<mml:msubsup>
<mml:mrow>
<mml:mn>.251</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>U</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mtext>Sc</mml:mtext>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>660</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where 0.251 (cm h<sup>&#x2212;1</sup>) (m s<sup>&#x2212;1</sup>) <sup>&#x2212;2</sup> is the optimal coefficient of CO<sub>2</sub> gas transfer, and Sc is the Schmidt number reported by <xref ref-type="bibr" rid="B75">Wanninkhof (2014)</xref>.</p>
</sec>
<sec id="s2_5">
<title>Sea ice distribution</title>
<p>The daily polar gridded sea ice concentration obtained from the near-real-time Defense Meteorological Satellite Program with the Special Sensors Microwave Imager/Sounder daily polar gridded sea ice concentration on April 5, 2018 was used to distinguish the marginal sea ice zone during the cruise (data available in <ext-link ext-link-type="uri" xlink:href="https://nsidc.org/data/NSIDC-0081/versions/1">https://nsidc.org/data/NSIDC-0081/versions/1</ext-link>; <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>) (<xref ref-type="bibr" rid="B40">Maslanik and Stroeve, 1999</xref>) as well as the changes in the sea ice concentration between April 15 and April 30 in the N-WAP/WS region (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). Further, the marginal sea ice zone was estimated to be up to 200 km from the edge of the ice (<xref ref-type="bibr" rid="B74">Wadhams, 1986</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Hydrological properties</title>
<p>The overall SST in the Pacific sector of the Southern Ocean ranged from &#x2212;0.7 to 3.7 &#xb0;C during the period of our study (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>). The mean ( &#xb1; 1&#x3c3;) values of the SST in the NRS, ABS, and WAP/WS were 1.9 &#xb1; 0.7 &#xb0;C, 0.8 &#xb1; 0.2 &#xb0;C, and 1.0 &#xb1; 1.1 &#xb0;C, respectively. A relatively low SST was found near the marginal sea ice zone in the ABS and WAP/WS. The lowest SST, ranging from &#x2212;0.7 to 2.8&#xb0;C, was observed in the WAP/WS. The mean SST in the western part of the CZ (2.0 &#xb1; 0.4 &#xb0;C) was higher than that in the N-WAP/WS (1.5 &#xb1; 1.0 &#xb0;C). The SST in the CZ ranged from 1.0 to 2.5 &#xb0;C and showed the greatest variability during short observation durations (1.9 days). In particular, the SST differed significantly between the N-WAP/WS and S-WAP/WS. The SST in the N-WAP/WS was clearly higher than that in the S-WAP/WS (0.0 &#xb1; 0.4 &#xb0;C). Finally, significant changes in the SST were observed during the repeated observations in the Bransfield strait (i.e., between the Trinity peninsula and the King George Island). The mean SST values were 1.1 &#xb1; 0.8 &#xb0;C and 1.3 &#xb1; 0.5 &#xb0;C during the BS1 (from April 11 to April 12) and BS2 (from April 25 to April 26) observations, respectively.</p>
<p>During the study, the SSS ranged from 33.06 to 34.25 psu (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>). The mean SSS values in the NRS, ABS, and WAP/WS were 33.56 &#xb1; 0.09 psu, 33.24 &#xb1; 0.08 psu, and 33.71 &#xb1; 0.25 psu, respectively. The SSS in the ABS and the western part of the CZ were relatively lower than that in the other regions. In the CZ, the SSS rapidly increased from 33.28 to 33.73 psu. The SSS difference between N-WAP/WS (33.81 &#xb1; 0.14 psu) and S-WAP/WS (33.86 &#xb1; 0.17 psu) was smaller than the temporal variations observed between the BS1 and BS2 surveys (33.62 &#xb1; 0.04 and 33.93 &#xb1; 0.06 psu, respectively).</p>
<p>Two SOCCOM floats (No. 5904184 and 5905635) were in the south of the SB, while the other floats were between the PF and SB (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). The SST recorded by the SOCCOM floats showed a decreasing trend during April (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>). The SST near the marginal sea ice zone in the Ross Sea (float No. 5905635) and ABS (float No. 5905075) showed subzero temperatures during April. However, the SSS recorded by the SOCCOM floats showed a small variation during April, indicating a mean ( &#xb1; 1&#x3c3;) SSS of 33.9 &#xb1; 0.1 psu.</p>
</sec>
<sec id="s3_2">
<title>Distribution of <italic>p</italic>CO<sub>2</sub>
</title>
<p>The overall <inline-formula>
<mml:math display="inline" id="im27">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>(i.e., 10-min average of <inline-formula>
<mml:math display="inline" id="im28">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>sens</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) ranged from 366 to 467 &#x3bc;atm in our study (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A&#x2013;C</bold>
</xref>). The mean <inline-formula>
<mml:math display="inline" id="im32">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>values were 431 &#xb1; 6, 403 &#xb1; 18, and 429 &#xb1; 16 &#x3bc;atm in the NRS, ABS, and WAP/WS, respectively. In particular, <inline-formula>
<mml:math display="inline" id="im33">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in the western part of the WAP (i.e., from 85&#xb0;W to 60&#xb0;W) displayed a high variability, ranging from 375 to 430 &#x3bc;atm in the western part of the CZ and 384 to 467 &#x3bc;atm in the CZ. Observed <inline-formula>
<mml:math display="inline" id="im34">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>values showed a similar range in the Bransfield Strait for two weeks. The <inline-formula>
<mml:math display="inline" id="im35">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>values ranged from 403 to 454 &#x3bc;atm and from 406 to 461 &#x3bc;atm during the BS1 and BS2 observations, respectively. The spatiotemporal variations in the SST significantly affected the sea surface <italic>p</italic>CO<sub>2</sub>. Accordingly, we separated <inline-formula>
<mml:math display="inline" id="im36">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>and <inline-formula>
<mml:math display="inline" id="im37">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>for describing the <italic>p</italic>CO<sub>2</sub> variations in the subregions investigated in this study.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>
<bold>(A&#x2013;C)</bold> Observed <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im29">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>; black), thermal <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im30">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>; blue), and non-thermal <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im31">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>; red) distribution. <bold>(D&#x2013;F)</bold> Distribution of the air&#x2013;sea CO<sub>2</sub> flux and wind speed (U<sub>10</sub>; colors) in the north of Ross Sea (NRS), the Amundsen-Bellingshausen Sea (ABS), and the Western Antarctic Peninsula with the Weddell Sea (WAP/WS). The blue and pink shadings indicate the result in the marginal sea ice zone and Confluence Zone (CZ), respectively. The green shadings show the observations taken twice at different time periods in the Bransfield Strait. And the gray shadings represent the result in the south of WAP/WS (S-WAP/WS). Finally, the red vertical lines indicate the Southern boundary of the Antarctic Circumpolar Current (SB).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192959-g002.tif"/>
</fig>
<p>The <inline-formula>
<mml:math display="inline" id="im38">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>data, in which the effects of nonthermal factors (e.g., SSS, TA, DIC) were removed, gradually decreased from 473 to 424 &#x3bc;atm in the NRS (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Although <inline-formula>
<mml:math display="inline" id="im39">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>exhibited small variations in the ABS (420 &#xb1; 4 &#x3bc;atm), <inline-formula>
<mml:math display="inline" id="im40">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was found to be reduced in the seawater around sea ice (i.e., from April 4 to April 6 in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). Finally, the <inline-formula>
<mml:math display="inline" id="im41">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in the WAP/WS showed very large variability in time and space (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). The mean <inline-formula>
<mml:math display="inline" id="im42">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was 406 &#xb1; 7 &#x3bc;atm in the S-WAP/WS, and 424 &#xb1; 14 &#x3bc;atm and 428 &#xb1; 9 &#x3bc;atm during the BS1 and BS2 observations, respectively. Obviously, those changes in <inline-formula>
<mml:math display="inline" id="im43">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>were the effect of SST variations.</p>
<p>The <inline-formula>
<mml:math display="inline" id="im44">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>data, in which thermal effects were removed, gradually increased in the NRS, ranging from 386 to 437 &#x3bc;atm (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). The distribution of <inline-formula>
<mml:math display="inline" id="im45">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was similar to that of <inline-formula>
<mml:math display="inline" id="im46">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in the ABS, entrance of the WAP/WS, and CZ because of the small SST variation in these areas (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A&#x2013;C</bold>
</xref>). The <inline-formula>
<mml:math display="inline" id="im47">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>value ranged from 365 to 439 &#x3bc;atm in the ABS, 354 to 418 &#x3bc;atm in the western part of the CZ, and 368 to 442 &#x3bc;atm in the CZ. In addition, the distribution of <inline-formula>
<mml:math display="inline" id="im48">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in the northern tip of the Antarctic peninsula (i.e., N-WAP/WS and S-WAP/WS) showed a high spatiotemporal variation, although it was opposite to the <inline-formula>
<mml:math display="inline" id="im49">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>distribution (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). The <inline-formula>
<mml:math display="inline" id="im50">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>value ranged from 388 to 475 &#x3bc;atm in the N-WAP/WS and from 433 to 472 &#x3bc;atm in the S-WAP/WS. In general, changes in <inline-formula>
<mml:math display="inline" id="im51">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>are mainly associated with biological carbon fixation and vertical mixing reducing and enhancing <italic>p</italic>CO<sub>2</sub>, respectively.</p>
<p>Considering the five SCCCOM floats, <italic>p</italic>CO<sub>2</sub> ranged from 358 to 421 &#x3bc;atm during April (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>). A relatively low <italic>p</italic>CO<sub>2</sub> was found in the floats located near the sea ice (i.e., float No. 5905075 and 5905635). In general, <italic>p</italic>CO<sub>2</sub> increased with time during April, except for the float in the WAP (i.e., float No. 5904185). Float No. 5905635 showed the broadest <italic>p</italic>CO<sub>2</sub> range from 358 to 386 &#x3bc;atm. <inline-formula>
<mml:math display="inline" id="im52">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>gradually decreased from 433 to 360 &#x3bc;atm with time during April because of the decreasing SST. In contrast, <inline-formula>
<mml:math display="inline" id="im53">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>generally increased from 373 to 420 &#x3bc;atm, except for the float No. 5904185.</p>
</sec>
<sec id="s3_3">
<title>Air&#x2013;sea CO<sub>2</sub> flux</title>
<p>The overall air&#x2013;sea CO<sub>2</sub> flux in the study area ranged from &#x2212;59.4 to 140.8 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> during the cruise (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2D&#x2013;F</bold>
</xref>). The air&#x2013;sea CO<sub>2</sub> flux in the NRS and ABS ranged from 3.1 to 18.8 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> and &#x2212;12.7 to 17.3 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>, respectively. The air&#x2013;sea CO<sub>2</sub> flux in the WAP/WS ranged from &#x2212;59.4 to 140.8 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>; however, it showed a high spatial variability depending on the local environmental condition. The air&#x2013;sea CO<sub>2</sub> flux in the CZ, N-WAP/WS, and S-WAP/WS ranged from &#x2212;33.4 to 117.6 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>, 0.0 to 82.4 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>, and 0.0 to 140.8 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>, respectively. Finally, a significant change in the air&#x2013;sea CO<sub>2</sub> flux was observed in the Bransfield strait, with a mean of 21.3 &#xb1; 14.9 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> and 8.4 &#xb1; 9.2 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> during the BS1 and BS2 observations, respectively.</p>
<p>The air&#x2013;sea CO<sub>2</sub> flux of the five SOCCOM floats ranged from &#x2212;13.9 to 5.0 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> during April (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>). Notably, two floats adjacent to sea ice exhibited a significant uptake of atmospheric CO<sub>2</sub>. The mean air&#x2013;sea CO<sub>2</sub> fluxes for these floats were &#x2212;12.6 &#xb1; 1.2 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> and &#x2212;8.3 &#xb1; 4.9 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> for floats NO. 5905075 and No. 5905635, respectively. In contrast, the other three floats showed a weak efflux of CO<sub>2</sub> to the atmosphere. The mean values for these floats were 2.0 &#xb1; 0.5 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>, 0.7 &#xb1; 1.3 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>, and 3.9 &#xb1; 1.2 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> for float No. 590418, 5904185, and 5905099, respectively.</p>
</sec>
<sec id="s3_4">
<title>&#x394;O<sub>2</sub>/Ar</title>
<p>During the cruise, the &#x394;O<sub>2</sub>/Ar in the study area ranged from &#x2212;1.8 to 4.9% (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S3</bold>
</xref>). The mean &#x394;O<sub>2</sub>/Ar values in the NRS and ABS were 0.9 &#xb1; 1.2 and &#x2212;0.3 &#xb1; 2.3%, respectively, whereas that the WAP/WS was &#x2212;3.7 &#xb1; 1.9%. The highest &#x394;O<sub>2</sub>/Ar (4.9%) was observed in the western part of the CZ, while the lowest &#x394;O<sub>2</sub>/Ar (&#x2212;9.5%) was shown in the northern tip of the Antarctic peninsula. The &#x394;O<sub>2</sub>/Ar in the CZ ranged from &#x2212;8.8 to 4.9%, and the &#x394;O<sub>2</sub>/Ar in the N-WAP/WS (&#x2212;2.8 &#xb1; 1.6%) was higher than those in the S-WAP/WS (&#x2212;4.2 &#xb1; 1.9%). In the Bransfield strait, the mean &#x394;O<sub>2</sub>/Ar during the BS1 observation (&#x2212;2.0 &#xb1; 0.7%) was relatively higher than that during the BS2 observation (&#x2212;3.0 &#xb1; 2.0%).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<sec id="s4_1">
<title>Comparison between the SOCCOM float and underway <italic>p</italic>CO<sub>2</sub> values</title>
<p>To assess the consistency between the shipboard underway and SOCCOM float <italic>p</italic>CO<sub>2</sub> data, which has an 11 &#x3bc;atm of uncertainty at 400 &#x3bc;atm (<xref ref-type="bibr" rid="B77">Williams et&#xa0;al., 2017</xref>), two SOCCOM floats (No. 5905099 and 5905075) were selected because of their proximity with our cruise track. Nonetheless, the distances from our cruise track to the two floats were ~145 km (No. 5905099) and ~60 km (No. 5905075) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). In addition, there was a 3-day difference in the observation date between the shipboard and float <italic>p</italic>CO<sub>2</sub> data. The <italic>p</italic>CO<sub>2</sub> differences between the two platforms were ~19 &#x3bc;atm (No. 5905099) and ~33 &#x3bc;atm (No. 5905075). In the case of the 5905075 float, the <italic>p</italic>CO<sub>2</sub> difference reduced to ~4 &#x3bc;atm if the effect of the SST difference was corrected (i.e., <inline-formula>
<mml:math display="inline" id="im57">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was compared). In contrast, for the No. 5905099 float, there was still a difference of 20 &#x3bc;atm even after the temperature correction was applied. This discrepancy may be attributed to the considerable distance (~145 km) between the two platforms. <xref ref-type="bibr" rid="B21">Fay et&#xa0;al. (2018)</xref> also conducted a comparison between shipboard <italic>p</italic>CO<sub>2</sub> data and data collected within three days from SOCCOM floats located within a 75 km radius of their ship&#x2019;s track. Their findings also indicated a similar difference (~ 24 &#x3bc;atm) to those observed in this study, which ranged between 19 and 33 &#x3bc;atm.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Latitude (Lat.) and longitude (Lon.), sea surface temperature (SST), underway <italic>p</italic>CO<sub>2</sub>, and non-thermal <italic>p</italic>CO<sub>2</sub> ( <inline-formula>
<mml:math display="inline" id="im54">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) data for comparison between the ship-based and SOCCOM float-based observation results.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Date<break/>
</th>
<th valign="middle" align="center">Lat.</th>
<th valign="middle" align="center">Lon.</th>
<th valign="middle" align="center">SST</th>
<th valign="middle" align="center">
<italic>p</italic>CO<sub>2</sub>
</th>
<th valign="middle" align="center">
<inline-formula>
<mml:math display="inline" id="im56">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
</tr>
<tr>
<th valign="middle" align="center">(&#xb0;S)</th>
<th valign="middle" align="center">(&#xb0;W)</th>
<th valign="middle" align="center">(&#xb0;C)</th>
<th valign="middle" colspan="2" align="center">(&#x3bc;atm)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">
<italic>Underway</italic>
</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="center">01-Apr</td>
<td valign="middle" align="center">61.8</td>
<td valign="middle" align="center">161.5</td>
<td valign="middle" align="center">2.47</td>
<td valign="middle" align="center">432</td>
<td valign="middle" align="center">400</td>
</tr>
<tr>
<td valign="middle" align="center">06-Apr</td>
<td valign="middle" align="center">68.0</td>
<td valign="middle" align="center">98.3</td>
<td valign="middle" align="center">1.54</td>
<td valign="middle" align="center">392</td>
<td valign="middle" align="center">378</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>SOCCOM</italic>
</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="center">04-Apr</td>
<td valign="middle" align="center">60.5</td>
<td valign="middle" align="center">161.5</td>
<td valign="middle" align="center">2.65</td>
<td valign="middle" align="center">413</td>
<td valign="middle" align="center">380</td>
</tr>
<tr>
<td valign="middle" align="center">03-Apr</td>
<td valign="middle" align="center">68.1</td>
<td valign="middle" align="center">99.7</td>
<td valign="middle" align="center">&#x2212;0.74</td>
<td valign="middle" align="center">359</td>
<td valign="middle" align="center">382</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The <inline-formula>
<mml:math display="inline" id="im55">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> of the ship-based were calculated at 0.7&#xb0;C to compare to those of the SOCCOM float.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4_2">
<title>Quantifying environmental factors influencing <italic>p</italic>CO<sub>2</sub> of SOCCOM floats</title>
<p>To identify the factors that control <italic>p</italic>CO<sub>2</sub> in the study area, we determined the influence of each factor (e.g., SST, SSS, TA, and DIC) using CO2SYS and SOCCOM float <italic>p</italic>CO<sub>2</sub> data (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). CO<sub>2</sub> solubility in seawater is a function of salinity, temperature, and pressure (<xref ref-type="bibr" rid="B76">Weiss, 1974</xref>). Under a constant pressure (surface), a decrease in salinity and temperature can enhance the CO<sub>2</sub> solubility. The SST-driven change in <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im64">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>SST</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>= [<italic>p</italic>CO<sub>2</sub> at the last observation in April] &#x2013; [<italic>p</italic>CO<sub>2</sub> at the first observation in April]) ranged from &#x2212;12.7 to &#x2212;6.5 &#x3bc;atm in the study area because of the decreasing SST in April. However, the SSS-driven changes (<inline-formula>
<mml:math display="inline" id="im65">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>SSS</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) were much smaller (<inline-formula>
<mml:math display="inline" id="im66">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>SSS</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>= &#xb1; 0.4 &#x3bc;atm) because of the relatively low variations in the SSS (<inline-formula>
<mml:math display="inline" id="im67">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>SSS=</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>~0.05). The changes in <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im68">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>TA</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) associated with TA ranged from &#x2212;12.6 to 7.6 &#x3bc;atm, while those in <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im69">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>DIC</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) associated with DIC ranged from 5.9 to 30.5 &#x3bc;atm in April 2018. Finally, residual in <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im70">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>RESID</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) showed a variation from 0.0 to 2.3 &#x3bc;atm after the removal of the <inline-formula>
<mml:math display="inline" id="im71">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>SST</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula>
<mml:math display="inline" id="im72">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>SSS</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula>
<mml:math display="inline" id="im73">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>TA</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula>
<mml:math display="inline" id="im74">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>DIC</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>effects. These results suggest that the effects of the SST, TA, and DIC are significant in all the floats; however, the SSS exudes the least impact on <italic>p</italic>CO<sub>2</sub> due to small variation of SSS in April 2018.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Contributions of various factors in the <italic>p</italic>CO<sub>2</sub> variations observed in the SOCCOM floats.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Float No.</th>
<th valign="middle" align="center">
<inline-formula>
<mml:math display="inline" id="im58">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mi>p</mml:mi>
<mml:mstyle mathvariant="bold" mathsize="normal">
<mml:mi>C</mml:mi>
</mml:mstyle>
<mml:msub>
<mml:mstyle mathvariant="bold" mathsize="normal">
<mml:mi>O</mml:mi>
</mml:mstyle>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th valign="middle" align="center">
<inline-formula>
<mml:math display="inline" id="im59">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>SST</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th valign="middle" align="center">
<inline-formula>
<mml:math display="inline" id="im60">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>SSS</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th valign="middle" align="center">
<inline-formula>
<mml:math display="inline" id="im61">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>TA</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th valign="middle" align="center">
<inline-formula>
<mml:math display="inline" id="im62">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mtext>DIC</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th valign="middle" colspan="2" align="center">
<inline-formula>
<mml:math display="inline" id="im63">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>RESID</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
</tr>
<tr>
<th valign="middle" align="center">(&#x3bc;atm)</th>
<th valign="middle" colspan="6" align="center">(&#x3bc;atm)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">5904184</td>
<td valign="middle" align="center">0.9</td>
<td valign="middle" align="center">&#x2212;7.9</td>
<td valign="middle" align="center">&#x2212;0.2</td>
<td valign="middle" align="center">2.7</td>
<td valign="middle" align="center">5.9</td>
<td valign="middle" align="center">0.3</td>
</tr>
<tr>
<td valign="middle" align="center">5904185</td>
<td valign="middle" align="center">&#x2212;9.4</td>
<td valign="middle" align="center">&#x2212;10.7</td>
<td valign="middle" align="center">0.3</td>
<td valign="middle" align="center">&#x2212;7.9</td>
<td valign="middle" align="center">8.3</td>
<td valign="middle" align="center">0.5</td>
</tr>
<tr>
<td valign="middle" align="center">5905075</td>
<td valign="middle" align="center">7.8</td>
<td valign="middle" align="center">&#x2212;12.7</td>
<td valign="middle" align="center">0.4</td>
<td valign="middle" align="center">&#x2212;12.6</td>
<td valign="middle" align="center">30.5</td>
<td valign="middle" align="center">2.2</td>
</tr>
<tr>
<td valign="middle" align="center">5905099</td>
<td valign="middle" align="center">4.4</td>
<td valign="middle" align="center">&#x2212;8.5</td>
<td valign="middle" align="center">0.0</td>
<td valign="middle" align="center">&#x2212;8.3</td>
<td valign="middle" align="center">20.1</td>
<td valign="middle" align="center">1.0</td>
</tr>
<tr>
<td valign="middle" align="center">5905635</td>
<td valign="middle" align="center">27.7</td>
<td valign="middle" align="center">&#x2212;6.5</td>
<td valign="middle" align="center">&#x2212;0.4</td>
<td valign="middle" align="center">7.6</td>
<td valign="middle" align="center">27.0</td>
<td valign="middle" align="center">0.0</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>&#x394;TA and &#x394;DIC (estimated from SOCCOM data) were decomposed to understand the processes causing their variations, such as freshwater input, organic matter, calcium carbonate (CaCO<sub>3</sub>), and gas exchange, using a formula reported by <xref ref-type="bibr" rid="B78">Williams et&#xa0;al. (2018)</xref> (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). In their approach, the SSS, nitrate <inline-formula>
<mml:math display="inline" id="im75">
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>NO</mml:mtext>
</mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> , DIC : TA ratio were used to separate the effect of freshwater, organic matter decomposition/synthesis, and calcification. Because the suggested method requires nitrate <inline-formula>
<mml:math display="inline" id="im76">
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>NO</mml:mtext>
</mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> concentration, we could use three floats except for the 5904184 and 5904185 floats, in which <inline-formula>
<mml:math display="inline" id="im77">
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>NO</mml:mtext>
</mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> concentrations were not available. The analysis suggested that freshwater and CaCO<sub>3</sub> dissolution were the dominant factors for &#x394;TA. In contrast, the variations in DIC were not associated with the freshwater input, biological activities, and gas exchanges, and thus, the largest values of the residual term were obtained in this case. Since we did not measure the wind speed directly at the SOCCOM float locations, the gas exchange term could not be accurately determined. The gas exchange term did not affect other terms accompanying the changes in TA. <xref ref-type="bibr" rid="B78">Williams et&#xa0;al. (2018)</xref> studied the eastern Antarctic Ocean region and suggested that freshwater input and CaCO<sub>3</sub> dissolution/formation govern the TA variations in the ASZ (i.e., between PF and SB), while the TA in the SSIZ is substantially influenced by the freshwater input (i.e., south of SB). In addition, they suggested that organic matter production/remineralization is the most dominant factor that influences the changes in DIC, followed by the freshwater input. Our results for TA were consistent with those of the previous study, whereas those of DIC were not identical.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Contribution of each factor on total alkalinity (TA) and dissolved inorganic carbon (DIC).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Float No.</th>
<th valign="middle" colspan="3" align="center">&#x394;TA (&#x3bc;mol kg<sup>&#x2212;1</sup>)</th>
<th valign="middle" colspan="5" align="center">&#x394;DIC (&#x3bc;mol kg<sup>&#x2212;1</sup>)</th>
</tr>
<tr>
<th valign="middle" align="center">Freshwater</th>
<th valign="middle" align="center">Organic matter</th>
<th valign="middle" align="center">CaCO<sub>3</sub>
</th>
<th valign="middle" align="center">Freshwater</th>
<th valign="middle" align="center">Organic matter</th>
<th valign="middle" align="center">CaCO<sub>3</sub>
</th>
<th valign="middle" align="center">Gas exchange</th>
<th valign="middle" align="center">Residual</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">5904184</td>
<td valign="middle" align="center">&#x2212;1.4</td>
<td valign="middle" align="center">&#x2212;</td>
<td valign="middle" align="center">&#x2212;</td>
<td valign="middle" align="center">&#x2212;1.3</td>
<td valign="middle" align="center">&#x2212;</td>
<td valign="middle" align="center">&#x2212;</td>
<td valign="middle" align="center">0.7</td>
<td valign="middle" align="center">&#x2212;</td>
</tr>
<tr>
<td valign="middle" align="center">5904185</td>
<td valign="middle" align="center">2.7</td>
<td valign="middle" align="center">&#x2212;</td>
<td valign="middle" align="center">&#x2212;</td>
<td valign="middle" align="center">2.6</td>
<td valign="middle" align="center">&#x2212;</td>
<td valign="middle" align="center">&#x2212;</td>
<td valign="middle" align="center">0.7</td>
<td valign="middle" align="center">&#x2212;</td>
</tr>
<tr>
<td valign="middle" align="center">5905075</td>
<td valign="middle" align="center">
<bold>2.7</bold>
</td>
<td valign="middle" align="center">&#x2212;0.8</td>
<td valign="middle" align="center">
<bold>3.1</bold>
</td>
<td valign="middle" align="center">2.6</td>
<td valign="middle" align="center">
<bold>5.6</bold>
</td>
<td valign="middle" align="center">1.5</td>
<td valign="middle" align="center">
<bold>&#x2212;4.4</bold>
</td>
<td valign="middle" align="center">6.8</td>
</tr>
<tr>
<td valign="middle" align="center">5905099</td>
<td valign="middle" align="center">0.7</td>
<td valign="middle" align="center">&#x2212;0.3</td>
<td valign="middle" align="center">
<bold>2.6</bold>
</td>
<td valign="middle" align="center">0.6</td>
<td valign="middle" align="center">1.8</td>
<td valign="middle" align="center">1.3</td>
<td valign="middle" align="center">0.9</td>
<td valign="middle" align="center">2.4</td>
</tr>
<tr>
<td valign="middle" align="center">5905635</td>
<td valign="middle" align="center">
<bold>&#x2212;2.7</bold>
</td>
<td valign="middle" align="center">&#x2212;0.2</td>
<td valign="middle" align="center">&#x2212;0.1</td>
<td valign="middle" align="center">&#x2212;2.6</td>
<td valign="middle" align="center">1.4</td>
<td valign="middle" align="center">0.0</td>
<td valign="middle" align="center">
<bold>&#x2212;4.5</bold>
</td>
<td valign="middle" align="center">15.7</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The bold values are the dominant controlling factors for the TA and DIC. The symbol - is minus (i.e., negative value).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4_3">
<title>Ross sea sector</title>
<p>The <inline-formula>
<mml:math display="inline" id="im78">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>and <inline-formula>
<mml:math display="inline" id="im79">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>values in the NRS increased as the icebreaker moved southeast through the PF and SB, while the <inline-formula>
<mml:math display="inline" id="im80">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in this region decreased during the cruise (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A</bold>
</xref>, <xref ref-type="fig" rid="f2">
<bold>2A</bold>
</xref>), indicating that the non-thermal factors control the <inline-formula>
<mml:math display="inline" id="im81">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>variations in the NRS. According to a previous study, <inline-formula>
<mml:math display="inline" id="im82">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>between the PF and SB ranged from 331 to 354 &#x3bc;atm in December 2005 (<xref ref-type="bibr" rid="B24">Gu&#xe9;guen and Tortell, 2008</xref>). Even considering the atmospheric CO<sub>2</sub> growth from 378 to 404 &#x3bc;atm, the value observed in summer was lower than those shown in our autumn survey. The relatively high <inline-formula>
<mml:math display="inline" id="im83">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in this study might have resulted from the increase in the mixed layer depth (MLD) due to strong winds and the remineralization of the organic matter produced in summer. The mean U<sub>10</sub> in the NRS was 9.9 &#xb1; 1.5 m s<sup>&#x2212;1</sup>, and ranged from 7.7 m s<sup>&#x2212;1</sup> to 13.0 m s<sup>&#x2212;1</sup> in April, which was relatively greater than that in summer (ranging from 4.0 to 7.9 m s<sup>&#x2212;1</sup>) (<xref ref-type="bibr" rid="B24">Gu&#xe9;guen and Tortell, 2008</xref>; <xref ref-type="bibr" rid="B13">DeJong and Dunbar, 2017</xref>). Along the survey track, the surface water in the SB (62.5&#xb0;S) was the most saline and had a relatively high temperature, indicating an influence from the upwelling of or enhanced mixing with the sub-surface water, which is relatively rich in CO<sub>2</sub> and nutrients (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2A</bold>
</xref>). In addition, a correlation analysis indicated that the main controlling factors of <inline-formula>
<mml:math display="inline" id="im84">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>were SSS (e.g., physical effects such as changes in mixing and sea ice) and &#x394;O<sub>2</sub>/Ar (i.e., biological effects) in the north and south of the SB, respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). <xref ref-type="bibr" rid="B24">Gu&#xe9;guen and Tortell (2008)</xref> found no significant correlation between <italic>p</italic>CO<sub>2</sub> and the SSS over the ocean from New Zealand to the Ross Sea during summer. Thus, the significant correlation between SSS and <inline-formula>
<mml:math display="inline" id="im86">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was a local characteristic limited to the 62.5 to 65&#xb0;S zone or April (autumn). It is well known that CDW upwelling occurs near the SB, and the upwelled CDW diverges from the SB to the PF and to the Antarctic shelf region (<xref ref-type="bibr" rid="B63">Speer et&#xa0;al., 2000</xref>). At the SB, high biological activities are found because of the upwelling of the nutrient-rich subsurface water (<xref ref-type="bibr" rid="B62">Sokolov and Rintoul, 2007</xref>). In addition, <xref ref-type="bibr" rid="B55">Rigual-Hern&#xe1;ndez et&#xa0;al. (2015)</xref> reported a relatively high concentration of chlorophyll-<italic>a</italic> in the Southern ACC Front (SACCF, located in ASZ) in the Antarctic coastal area, while low chlorophyll-<italic>a</italic> concentrations were found from the SACCF to New Zealand. Therefore, <inline-formula>
<mml:math display="inline" id="im87">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in seawater, which was transferred from the SB to coastal areas, might have been altered by biological activities. <inline-formula>
<mml:math display="inline" id="im88">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>decreases because of the net biological CO<sub>2</sub> uptake (i.e., &#x394;O<sub>2</sub>/Ar &gt; 0) when the phytoplankton production surpasses the ecosystem respiration. In contrast, <inline-formula>
<mml:math display="inline" id="im89">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>increases when &#x394;O<sub>2</sub>/Ar&lt; 0. Accordingly, it was likely that <inline-formula>
<mml:math display="inline" id="im90">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was largely controlled by the upwelling at the SB and the following biological activities in the NRS in April 2018. Our data clearly highlighted a shift in the ecosystem dynamics associated with the inorganic carbon cycle across the SB.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Relationship between the nonthermal component of <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im85">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) and <bold>(A)</bold> salinity and <bold>(B)</bold> the difference in the gas ratios between oxygen and argon O<sub>2</sub>/Ar values of the sample and air-saturated water (&#x394;O<sub>2</sub>/Ar) <bold>(B)</bold> in the north of the Ross Sea. The north of the Ross Sea is further divided into northern (i.e.,&lt;62.5&#xb0;S) (squares) and southern (i.e., &gt;62.5&#xb0;S) parts (circles) based on the Southern Boundary (SB) of the Antarctic circumpolar current. The colored legends represent the latitude, and the gray color implies the latitude of the SB. The regression lines in <bold>(A, B)</bold> are determined using the northern and southern part results, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192959-g003.tif"/>
</fig>
<p>The NRS acted as an overall CO<sub>2</sub> source (8.8 &#xb1; 3.5 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>) for atmospheric CO<sub>2</sub> during April. The amount of CO<sub>2</sub> released from the ocean to the atmosphere was increased in the eastern part of the NRS, which had a relatively higher <inline-formula>
<mml:math display="inline" id="im91">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>(than ABS), high wind speeds, and a heterotrophic ecosystem (i.e., negative &#x394;O<sub>2</sub>/Ar) in the observation period (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A, C</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>S3A</bold>
</xref>). The NRS and the Ross Sea exhibited different patterns with respect to air&#x2013;sea exchange of CO<sub>2</sub>. Most previous studies on air&#x2013;sea CO<sub>2</sub> flux were conducted during spring and summer in the southwestern Ross Sea, and suggest that the air&#x2013;sea CO<sub>2</sub> flux ranges from &#x2212;132 to 10 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B3">Arrigo and Van Dijken, 2007</xref>; <xref ref-type="bibr" rid="B13">DeJong and Dunbar, 2017</xref>). Thus, Ross Sea has been considered to act as a CO<sub>2</sub> sink during spring and summer because of the enhanced biological activities (<xref ref-type="bibr" rid="B14">DeJong et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Rivaro et&#xa0;al., 2017</xref>). In particular, the Terra Nova Bay in the Ross Sea acts as a strong sink for atmospheric CO<sub>2</sub> (up to &#x2212;132 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>) (<xref ref-type="bibr" rid="B13">DeJong and Dunbar, 2017</xref>). The discrepancies between the findings in the NRS and the previous research results from the Ross Sea can likely be attributed to the differences in productivity between the two regions and the variations in the timing of the respective investigations. In general, the rate of photosynthesis by the phytoplankton increases from spring to summer because of the abundance of sunlight and nutrients due to the shrinking of the sea ice (<xref ref-type="bibr" rid="B79">Zhang et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B25">Hill et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B33">Lannuzel et&#xa0;al., 2020</xref>). This effect can help elucidate the strong CO<sub>2</sub> sink observed in studies conducted in the Ross Sea, where most previous research is primarily focused during the summer. In autumn, <italic>p</italic>CO<sub>2</sub> likely increases due to enhanced vertical mixing and the decomposition of organic matter that has accumulated from biological activities in previous seasons. These factors are likely to outweigh CO<sub>2</sub> fixation in the pelagic water (i.e., NRS) with relatively lower nutrient concentrations, especially during autumn when light availability is reduced. In addition, a relatively high <italic>p</italic>CO<sub>2</sub> in surface seawater and high wind speed in autumn might facilitate CO<sub>2</sub> emissions from the NRS. Therefore, the disagreement (CO<sub>2</sub> source vs. sink) between our results and those previously reported results may be attributed to the meridional variations in the biogeochemical properties.</p>
</sec>
<sec id="s4_4">
<title>Amundsen&#x2013;Bellingshausen sea sector</title>
<p>While moving through the ABS region, the icebreaker was over the south of the SB for the first three days, and then crossed the SB to sail to the north of the SB for the next three days (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>), during which the marginal sea ice zone was also encountered (i.e., from April 4, 17:20 UTC to April 7, 05:10 UTC). A correlation analysis showed that the SSS could most significantly explain the variations in <inline-formula>
<mml:math display="inline" id="im92">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in the ABS, with some exception data collected in the east of 90&#xb0;W (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). The significant correlation between the SSS and <inline-formula>
<mml:math display="inline" id="im95">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in this region possibly resulted from the CO<sub>2</sub>-rich saline CDW upwelling at the SB as well as the brine rejection effect in the marginal sea ice zone. When sea ice begins to form in early autumn, most of the DIC are rejected from the sea ice structure (<xref ref-type="bibr" rid="B48">Moreau et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B46">Mo et&#xa0;al., 2022</xref>). Thus, the surrounding seawater has high DIC and salinity, which in turn directly enhance <inline-formula>
<mml:math display="inline" id="im96">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>. Discrete profiles of the ocean inorganic carbon parameters were observed in the ABS from April 14 to May 06 in 2018 with the aid of the RV Nathaniel B. Palmer, which significantly overlapped with our cruise track (<xref ref-type="bibr" rid="B36">Macdonald et&#xa0;al., 2021</xref>). During this observation, the SST (&#x2212;1.4 &#xb1; 0.3 &#xb0;C) and SSS (33.7 &#xb1; 0.2) were found to be colder and saltier compared to our observations. The mean <italic>p</italic>CO<sub>2</sub> (358 &#xb1; 10 &#x3bc;atm) was lower than our result due to the lower SST than in this study, whereas the mean <inline-formula>
<mml:math display="inline" id="im97">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>(398 &#xb1; 12 &#x3bc;atm) was similar to our result (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). Another observation study, whose track partially overlapped with our cruise track, was conducted in the Bellingshausen Sea from February 30, 2019 to March 22, 2019 using the RV Nathaniel B. Palmer (<xref ref-type="bibr" rid="B64">Sutherland et&#xa0;al., 2019</xref>). In their study, the mean <italic>p</italic>CO<sub>2</sub> and <inline-formula>
<mml:math display="inline" id="im104">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>were 355 &#xb1; 26 and 384 &#xb1; 29 &#x3bc;atm, respectively (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). However, in our case, the mean <italic>p</italic>CO<sub>2</sub> and <inline-formula>
<mml:math display="inline" id="im105">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>were 403 &#xb1; 18 and 407 &#xb1; 20 &#x3bc;atm, respectively, which are ~20 &#x3bc;atm higher than <inline-formula>
<mml:math display="inline" id="im106">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>reported by <xref ref-type="bibr" rid="B64">Sutherland et&#xa0;al. (2019)</xref>. This significant difference may be due to the seasonal changes in the sea ice conditions (dilution and concentration because of sea ice melting and formation, respectively) and biological activities (&#x394;O<sub>2</sub>/Ar&lt; 0 in our study) between late summer and early autumn. The brine rejection from sea ice formation during autumn has a high <italic>p</italic>CO<sub>2</sub> value, causing an increase in <inline-formula>
<mml:math display="inline" id="im107">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>. A decrease in &#x394;O<sub>2</sub>/Ar at the surface was caused by an increase in respiration relative to production by phytoplankton during autumn, as well as the mixing of surface water with the subsurface water, which has lower oxygen concentration (<xref ref-type="bibr" rid="B19">Eveleth et&#xa0;al., 2014</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>
<bold>(A)</bold> Relationship between <inline-formula>
<mml:math display="inline" id="im93">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> and salinity in the ABS with longitude (colors). The ABS is divided into the marginal sea ice zone (i.e., from 100 to 130&#xb0;W; squares) and an open area (circles). The regression line is determined using the results from 150 to 100&#xb0;W. <bold>(B)</bold> Comparison between the distribution of non-thermal <italic>p</italic>CO<sub>2</sub> ( <inline-formula>
<mml:math display="inline" id="im94">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) obtained in this study (red solid line) and those reported in previous studies (black solid line) in the Amundsen-Bellingshausen Sea. The dashed lines in <bold>(B)</bold> indicate the sea ice edge determined in 2018 (red) and 2019 (black).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192959-g004.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Mean, standard deviation, ranges of underway <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im98">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>), thermal <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im99">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>), non-thermal <italic>p</italic>CO<sub>2</sub> ( <inline-formula>
<mml:math display="inline" id="im100">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>), wind speed at 10 m (U<sub>10</sub>), air-sea CO<sub>2</sub> fluxes, and the difference in the gas ratios between oxygen and argon O<sub>2</sub>/Ar values of the sample and air-saturated water (&#x394;O<sub>2</sub>/Ar).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Region (sub-region)</th>
<th valign="middle" align="center">
<inline-formula>
<mml:math display="inline" id="im101">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th valign="middle" align="center">
<inline-formula>
<mml:math display="inline" id="im102">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th valign="middle" align="center">
<inline-formula>
<mml:math display="inline" id="im103">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th valign="middle" align="center">U<sub>10</sub>
</th>
<th valign="middle" align="center">Air-Sea<break/>CO<sub>2</sub> flux</th>
<th valign="middle" align="center">&#x394;O<sub>2</sub>/Ar</th>
</tr>
<tr>
<th valign="middle" colspan="3" align="center">(&#x3bc;atm)</th>
<th valign="middle" align="center">(m s<sup>&#x2212;1</sup>)</th>
<th valign="middle" align="center">(mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>)</th>
<th valign="middle" align="center">(%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Ross Sea</td>
<td valign="middle" align="center">431 &#xb1; 6<break/>(415, 440)</td>
<td valign="middle" align="center">439 &#xb1; 13<break/>(424, 473)</td>
<td valign="middle" align="center">416 &#xb1; 16<break/>(385, 437)</td>
<td valign="middle" align="center">9.9 &#xb1; 1.5<break/>(7.7, 13.0)</td>
<td valign="middle" align="center">8.8 &#xb1; 3.5<break/>(3.1, 18.8)</td>
<td valign="middle" align="center">0.9 &#xb1; 1.2<break/>(&#x2212;2.7, 3.8)</td>
</tr>
<tr>
<td valign="middle" align="left">Amundsen&#x2013;Bellingshausen Sea</td>
<td valign="middle" align="center">403 &#xb1; 18<break/>(366, 437)</td>
<td valign="middle" align="center">420 &#xb1; 4<break/>(409, 438)</td>
<td valign="middle" align="center">407 &#xb1; 20<break/>(365, 439)</td>
<td valign="middle" align="center">7.5 &#xb1; 2.6<break/>(2.6, 15.0)</td>
<td valign="middle" align="center">&#x2212;0.4 &#xb1; 4.9<break/>(&#x2212;12.7, 17.3)</td>
<td valign="middle" align="center">&#x2212;0.3 &#xb1; 2.3<break/>(&#x2212;6.1, 4.6)</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Marginal sea ice zone</italic>
</td>
<td valign="middle" align="center">403 &#xb1; 17<break/>(368, 431)</td>
<td valign="middle" align="center">418 &#xb1; 4<break/>(409, 428)</td>
<td valign="middle" align="center">408 &#xb1; 19<break/>(366, 439)</td>
<td valign="middle" align="center">7.7 &#xb1; 2.8<break/>(2.6, 15.0)</td>
<td valign="middle" align="center">&#x2212;1.8 &#xb1; 4.2<break/>(&#x2212;12.7, 4.6)</td>
<td valign="middle" align="center">&#x2212;1.6 &#xb1; 1.5<break/>(&#x2212;6.1, 1.8)</td>
</tr>
<tr>
<td valign="middle" align="left">Western Antarctic Peninsula (WAP) +Weddell Sea</td>
<td valign="middle" align="center">429 &#xb1; 16<break/>(375, 467)</td>
<td valign="middle" align="center">424 &#xb1; 19<break/>(394, 456)</td>
<td valign="middle" align="center">430 &#xb1; 28<break/>(354, 475)</td>
<td valign="middle" align="center">13.5 &#xb1; 7.8<break/>(0.3, 33.8)</td>
<td valign="middle" align="center">18.1 &#xb1; 27.6<break/>(&#x2212;59.4, 140.8)</td>
<td valign="middle" align="center">&#x2212;2.5 &#xb1; 2.4<break/>(&#x2212;9.5, 4.9)</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Western part</italic>
<break/>
<italic>of Confluence Zone</italic>
</td>
<td valign="middle" align="center">409 &#xb1; 15<break/>(375, 430)</td>
<td valign="middle" align="center">441 &#xb1; 6<break/>(430, 450)</td>
<td valign="middle" align="center">393 &#xb1; 16<break/>(354, 418)</td>
<td valign="middle" align="center">18.6 &#xb1; 4.1<break/>(9.8, 25.4)</td>
<td valign="middle" align="center">5.0 &#xb1; 20.8<break/>(&#x2212;59.4, 37.4)</td>
<td valign="middle" align="center">0.5 &#xb1; 1.4<break/>(&#x2212;2.3, 4.9)</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Confluence Zone</italic>
</td>
<td valign="middle" align="center">424 &#xb1; 19<break/>(385, 467)</td>
<td valign="middle" align="center">440 &#xb1; 7<break/>(423, 451)</td>
<td valign="middle" align="center">408 &#xb1; 16<break/>(368, 442)</td>
<td valign="middle" align="center">22.7 &#xb1; 4.7<break/>(9.5, 30.1)</td>
<td valign="middle" align="center">32.5 &#xb1; 35.6<break/>(&#x2212;33.4, 117.6)</td>
<td valign="middle" align="center">&#x2212;0.4 &#xb1; 2.1<break/>(&#x2212;8.8, 3.7)</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Northern WAP</italic>
</td>
<td valign="middle" align="center">432 &#xb1; 14<break/>(406, 467)</td>
<td valign="middle" align="center">432 &#xb1; 19<break/>(400, 456)</td>
<td valign="middle" align="center">425 &#xb1; 25<break/>(388, 475)</td>
<td valign="middle" align="center">9.1 &#xb1; 3.8<break/>(0.4, 23.9)</td>
<td valign="middle" align="center">9.4 &#xb1; 10.0<break/>(0.0, 82.4)</td>
<td valign="middle" align="center">&#x2212;2.8 &#xb1; 1.6<break/>(&#x2212;7.7, 0.6)</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Bransfield Strait (1st)</italic>
</td>
<td valign="middle" align="center">429 &#xb1; 19<break/>(403, 454)</td>
<td valign="middle" align="center">425 &#xb1; 14<break/>(409, 441)</td>
<td valign="middle" align="center">428 &#xb1; 21<break/>(392, 446)</td>
<td valign="middle" align="center">16.5 &#xb1; 3.4<break/>(7.3, 21.7)</td>
<td valign="middle" align="center">21.3 &#xb1; 14.9<break/>(&#x2212;1.0, 40.9)</td>
<td valign="middle" align="center">&#x2212;2.0 &#xb1; 0.7<break/>(&#x2212;3.3, &#x2212;0.8)</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Bransfield Strait (2nd)</italic>
</td>
<td valign="middle" align="center">430 &#xb1; 20<break/>(406, 461)</td>
<td valign="middle" align="center">427 &#xb1; 10<break/>(405, 439)</td>
<td valign="middle" align="center">426 &#xb1; 19<break/>(401, 470)</td>
<td valign="middle" align="center">9.6 &#xb1; 3.9<break/>(0.9, 16.9)</td>
<td valign="middle" align="center">8.4 &#xb1; 9.2<break/>(0.0, 38.2)</td>
<td valign="middle" align="center">&#x2212;3.0 &#xb1; 2.0<break/>(&#x2212;7.7, &#x2212;0.6)</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Southern WAP</italic>
</td>
<td valign="middle" align="center">435 &#xb1; 11<break/>(410, 459)</td>
<td valign="middle" align="center">406 &#xb1; 7<break/>(394, 428)</td>
<td valign="middle" align="center">454 &#xb1; 8<break/>(433, 472)</td>
<td valign="middle" align="center">11.6 &#xb1; 8.5<break/>(0.6, 33.8)</td>
<td valign="middle" align="center">23.8 &#xb1; 33.3<break/>(0.0, 140.8)</td>
<td valign="middle" align="center">&#x2212;4.2 &#xb1; 1.9<break/>(&#x2212;9.5, 2.9)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The air&#x2013;sea CO<sub>2</sub> flux in the ABS ranged from &#x2212;12.7 to 17.3 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>. Overall, the marginal sea ice zone of the ABS region acted as a weak CO<sub>2</sub> sink (&#x2212;1.8 &#xb1; 4.2 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>) for atmospheric CO<sub>2</sub>, whereas the open area served as a weak CO<sub>2</sub> source (0.9 &#xb1; 5.1 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>) during the study period (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2E</bold>
</xref>). According to previous studies, the air&#x2013;sea CO<sub>2</sub> fluxes in the Amundsen Sea and Bellingshausen Sea range from &#x2212;16 to 14 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B71">Tortell et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B49">Mu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Kim et&#xa0;al., 2018</xref>) and from &#x2212;6.5 to 0 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B1">&#xc1;lvarez et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B26">Ito et&#xa0;al., 2018</xref>), respectively, during summer. In particular, previous studies identified strong atmospheric CO<sub>2</sub> uptake in polynyas or areas with diatom blooms (<xref ref-type="bibr" rid="B1">&#xc1;lvarez et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B71">Tortell et&#xa0;al., 2012</xref>). However, it is important to emphasize that in this study, significant CO<sub>2</sub> fluxes were observed due to high wind speeds, even when the <italic>p</italic>CO<sub>2</sub> difference between the atmosphere and ocean was small. (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2E</bold>
</xref>).</p>
</sec>
<sec id="s4_5">
<title>Western Antarctic Peninsular and Weddell sea sector</title>
<p>A large part of the WAP region belongs to the Bellingshausen Sea. However, in this study, we separated the WAP region from the rest of the Bellingshausen Sea to highlight the complex <italic>p</italic>CO<sub>2</sub> variations in the WAP/WS region. First, at the entrance (66&#xb0;W&#x2013;68&#xb0;W in this study) of the WAP before arriving at the CZ zone, we found a sudden increase in the &#x394;O<sub>2</sub>/Ar around the SB (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S3C</bold>
</xref>). Thus, we expected that biological activities governed the <italic>p</italic>CO<sub>2</sub> variations in this region. Correlation analysis showed that <inline-formula>
<mml:math display="inline" id="im108">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was correlated with the SSS and &#x394;O<sub>2</sub>/Ar in the south (66&#xb0;W&#x2013;68&#xb0;W) and north (66&#xb0;W&#x2013;65.5&#xb0;W) of the SB at the entrance of the WAP, respectively (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>), similar to the results obtained from the NRS. The SSS&#x2013;<inline-formula>
<mml:math display="inline" id="im110">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>relationship unlikely originated from the sea ice formation, because the entrance of the WAP was ice-free during the study period (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). <xref ref-type="bibr" rid="B61">Shadwick et&#xa0;al. (2021)</xref> suggested that the MLD in the WAP gradually deepens from summer (~20 m in January) to winter (~100 m in November), and reported that the MLD is approximately 60 m in April (<xref ref-type="bibr" rid="B53">Panassa et&#xa0;al., 2018</xref>). Therefore, the high <inline-formula>
<mml:math display="inline" id="im111">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>values in this region result from the intensification of the vertical mixing, which leads to the upwelling of CO<sub>2</sub>-riched seawater from the subsurface layer.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Relationship between non-thermal <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im109">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) and <bold>(A)</bold> salinity and <bold>(B)</bold> the difference in the gas ratios between oxygen and argon O<sub>2</sub>/Ar values of the sample and air-saturated water (&#x394;O<sub>2</sub>/Ar) in the western part of the Confluence Zone. This region is divided into northern (i.e.,&lt;66.1&#xb0;S) (squares) and southern (i.e., &gt;66.1&#xb0;S) parts (circles) based on the Southern Boundary (SB) of the Antarctic circumpolar current. The colors represent the latitude, and the gray color implies the latitude of the SB. The regression lines in <bold>(A, B)</bold> are determined based on the results obtained from the northern and southern parts, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192959-g005.tif"/>
</fig>
<p>In the CZ, various water masses originating from the Bellingshausen Sea, WS, and meteoric water are usually mixed (<xref ref-type="bibr" rid="B43">Meredith et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B11">Cook et&#xa0;al., 2016</xref>), resulting in the greatest variation in the SST and SSS compared to those in the other subregions. <inline-formula>
<mml:math display="inline" id="im112">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in this region was strongly inversely correlated with the &#x394;O<sub>2</sub>/Ar (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Despite overall heterotrophic condition (i.e., mean &#x394;O<sub>2</sub>/Ar&lt; 0), the CZ area showed the broadest variations (&#x2212;8.8 to 3.7%) in &#x394;O<sub>2</sub>/Ar, among the three subregions, indicating correlations between <italic>p</italic>CO<sub>2</sub> and the &#x394;O<sub>2</sub>/Ar. The <italic>p</italic>CO<sub>2</sub> sensitivity to a given &#x394;O<sub>2</sub>/Ar variation (i.e., a regression slope between &#x394;O<sub>2</sub>/Ar and <italic>p</italic>CO<sub>2</sub>) was similar in the CZ and NRS. Previous studies have demonstrated that the concentrations of dissolved organic carbon during summer range from 35 to 127 &#x3bc;mol kg<sup>&#x2013;1</sup> in the Gerlache strait (between 64&#xb0;S &#x2013; 65&#xb0;S and between 61&#xb0;W &#x2013; 64&#xb0;W) (<xref ref-type="bibr" rid="B18">Doval et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B12">da Cunha et&#xa0;al., 2018</xref>) and from 44 to 64 &#x3bc;mol kg<sup>&#x2013;1</sup> in the Bransfield Strait (<xref ref-type="bibr" rid="B58">Ruiz-Halpern et&#xa0;al., 2014</xref>). These values are relatively higher than or similar to those in the other regions; 38&#x2013;56 &#x3bc;mol kg<sup>&#x2013;1</sup> in the Ross Sea (<xref ref-type="bibr" rid="B51">Ogawa et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B9">Carlson et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B6">Bercovici et&#xa0;al., 2017</xref>) and approximately 44&#x2013;63 &#x3bc;mol kg<sup>&#x2013;1</sup> in the Amundsen Sea (<xref ref-type="bibr" rid="B20">Fang et&#xa0;al., 2020</xref>). The high accumulation of dissolved organic carbon suggests a potential for respiration-based CO<sub>2</sub> production in the CZ area.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Relationship between non-thermal <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im113">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) and the difference in the gas ratios between oxygen and argon O<sub>2</sub>/Ar values of the sample and air-saturated water (&#x394;O<sub>2</sub>/Ar) in the Confluence Zone of the Western Antarctic peninsula with respect to the longitude (colors).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192959-g006.tif"/>
</fig>
<p>The transition between the N-WAP/WS and S-WAP/WS exhibited a sharp shift in <italic>p</italic>CO<sub>2</sub> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). <inline-formula>
<mml:math display="inline" id="im114">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>(<inline-formula>
<mml:math display="inline" id="im115">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>th</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) in the N-WAP/WS was lower (higher) than that in the S-WAP/WS (mainly northwestern part of the Weddell Sea). The mean <inline-formula>
<mml:math display="inline" id="im116">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>(<inline-formula>
<mml:math display="inline" id="im117">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) values were 432 &#xb1; 14 (425 &#xb1; 25) and 435 &#xb1; 11 (454 &#xb1; 8) &#x3bc;atm in the N-WAP/WS and S-WAP/WS, respectively. In contrast, <xref ref-type="bibr" rid="B26">Ito et&#xa0;al. (2018)</xref> reported that <italic>p</italic>CO<sub>2</sub> in the N-WAP/WS (361 to 392 &#x3bc;atm) was higher than that in the Weddell Sea (343 to 376 &#x3bc;atm) during summer in 2008&#x2013;2010. This inconsistency possibly results from the seasonal changes in the sea ice melting/formation and biological processes from summer to autumn. The chlorophyll-<italic>a</italic> concentration in the Weddell Sea was higher than that in the N-WAP/WS during the summers of 2008 and 2009 (<xref ref-type="bibr" rid="B26">Ito et&#xa0;al., 2018</xref>). However, from April 15 to April 30, the sea ice over most of the Weddell Sea increased by up to ~80% (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). Consistently, the S-WAP/WS showed a slight SSS increase in April, relative to that observed in the study period of <xref ref-type="bibr" rid="B26">Ito et&#xa0;al. (2018)</xref>. Combined with the reduced light availability, associated with the increased sea ice cover, brine rejection in the Weddell Sea during autumn likely caused the relatively high <inline-formula>
<mml:math display="inline" id="im118">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in the S-WAP/WS.</p>
<p>Two observations were conducted with a time interval of 14 days from the Trinity peninsula to the Maxwell Bay in the Bransfield Strait (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1B</bold>
</xref>, <xref ref-type="fig" rid="f7">
<bold>7</bold>
</xref>) to evaluate the mechanism underlying the effect of ice formation in the Weddell Sea on the <italic>p</italic>CO<sub>2</sub> variation in Bransfield Strait. Although the ocean current system in the Bransfield Strait is complex (<xref ref-type="bibr" rid="B32">Krechik et&#xa0;al., 2021</xref>), a relatively warm water mass that originates from the ACC and Bellingshausen Sea is generally introduced into the northern part of the Bransfield Strait. In contrast, relatively cold water from the Weddell Sea flows into the southern part of the Bransfield Strait. The north-to-south shift in <inline-formula>
<mml:math display="inline" id="im119">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>obs</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>and <inline-formula>
<mml:math display="inline" id="im120">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>could be explained using the above-mentioned current system in the Bransfield Strait (Green shadings in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). <inline-formula>
<mml:math display="inline" id="im121">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in the southern Bransfield Strait was lower than those in the northern Bransfield Strait during the first observation (BS1) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>). However, during the second visit (BS2), <inline-formula>
<mml:math display="inline" id="im122">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>was drastically elevated from&lt; 400 &#x3bc;atm to &gt;450 &#x3bc;atm, particularly in a part of the southern Bransfield Strait (near 63&#xb0;S and 58&#xb0;W) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>). The SSS at 63&#xb0;S and 58&#xb0;W were 33.67 and 34.00 during the first and second observations, respectively. The SSS increase possibly originated from the corresponding increase in the SSS due to the enhanced sea ice concentration in the Weddell Sea. The values of <inline-formula>
<mml:math display="inline" id="im123">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in the northern boundary of the Bransfield Strait (i.e., close to the King George Island) during BS2 were higher than those found in the southern boundary of the Bransfield Strait, possibly due to the lower &#x394;O<sub>2</sub>/Ar in the northern edge of the Bransfield Strait (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S3C</bold>
</xref>). The mean &#x394;O<sub>2</sub>/Ar in the northern (black box in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>) and southern (red box in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>) boundaries of the Bransfield Strait were &#x2013;2.8 &#xb1; 1.6 and &#x2013;4.2 &#xb1; 1.9%, respectively. The contribution of the water masses flowing from the ACC, Bellingshausen Sea, and Weddell Sea to the Bransfield Strait could be affected by the Southern Annual Mode (SAM). During the positive SAM period, contributions from the ACC and Bellingshausen Sea were more dominant, while the influence of the water masses from the Weddell Sea was dominant during the negative SAM period in the Bransfield strait (<xref ref-type="bibr" rid="B73">Vorrath et&#xa0;al., 2020</xref>). We speculate that the current from the Weddell Sea to the Bransfield strait increased in April 2018 because of the negative SAM index (&#x2013;1.66) (<xref ref-type="bibr" rid="B39">Marshall, 2003</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Comparison between the distribution of non-thermal <italic>p</italic>CO<sub>2</sub> (<inline-formula>
<mml:math display="inline" id="im124">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>): <bold>(A)</bold> first observation in the Bransfield Strait (BS1) and <bold>(B)</bold> second observation in the Bransfield Strait (BS2) in the Western Antarctic peninsula. The red and blue solid lines indicate the boundary of the Bellingshausen and Weddell seawaters, respectively. The boundaries are adapted from <xref ref-type="bibr" rid="B59">Sangr&#xe0; et&#xa0;al. (2011)</xref>. The red, blue, and purple arrows indicate the direction of the surface current.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192959-g007.tif"/>
</fig>
<p>Although the air&#x2013;sea CO<sub>2</sub> flux in the WAP/WS considerably varied depending on the subregions, the WAP appeared to act as a CO<sub>2</sub> source (18.1 &#xb1; 27.6 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>) during this study (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). The mean air&#x2013;sea CO<sub>2</sub> flux was estimated to be 5.0 &#xb1; 20.8 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> at the entrance of the WAP, 32.5 &#xb1; 35.6 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> in the CZ, 9.4 &#xb1; 10.0 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> in the N-WAP, and 23.8 &#xb1; 33.3 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> in the S-WAP. In particular, the strong CO<sub>2</sub> emissions in the WAP/WS were caused by a high wind speed (13.5 &#xb1; 7.8 m s<sup>&#x2212;1</sup>). <xref ref-type="bibr" rid="B1">&#xc1;lvarez et&#xa0;al. (2002)</xref> reported that a strong oceanic CO<sub>2</sub> uptake (&#x2212;6.5 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>) occurred during summer due to the diatom bloom in the western WAP region (the northern part of CZ). A few researches also reported that the Bransfield Strait acted as an atmospheric CO<sub>2</sub> sink during spring and summer, with air&#x2013;sea CO<sub>2</sub> fluxes ranging from &#x2212;3.4 to 1.6 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B26">Ito et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B8">Caetano et&#xa0;al., 2020</xref>). <xref ref-type="bibr" rid="B61">Shadwick et&#xa0;al. (2021)</xref>, who estimated the annual air&#x2013;sea CO<sub>2</sub> flux using a mooring system suggested that the entrance of the WAP region acted as a CO<sub>2</sub> absorber in April, with an air&#x2013;sea exchange of approximately &#x2212;2 mmol m<sup>&#x2212;2</sup> d<sup>&#x2212;1</sup>, which indicates potentially large temporal variations in this region.</p>
</sec>
<sec id="s4_6">
<title>Assessment of mechanisms for controlling <italic>p</italic>CO<sub>2</sub> in study regions</title>
<p>Our data indicate that non-thermal factors predominantly controlled <italic>p</italic>CO<sub>2</sub> in the Pacific sector of the Southern Ocean in April 2018, with the exception of the N-WAP/WS and S-WAP/WS (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). In the N-WAP/WS and S-WAP/WS, both thermal and non-thermal factors significantly influenced <italic>p</italic>CO<sub>2</sub>. <xref ref-type="bibr" rid="B78">Williams et&#xa0;al. (2018)</xref> reported that biological processes primarily governed summer <italic>p</italic>CO<sub>2</sub> in the ASZ and SSIZ. Nevertheless, such predominant biology-driven control of <italic>p</italic>CO<sub>2</sub> was found in limited subregions, namely the southern SB of the NRS and the CZ of the WAP/WS regions. The SSS- <inline-formula>
<mml:math display="inline" id="im125">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>correlation observed in the NRS, ABS, and entrance of WAP resulted from upwelling, sea ice formation, and enhanced vertical mixing in the NRS, ABS, and entrance of WAP, respectively. Our findings, distinct from those reported from summertime investigations, highlight the importance of cold-season observations. Our high-resolution data revealed a complex mechanism controlling <italic>p</italic>CO<sub>2</sub> in the Pacific sector of the Southern Ocean, suggesting that ship-based underway observations are essential for understanding the carbon cycle in the Antarctic waters.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>Most observations of the ocean carbonate variables in the Southern Ocean have been conducted mainly during spring and summer because of improved accessibility. However, we conducted this study during a month in early autumn when field observations rarely cover most of the Pacific sector of the Southern Ocean, thus enhancing our understanding of the air&#x2013;sea exchanges in the study area. Our data showed that physical processes (represented by salinity variation) and biological activities (explained by &#x394;O<sub>2</sub>/Ar) are the dominant factors controlling <inline-formula>
<mml:math display="inline" id="im126">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mtext>nt</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>in the western Antarctic Ocean. Previous studies have suggested that the Southern Ocean acts as a sink for atmospheric CO<sub>2</sub> from spring to early autumn (<xref ref-type="bibr" rid="B1">&#xc1;lvarez et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B26">Ito et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B8">Caetano et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B61">Shadwick et&#xa0;al., 2021</xref>). However, we showed that this area acted as a source in April 2018, despite large spatial variations. This inconsistency indicates that further extensive research efforts are required in this study area.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://kpdc.kopri.re.kr/search/38a95561-58f4-4917-8583-a508310efd48">https://kpdc.kopri.re.kr/search/38a95561-58f4-4917-8583-a508310efd48</ext-link> Korea polar data center (KPDC) KOPRI-KPDC-00002170.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>AM analyzed the data and wrote the original draft. KP designed the study and contributed to field observations of <italic>p</italic>CO<sub>2</sub>, and DH contributed to the &#x394;O<sub>2</sub>/Ar measurements. JP and KK provided resources, JP and KP acted as project administrators. YK and JI helped with the <italic>p</italic>CO<sub>2</sub> data analysis. TK contributed in data analysis and manuscript writing. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the Carbon Cycle Change and Ecosystem Response under the Southern Ocean Warming (PE23110), Investigation of ice microstructure properties for developing low-temperature purification and environment/energy materials (PE23120), and Polar Academic Program (PE17900) funded by the Korea Polar Research Institute (KOPRI). Also, AM, YK, and TK acknowledges funding from the Mid-Career Researcher Program (2019R1A2C2089994) funded by the National Research Foundation of Korea.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors appreciate all the researchers and funding agencies. The authors would like to thank the IBRV ARAON captain and crew. This work was not possible without their valuable contribution to sample collection. The SOCCOM data were collected and made freely available by the Southern Ocean Carbon and Climate Observations and Modeling (SOCCOM) Project funded by the National Science Foundation, Division of Polar Programs (NSF PLR-1425989), supplemented by NOAA and NASA.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2023.1192959/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1192959/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
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