Pub Date : 2024-04-13DOI: 10.1016/j.pocean.2024.103260
Eman I. Sabbagh , Maria Ll. Calleja , Tamara M. Huete-Stauffer , Daniele Daffonchio , Xosé Anxelu G. Morán
Heterotrophic prokaryotes (HPs) represent the largest fraction of living biomass in the ocean. Comprehensively understanding the spatio-temporal variability of their controlling factors remains a challenge in microbial oceanography, especially in little explored low latitude regions such as the Red Sea, one of the hottest and saltiest basins on Earth. In this study, we assessed the vertical (5–1000 m) and latitudinal (16°-27° N) variations in HPs and their bottom-up (resource availability) and top-down controls (protistan grazing and viral lysis) at eight stations along the Red Sea, in three cruises carried out between 2017 and 2019. The decrease in HPs abundances with depth was less pronounced than that of heterotrophic nanoflagellates (HNFs) and viruses. We found that inorganic nutrient and dissolved organic carbon (DOC) concentrations do not vary significantly from north to south, thus suggesting a similar bottom-up control on HPs abundances along the latitudinal gradient. We found significant southward increase in the HP:HNF ratio (r = 0.56, p < 0.0001, n = 140), suggesting that HNFs have a lower impact on their HPs prey in the southern Red Sea. The preference of HNFs for larger HPs cells with depth was found only in the spring cruise. Viral abundances do not show any marked latitudinal gradient but show a significant positive relationship with HPs abundances in the water column in all seasons. The higher linear regression slope found in summer suggests that viruses are more important for HPs mortality in the warmer months. This study strengthens the importance of top-down controls in maintaining lower HPs stocks in the Red Sea and suggests that both latitudinal and seasonal variations have minor but measurable roles.
{"title":"Vertical and latitudinal distribution of bottom-up and top-down controls of heterotrophic prokaryotes in the Red Sea","authors":"Eman I. Sabbagh , Maria Ll. Calleja , Tamara M. Huete-Stauffer , Daniele Daffonchio , Xosé Anxelu G. Morán","doi":"10.1016/j.pocean.2024.103260","DOIUrl":"https://doi.org/10.1016/j.pocean.2024.103260","url":null,"abstract":"<div><p>Heterotrophic prokaryotes (HPs) represent the largest fraction of living biomass in the ocean. Comprehensively understanding the spatio-temporal variability of their controlling factors remains a challenge in microbial oceanography, especially in little explored low latitude regions such as the Red Sea, one of the hottest and saltiest basins on Earth. In this study, we assessed the vertical (5–1000 m) and latitudinal (16°-27° N) variations in HPs and their bottom-up (resource availability) and top-down controls (protistan grazing and viral lysis) at eight stations along the Red Sea, in three cruises carried out between 2017 and 2019. The decrease in HPs abundances with depth was less pronounced than that of heterotrophic nanoflagellates (HNFs) and viruses. We found that inorganic nutrient and dissolved organic carbon (DOC) concentrations do not vary significantly from north to south, thus suggesting a similar bottom-up control on HPs abundances along the latitudinal gradient. We found significant southward increase in the HP:HNF ratio (<em>r</em> = 0.56, <em>p</em> < 0.0001, <em>n</em> = 140), suggesting that HNFs have a lower impact on their HPs prey in the southern Red Sea. The preference of HNFs for larger HPs cells with depth was found only in the spring cruise. Viral abundances do not show any marked latitudinal gradient but show a significant positive relationship with HPs abundances in the water column in all seasons. The higher linear regression slope found in summer suggests that viruses are more important for HPs mortality in the warmer months. This study strengthens the importance of top-down controls in maintaining lower HPs stocks in the Red Sea and suggests that both latitudinal and seasonal variations have minor but measurable roles.</p></div>","PeriodicalId":20620,"journal":{"name":"Progress in Oceanography","volume":"224 ","pages":"Article 103260"},"PeriodicalIF":4.1,"publicationDate":"2024-04-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140619397","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-12DOI: 10.1016/j.pocean.2024.103261
Mercedes de la Paz , Fiz F. Pérez , Marta Álvarez , Antonio Bode
Despite their small spatial extent, coastal upwelling systems are an important source of oceanic nitrous oxide (N2O) to the atmosphere. To date, hot-spot N2O emissions have been reported for low oxygen waters of the eastern boundary upwelling systems at their tropical latitudes, but there is a limited number of studies in their “oxygenated” temperate latitudes. This is the first study of the N2O cycle in the NW Iberian Upwelling system, where we investigated the seasonality of the N2O concentrations and their emissions to the atmosphere, along with the spatial differences in this coastal region in response to the upwelling. Monthly observations were collected from February 2017 to July 2018, in two hydrographic sections within the Ría of Vigo and Ría of A Coruña, two coastal embayments with contrasting response to the upwelling of the Eastern North Atlantic Central Water (ENACW) in the region. N2O concentrations ranged between 8.56 to 12.53 nmol kg−1 (94–121 % of saturation) in the shelf, and from 8.62 to 17.60 nmol kg−1 (94–203 % of saturation) inside the rías, with the highest N2O concentration at the bottom, which increase as the upwelling progress from April to October. The air-sea fluxes of N2O varied between −1.6 to 3.26 µmol m−2 d−1 in the shelf and −1.53 to 7.00 µmol m−2 d−1 inside the rías. Local differences on the ventilation and remineralization pattern drives the seasonality of N2O and differences between Ria of Vigo and Ria of A Coruña, being the higher values of N2O concentrations and air-sea fluxes registered in the inner Ria of Vigo. Our study reports the N2O emissions of an upwelling system in a temperate latitude, where the upwelling waters are central waters relatively well ventilated in terms of oxygen content, behaving as a moderate low net source of N2O to the atmosphere compared to tropical upwelling latitudes, characterised by a lower oxygen content.
{"title":"Seasonal ventilation controls nitrous oxide emission in the NW Iberian upwelling","authors":"Mercedes de la Paz , Fiz F. Pérez , Marta Álvarez , Antonio Bode","doi":"10.1016/j.pocean.2024.103261","DOIUrl":"https://doi.org/10.1016/j.pocean.2024.103261","url":null,"abstract":"<div><p>Despite their small spatial extent, coastal upwelling systems are an important source of oceanic nitrous oxide (N<sub>2</sub>O) to the atmosphere. To date, hot-spot N<sub>2</sub>O emissions have been reported for low oxygen waters of the eastern boundary upwelling systems at their tropical latitudes, but there is a limited number of studies in their “oxygenated” temperate latitudes. This is the first study of the N<sub>2</sub>O cycle in the NW Iberian Upwelling system, where we investigated the seasonality of the N<sub>2</sub>O concentrations and their emissions to the atmosphere, along with the spatial differences in this coastal region in response to the upwelling. Monthly observations were collected from February 2017 to July 2018, in two hydrographic sections within the Ría of Vigo and Ría of A Coruña, two coastal embayments with contrasting response to the upwelling of the Eastern North Atlantic Central Water (ENACW) in the region. N<sub>2</sub>O concentrations ranged between 8.56 to 12.53 nmol kg<sup>−1</sup> (94–121 % of saturation) in the shelf, and from 8.62 to 17.60 nmol kg<sup>−1</sup> (94–203 % of saturation) inside the rías, with the highest N<sub>2</sub>O concentration at the bottom, which increase as the upwelling progress from April to October. The air-sea fluxes of N<sub>2</sub>O varied between −1.6 to 3.26 µmol m<sup>−2</sup> d<sup>−1</sup> in the shelf and −1.53 to 7.00 µmol m<sup>−2</sup> d<sup>−1</sup> inside the rías. Local differences on the ventilation and remineralization pattern drives the seasonality of N<sub>2</sub>O and differences between Ria of Vigo and Ria of A Coruña, being the higher values of N<sub>2</sub>O concentrations and air-sea fluxes registered in the inner Ria of Vigo. Our study reports the N<sub>2</sub>O emissions of an upwelling system in a temperate latitude, where the upwelling waters are central waters relatively well ventilated in terms of oxygen content, behaving as a moderate low net source of N<sub>2</sub>O to the atmosphere compared to tropical upwelling latitudes, characterised by a lower oxygen content.</p></div>","PeriodicalId":20620,"journal":{"name":"Progress in Oceanography","volume":"224 ","pages":"Article 103261"},"PeriodicalIF":4.1,"publicationDate":"2024-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0079661124000673/pdfft?md5=6f3af36957efae5b4b4219db7d2bf9c9&pid=1-s2.0-S0079661124000673-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140638312","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We investigated the plankton community structure and biomass during the post-bloom season in the Oyashio region of the western subarctic Pacific, including pico-, nano-, microplankton and mesozooplankton. We found that the nitrate, phosphate and silicic acid concentrations remained high at >4.2 μM, >0.77 μM and >7.1 μM, respectively, in the euphotic layer at almost all sampling stations, but that the chlorophyll a concentrations were low (<3 µg Chl. a l−1). These findings indicate high nutrient and low chlorophyll (HNLC)-like conditions. In the phytoplankton community, pennate diatoms, the larger subpopulation of pico-sized eukaryotic phytoplankton, and nano-flagellates substantially contributed to the low biomass of the chain-forming centric diatoms that mainly comprised the spring phytoplankton bloom. The microzooplankton biomass was 2.7–4.4 fold greater than the phytoplankton biomass in the surface layer. Naked ciliates substantially contributed to the microzooplankton community (40–87 %). The naked ciliate growth rates during our in situ bottle incubation experiments were significantly greater than the maximum growth rates as calculated from cell volume and water temperature. The mesozooplankton biomass was mainly composed of krill and copepods and was 5.9–9.3 fold higher than the microzooplankton biomass. This inverted biomass pyramid with relatively low microzooplankton and high mesozooplankton biomass may be explained by the high production and growth rates of the microzooplankton. The ratio of phytoplankton growth (µ, d−1) to grazing mortality (m, d−1) by microzooplankton were relatively low at 0.26–0.44 m/µ in our dilution experiments. These low values indicate that microzooplankton grazing does not regulate phytoplankton growth and suggests that microzooplankton feed on an alternative nutritional source, such as heterotrophic prey items, or mixotrophy to fulfill their growth needs. Additional research is needed during the post-bloom period to further evaluate the mechanisms that sustain microzooplankton dominance and production in the Oyashio region under the HNLC-like conditions, especially for naked ciliates.
{"title":"Importance of microzooplankton for sustaining high mesozooplankton biomass during post-bloom period in the Oyashio region of the western subarctic Pacific","authors":"Mutsuo Ichinomiya , Yuichiro Nishibe , Yuji Okazaki , Mitsuhide Sato , Kazutaka Takahashi","doi":"10.1016/j.pocean.2024.103250","DOIUrl":"https://doi.org/10.1016/j.pocean.2024.103250","url":null,"abstract":"<div><p>We investigated the plankton community structure and biomass during the post-bloom season in the Oyashio region of the western subarctic Pacific, including pico-, nano-, microplankton and mesozooplankton. We found that the nitrate, phosphate and silicic acid concentrations remained high at >4.2 μM, >0.77 μM and >7.1 μM, respectively, in the euphotic layer at almost all sampling stations, but that the chlorophyll <em>a</em> concentrations were low (<3 µg Chl. <em>a</em> l<sup>−1</sup>). These findings indicate high nutrient and low chlorophyll (HNLC)-like conditions. In the phytoplankton community, pennate diatoms, the larger subpopulation of pico-sized eukaryotic phytoplankton, and nano-flagellates substantially contributed to the low biomass of the chain-forming centric diatoms that mainly comprised the spring phytoplankton bloom. The microzooplankton biomass was 2.7–4.4 fold greater than the phytoplankton biomass in the surface layer. Naked ciliates substantially contributed to the microzooplankton community (40–87 %). The naked ciliate growth rates during our <em>in situ</em> bottle incubation experiments were significantly greater than the maximum growth rates as calculated from cell volume and water temperature. The mesozooplankton biomass was mainly composed of krill and copepods and was 5.9–9.3 fold higher than the microzooplankton biomass. This inverted biomass pyramid with relatively low microzooplankton and high mesozooplankton biomass may be explained by the high production and growth rates of the microzooplankton. The ratio of phytoplankton growth (<em>µ</em>, d<sup>−1</sup>) to grazing mortality (<em>m</em>, d<sup>−1</sup>) by microzooplankton were relatively low at 0.26–0.44 <em>m</em>/<em>µ</em> in our dilution experiments. These low values indicate that microzooplankton grazing does not regulate phytoplankton growth and suggests that microzooplankton feed on an alternative nutritional source, such as heterotrophic prey items, or mixotrophy to fulfill their growth needs. Additional research is needed during the post-bloom period to further evaluate the mechanisms that sustain microzooplankton dominance and production in the Oyashio region under the HNLC-like conditions, especially for naked ciliates.</p></div>","PeriodicalId":20620,"journal":{"name":"Progress in Oceanography","volume":"224 ","pages":"Article 103250"},"PeriodicalIF":4.1,"publicationDate":"2024-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140548851","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-07DOI: 10.1016/j.pocean.2024.103251
Hengye Ren , Wenfang Lu , Wupeng Xiao , Qing Zhu , Canbo Xiao , Zhigang Lai
In summer, the Madden-Julian Oscillation (MJO) greatly influences the intraseasonal variability of the South China Sea (SCS). Previous studies have revealed MJO effects on surface chlorophyll (Chl) concentration, but the impact of the MJO on the ecosystem's structure and functionality remains unexplored. Here, we investigated the marine ecosystem response to the MJO by analyzing phytoplankton pigment data collected in cruises from 2010 to 2014. The results indicated the strong influence of the MJO on the structure of phytoplankton size classes (PSCs) in the upper 50 m of the SCS basin. To further explore the ecosystem's response to MJO, we utilized a well-calibrated physical-biogeochemical model (ROMS-CoSiNE) of the SCS to conduct numerical experiments with and without MJO forcings. Our model demonstrated that MJO-induced deep mixing and upwelling increased nutrients in the upper layer, increasing the Chl concentration with a higher proportion of nanophytoplankton (15 %) and a lower proportion of picophytoplankton (−20 %). Moreover, The MJO-forced model experiment exhibited a substantial enhancement in primary production (56 %) and export production (23 %), resulting in a notable decrease in the e-ratio. This reduction in the e-ratio cannot be attributed to changes in PSCs but can be explained by the time lag between primary and export production. This lag was prolonged by the physical processes of upwelling and mixing, which slows down the particle sinking. Our results emphasize the important role of MJO in regulating the ecosystem at intraseasonal scale, thus improving our comprehension of the nonsteady dynamics of ecosystems in the SCS.
{"title":"Intraseasonal response of marine planktonic ecosystem to summertime Madden-Julian Oscillation in the South China Sea: A model study","authors":"Hengye Ren , Wenfang Lu , Wupeng Xiao , Qing Zhu , Canbo Xiao , Zhigang Lai","doi":"10.1016/j.pocean.2024.103251","DOIUrl":"https://doi.org/10.1016/j.pocean.2024.103251","url":null,"abstract":"<div><p>In summer, the Madden-Julian Oscillation (MJO) greatly influences the intraseasonal variability of the South China Sea (SCS). Previous studies have revealed MJO effects on surface chlorophyll (Chl) concentration, but the impact of the MJO on the ecosystem's structure and functionality remains unexplored. Here, we investigated the marine ecosystem response to the MJO by analyzing phytoplankton pigment data collected in cruises from 2010 to 2014. The results indicated the strong influence of the MJO on the structure of phytoplankton size classes (PSCs) in the upper 50 m of the SCS basin. To further explore the ecosystem's response to MJO, we utilized a well-calibrated physical-biogeochemical model (ROMS-CoSiNE) of the SCS to conduct numerical experiments with and without MJO forcings. Our model demonstrated that MJO-induced deep mixing and upwelling increased nutrients in the upper layer, increasing the Chl concentration with a higher proportion of nanophytoplankton (15 %) and a lower proportion of picophytoplankton (−20 %). Moreover, The MJO-forced model experiment exhibited a substantial enhancement in primary production (56 %) and export production (23 %), resulting in a notable decrease in the e-ratio. This reduction in the e-ratio cannot be attributed to changes in PSCs but can be explained by the time lag between primary and export production. This lag was prolonged by the physical processes of upwelling and mixing, which slows down the particle sinking. Our results emphasize the important role of MJO in regulating the ecosystem at intraseasonal scale, thus improving our comprehension of the nonsteady dynamics of ecosystems in the SCS.</p></div>","PeriodicalId":20620,"journal":{"name":"Progress in Oceanography","volume":"224 ","pages":"Article 103251"},"PeriodicalIF":4.1,"publicationDate":"2024-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140545763","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-01DOI: 10.1016/j.pocean.2024.103246
Lisandro A. Arbilla , Laura A. Ruiz-Etcheverry , Celeste López-Abbate , Lucía C. Kahl
Net sea-air CO2 fluxes (FCO2) in the Drake Passage (DP) were studied at a climatological scale (1999–2019) using observations from the Surface Ocean CO2 Atlas (SOCAT) database. Based on the monthly climatological position of the main circumpolar fronts of the DP (the Subantarctic Front (SAF), the Polar Front (PF) and the Southern Antarctic Circumpolar Current Front (SACCF)) and the thermal and nonthermal contributions to FCO2, we present a regional subdivision into different regimes that provide new insights into the processes controlling these fluxes. Our results indicate that the region in the north of SAF (R1) behaves as an annual CO2 sink (-1.3 ± 1.0 mmol m−2 d−1); this sink weakens between SAF-PF (R2) and PF-SACCF (R3) and the region south of SACCF (R4) acts as an annual CO2 source (2.2 ± 3.3 mmol m−2 d−1). The annual mean CO2 uptake in DP is 1.3 ± 15.5 Tg C yr-1. Analysis of thermal (TE) and nonthermal (nonTE) effects on seasonal sea surface CO2 partial pressure (pCO2sw) variability indicates that DP is mainly dominated by nonTE. Results emphasize that carbon fluxes are driven by mesoscale and submesoscale processes north of the PF and by the upwelling of Upper Circumpolar Deep Waters in the Antarctic boundary of the DP, while seasonal patterns are mostly modulated by local factors such as nutrient availability, biological activity and ice cover.
{"title":"CO2 sink and source zones delimited by marine fronts in the Drake Passage","authors":"Lisandro A. Arbilla , Laura A. Ruiz-Etcheverry , Celeste López-Abbate , Lucía C. Kahl","doi":"10.1016/j.pocean.2024.103246","DOIUrl":"https://doi.org/10.1016/j.pocean.2024.103246","url":null,"abstract":"<div><p>Net sea-air CO<sub>2</sub> fluxes (FCO<sub>2</sub>) in the Drake Passage (DP) were studied at a climatological scale (1999–2019) using observations from the Surface Ocean CO<sub>2</sub> Atlas (SOCAT) database. Based on the monthly climatological position of the main circumpolar fronts of the DP (the Subantarctic Front (SAF), the Polar Front (PF) and the Southern Antarctic Circumpolar Current Front (SACCF)) and the thermal and nonthermal contributions to FCO<sub>2</sub>, we present a regional subdivision into different regimes that provide new insights into the processes controlling these fluxes. Our results indicate that the region in the north of SAF (R1) behaves as an annual CO<sub>2</sub> sink (-1.3 ± 1.0 mmol m<sup>−2</sup> d<sup>−1</sup>); this sink weakens between SAF-PF (R2) and PF-SACCF (R3) and the region south of SACCF (R4) acts as an annual CO<sub>2</sub> source (2.2 ± 3.3 mmol m<sup>−2</sup> d<sup>−1</sup>). The annual mean CO<sub>2</sub> uptake in DP is 1.3 ± 15.5 Tg C yr<sup>-1</sup>. Analysis of thermal (TE) and nonthermal (nonTE) effects on seasonal sea surface CO<sub>2</sub> partial pressure (pCO<sub>2</sub><sup>sw</sup>) variability indicates that DP is mainly dominated by nonTE. Results emphasize that carbon fluxes are driven by mesoscale and submesoscale processes north of the PF and by the upwelling of Upper Circumpolar Deep Waters in the Antarctic boundary of the DP, while seasonal patterns are mostly modulated by local factors such as nutrient availability, biological activity and ice cover.</p></div>","PeriodicalId":20620,"journal":{"name":"Progress in Oceanography","volume":"223 ","pages":"Article 103246"},"PeriodicalIF":4.1,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140347838","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-29DOI: 10.1016/j.pocean.2024.103249
Jozef Skákala , David Ford , Alison Fowler , Dan Lea , Matthew J. Martin , Stefano Ciavatta
Operational analysis and forecast products of shelf sea biogeochemistry often lack reliable information on uncertainty. This is problematic, as good quality uncertainty information is both requested by the product end-users and essential for data assimilation. To address this problem we developed a quality-assessed ensemble representation of many leading sources of uncertainty in a coupled marine physical-biogeochemical model of the North-West European Shelf. Based on these ensembles we have estimated the uncertainty of several marine ecosystem health indicators (MEHIs), acting as proxies for biological productivity, phytoplankton community structure, trophic fluxes, deoxygenation, acidification and carbon export. We have also evaluated how observable these MEHIs are from the most widely available observations of total chlorophyll (mostly from the surface), highlighting those MEHIs and locations that need to be better monitored. Our results show that the most uncertain and the least observable MEHI is the phytoplankton community composition, highlighting the value of its observations (and their assimilation) particularly in the UK regional waters. We demonstrate that daily operational estimates of the other MEHIs, produced by the Met Office, are fairly well constrained. We also quantify how much MEHI uncertainties are reduced when one substantially coarsens the MEHI spatial and temporal resolution, as in the global and/or climate applications.
陆架海生物地球化学的业务分析和预报产品往往缺乏可靠的不确定性信息。这是一个问题,因为高质量的不确定性信息既是产品最终用户的要求,也是数据同化的关键。为了解决这个问题,我们在西北欧大陆架的海洋物理-生物地球化学耦合模式中,对许多主要的不确定性来源进行了质量评估的集合表示。在这些集合的基础上,我们估算了几个海洋生态系统健康指标(MEHIs)的不确定性,这些指标是生物生产力、浮游植物群落结构、营养通量、脱氧、酸化和碳输出的代理指标。我们还评估了这些 MEHIs 在多大程度上可以通过最广泛使用的叶绿素总量观测数据(主要来自地表)来观测,突出了那些需要更好监测的 MEHIs 和地点。我们的研究结果表明,浮游植物群落组成是最不确定和最不容易观测到的 MEHI,这突出了观测(及其同化)的价值,尤其是在英国区域水域。我们证明,由气象局提供的其他 MEHI 的每日业务估算值具有相当好的约束性。我们还量化了在全球和/或气候应用中,当大幅提高 MEHI 的空间和时间分辨率时,MEHI 的不确定性会降低多少。
{"title":"How uncertain and observable are marine ecosystem indicators in shelf seas?","authors":"Jozef Skákala , David Ford , Alison Fowler , Dan Lea , Matthew J. Martin , Stefano Ciavatta","doi":"10.1016/j.pocean.2024.103249","DOIUrl":"10.1016/j.pocean.2024.103249","url":null,"abstract":"<div><p>Operational analysis and forecast products of shelf sea biogeochemistry often lack reliable information on uncertainty. This is problematic, as good quality uncertainty information is both requested by the product end-users and essential for data assimilation. To address this problem we developed a quality-assessed ensemble representation of many leading sources of uncertainty in a coupled marine physical-biogeochemical model of the North-West European Shelf. Based on these ensembles we have estimated the uncertainty of several marine ecosystem health indicators (MEHIs), acting as proxies for biological productivity, phytoplankton community structure, trophic fluxes, deoxygenation, acidification and carbon export. We have also evaluated how observable these MEHIs are from the most widely available observations of total chlorophyll (mostly from the surface), highlighting those MEHIs and locations that need to be better monitored. Our results show that the most uncertain and the least observable MEHI is the phytoplankton community composition, highlighting the value of its observations (and their assimilation) particularly in the UK regional waters. We demonstrate that daily operational estimates of the other MEHIs, produced by the Met Office, are fairly well constrained. We also quantify how much MEHI uncertainties are reduced when one substantially coarsens the MEHI spatial and temporal resolution, as in the global and/or climate applications.</p></div>","PeriodicalId":20620,"journal":{"name":"Progress in Oceanography","volume":"224 ","pages":"Article 103249"},"PeriodicalIF":4.1,"publicationDate":"2024-03-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140402901","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-27DOI: 10.1016/j.pocean.2024.103248
Rebecca J. Duncan , Janne E. Søreide , Øystein Varpe , Józef Wiktor , Vanessa Pitusi , Elaine Runge , Katherina Petrou
Sea ice microalgae are an important source of energy for the polar marine food web, representing the primary carbon source prior to pelagic phytoplankton blooms. Here we investigate community dynamics of sea ice microalgal communities in land-fast sea ice across six different fjords in high-Arctic Svalbard, Norway, during Spring (April – May). We found that light (0.1 – 23% incoming PAR / 0.1 – 193 μmol photons m-2s-1) played a central role in determining community composition, with more diverse assemblages observed in sites with more light transmitted to the bottom ice community. In April, microalgal assemblages were similar when under-ice light transmittance was similar, independent of geographical location, however this light-derived separation of community structure was not evident in May. At all sites, assemblages were dominated by pennate diatoms, with the most abundant taxon being Nitzschia frigida. However, with increasing under-ice light transmittance, we saw an increase in the relative abundance of Dinophyceae, Navicula spp. and Thalassiosira spp.. A positive relationship between light and δ13C enrichment and C:N ratios in the ice algal biomass demonstrated the effect of light on the biochemical composition of ice algae. Light did not correlate with cell abundance or chlorophyll a concentration. With anticipated changes to Arctic sea ice extent and snow cover as a result of climate change, we will see shifts in the light transmitted to the bottom ice community. These shifts, whether caused by reduced light transmittance from increased snow cover or increased light transmittance from thinning ice, snow depth or increased rainfall, will likely alter sea ice microalgal community composition, which in turn, may influence the success of secondary production and biogeochemical cycling in polar waters.
{"title":"Spatio-temporal dynamics in microalgal communities in Arctic land-fast sea ice","authors":"Rebecca J. Duncan , Janne E. Søreide , Øystein Varpe , Józef Wiktor , Vanessa Pitusi , Elaine Runge , Katherina Petrou","doi":"10.1016/j.pocean.2024.103248","DOIUrl":"10.1016/j.pocean.2024.103248","url":null,"abstract":"<div><p>Sea ice microalgae are an important source of energy for the polar marine food web, representing the primary carbon source prior to pelagic phytoplankton blooms. Here we investigate community dynamics of sea ice microalgal communities in land-fast sea ice across six different fjords in high-Arctic Svalbard, Norway, during Spring (April – May). We found that light (0.1 – 23% incoming PAR / 0.1 – 193 μmol photons m<sup>-2</sup>s<sup>-1</sup>) played a central role in determining community composition, with more diverse assemblages observed in sites with more light transmitted to the bottom ice community. In April, microalgal assemblages were similar when under-ice light transmittance was similar, independent of geographical location, however this light-derived separation of community structure was not evident in May. At all sites, assemblages were dominated by pennate diatoms, with the most abundant taxon being <em>Nitzschia frigida</em>. However, with increasing under-ice light transmittance, we saw an increase in the relative abundance of Dinophyceae, <em>Navicula</em> spp. and <em>Thalassiosira</em> spp.. A positive relationship between light and δ<sup>13</sup>C enrichment and C:N ratios in the ice algal biomass demonstrated the effect of light on the biochemical composition of ice algae. Light did not correlate with cell abundance or chlorophyll <em>a</em> concentration. With anticipated changes to Arctic sea ice extent and snow cover as a result of climate change, we will see shifts in the light transmitted to the bottom ice community. These shifts, whether caused by reduced light transmittance from increased snow cover or increased light transmittance from thinning ice, snow depth or increased rainfall, will likely alter sea ice microalgal community composition, which in turn, may influence the success of secondary production and biogeochemical cycling in polar waters.</p></div>","PeriodicalId":20620,"journal":{"name":"Progress in Oceanography","volume":"224 ","pages":"Article 103248"},"PeriodicalIF":4.1,"publicationDate":"2024-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0079661124000545/pdfft?md5=c9ffdbb57cf98f04965b0fbdaf7f15b4&pid=1-s2.0-S0079661124000545-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140400068","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-25DOI: 10.1016/j.pocean.2024.103247
Nastjenjka Supić , Andrea Budiša , Irena Ciglenečki , Milan Čanković , Jelena Dautović , Tamara Djakovac , Natalija Dunić , Mathieu Dutour-Sikirić , Ingrid Ivančić , Matea Kalac , Romina Kraus , Nataša Kužat , Davor Lučić , Daniela Marić Pfannkuchen , Boris Mifka , Hrvoje Mihanović , Jakica Njire , Paolo Paliaga , Miroslava Pasarić , Zoran Pasarić , Ivica Vilibić
Primary production in the northern Adriatic (NAd) reaches its yearly peak in the winter with high-intensity variations from year to year. According to the hypothesis, the intensity of local winter primary production, controlled by the degree of the spreading of Po River waters across the NAd, reflects on the annual secondary production of the ongoing year. The hypothesis is evaluated here based on the new data set and extends from 2018 to 2020, referring additionally to 2017 data which are already published. Data collected in 2017 and 2020 support the hypothesis, pointing to the large organic outputs after highly productive winters. Despite the lack of seasonal data for 2018 and 2019, large annual production was deducted by large abundances of the allochthonous gelatinous zooplankton species – Mnemiopsis leidyi. Numerical models show that in 2018–2020 the NAd was mostly “separated” from the rest of the Adriatic Sea by a northern branch of a large cyclonic gyre with high salinity water (from central Adriatic and/or Kvarner Bay) entering the NAd along the eastern (Istrian) coast. Such a circulation system could favour the spreading of the Po River waters across the NAd, inducing high primary production in winter, at the beginning of the yearly pelagic cycle, with a subsequent retention/accumulation of organic matter produced in the following months in the area. Using climate projections of temperature and salinity and the associated circulation and following the observed biological relations, a prediction of the organic matter production in the NAd can be obtained. With increased horizontal density gradients in future winters, an intensification of transversal motions across the NAd is expected. Thus, the retention of the Po waters with higher winter production in the NAd may be predicted. Following the hypothesis, a higher annual organic production and a probable higher occurrence of gelatinous plankton in the east of the NAd are expected.
{"title":"Are winter conditions impacting annual organic production in the northern Adriatic? Verifications and future projections","authors":"Nastjenjka Supić , Andrea Budiša , Irena Ciglenečki , Milan Čanković , Jelena Dautović , Tamara Djakovac , Natalija Dunić , Mathieu Dutour-Sikirić , Ingrid Ivančić , Matea Kalac , Romina Kraus , Nataša Kužat , Davor Lučić , Daniela Marić Pfannkuchen , Boris Mifka , Hrvoje Mihanović , Jakica Njire , Paolo Paliaga , Miroslava Pasarić , Zoran Pasarić , Ivica Vilibić","doi":"10.1016/j.pocean.2024.103247","DOIUrl":"10.1016/j.pocean.2024.103247","url":null,"abstract":"<div><p>Primary production in the northern Adriatic (NAd) reaches its yearly peak in the winter with high-intensity variations from year to year. According to the hypothesis, the intensity of local winter primary production, controlled by the degree of the spreading of Po River waters across the NAd, reflects on the annual secondary production of the ongoing year. The hypothesis is evaluated here based on the new data set and extends from 2018 to 2020, referring additionally to 2017 data which are already published. Data collected in 2017 and 2020 support the hypothesis, pointing to the large organic outputs after highly productive winters. Despite the lack of seasonal data for 2018 and 2019, large annual production was deducted by large abundances of the allochthonous gelatinous zooplankton species – <em>Mnemiopsis leidyi.</em> Numerical models show that in 2018–2020 the NAd was mostly “separated” from the rest of the Adriatic Sea by a northern branch of a large cyclonic gyre with high salinity water (from central Adriatic and/or Kvarner Bay) entering the NAd along the eastern (Istrian) coast. Such a circulation system could favour the spreading of the Po River waters across the NAd, inducing high primary production in winter, at the beginning of the yearly pelagic cycle, with a subsequent retention/accumulation of organic matter produced in the following months in the area. Using climate projections of temperature and salinity and the associated circulation and following the observed biological relations, a prediction of the organic matter production in the NAd can be obtained. With increased horizontal density gradients in future winters, an intensification of transversal motions across the NAd is expected. Thus, the retention of the Po waters with higher winter production in the NAd may be predicted. Following the hypothesis, a higher annual organic production and a probable higher occurrence of gelatinous plankton in the east of the NAd are expected.</p></div>","PeriodicalId":20620,"journal":{"name":"Progress in Oceanography","volume":"224 ","pages":"Article 103247"},"PeriodicalIF":4.1,"publicationDate":"2024-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140402323","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-16DOI: 10.1016/j.pocean.2024.103245
Jiabi Du , Carolyn K. Tepolt , Emily W. Grason , P. Sean McDonald , Yan Jia , Weifeng G. Zhang
The invasive European green crab (Carcinus maenas) was first detected on the US west coast around 1989 and has expanded its range northward from central California to southern Alaska. The eastern Salish Sea was initially thought to be protected from invasion by the dominant seaward surface current in the Strait of Juan de Fuca (SJdF). However, this “oceanographic barrier” has been breached as established green crab populations have been detected in the eastern Salish Sea in recent years. Here we carried out particle-tracking simulations to understand possible natural pathways of green crab larvae invading the eastern Salish Sea. Both diel vertical migration and temperature-dependent mortality were considered in these simulations. Our results suggest that green crab larvae from the outer coast (outside the Salish Sea) and Sooke Basin (in SJdF) could be carried into the eastern Salish Sea in a narrow time window during the later cold season (esp. in March) when frequent flow reversals in SJdF occur and the seasonally rising water temperature becomes relatively favorable for green crab larvae. The major pathway for larvae to reach the eastern Salish Sea is along the southern coast of SJdF. The probability of live larvae reaching the eastern Salish Sea is highly sensitive to water temperature. Sensitivity simulations indicate that a temperature increase of 0.5–1 °C would double or quadruple the probability of successful arrival in the eastern Salish Sea. This suggests that invading green crabs might have taken advantage of the mild winter conditions in recent warm years. Our results also suggest that the warming climate in the near future may facilitate green crab larval exchange across the Salish Sea.
{"title":"Dispersal pathways of European green crab larvae into and throughout the eastern Salish Sea","authors":"Jiabi Du , Carolyn K. Tepolt , Emily W. Grason , P. Sean McDonald , Yan Jia , Weifeng G. Zhang","doi":"10.1016/j.pocean.2024.103245","DOIUrl":"https://doi.org/10.1016/j.pocean.2024.103245","url":null,"abstract":"<div><p>The invasive European green crab (<em>Carcinus maenas</em>) was first detected on the US west coast around 1989 and has expanded its range northward from central California to southern Alaska. The eastern Salish Sea was initially thought to be protected from invasion by the dominant seaward surface current in the Strait of Juan de Fuca (SJdF). However, this “oceanographic barrier” has been breached as established green crab populations have been detected in the eastern Salish Sea in recent years. Here we carried out particle-tracking simulations to understand possible natural pathways of green crab larvae invading the eastern Salish Sea. Both diel vertical migration and temperature-dependent mortality were considered in these simulations. Our results suggest that green crab larvae from the outer coast (outside the Salish Sea) and Sooke Basin (in SJdF) could be carried into the eastern Salish Sea in a narrow time window during the later cold season (esp. in March) when frequent flow reversals in SJdF occur and the seasonally rising water temperature becomes relatively favorable for green crab larvae. The major pathway for larvae to reach the eastern Salish Sea is along the southern coast of SJdF. The probability of live larvae reaching the eastern Salish Sea is highly sensitive to water temperature. Sensitivity simulations indicate that a temperature increase of 0.5–1 °C would double or quadruple the probability of successful arrival in the eastern Salish Sea. This suggests that invading green crabs might have taken advantage of the mild winter conditions in recent warm years. Our results also suggest that the warming climate in the near future may facilitate green crab larval exchange across the Salish Sea.</p></div>","PeriodicalId":20620,"journal":{"name":"Progress in Oceanography","volume":"223 ","pages":"Article 103245"},"PeriodicalIF":4.1,"publicationDate":"2024-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140141375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-15DOI: 10.1016/j.pocean.2024.103244
Zelun Wu , Hongjie Wang , Enhui Liao , Chuanmin Hu , Kelsea Edwing , Xiao-Hai Yan , Wei-Jun Cai
<div><p>Quantifying air-sea carbon dioxide (CO<sub>2</sub>) flux from observations is subject to uncertainties due to missing data, uneven data distribution, and a relatively short observation period in the Gulf of Mexico (GOM). Despite the publication of multiple seawater partial pressure of CO<sub>2</sub> (<em>p</em>CO<sub>2sw</sub>) products, their reliabilities in the GOM have been relatively understudied. We compare the Surface Ocean CO₂ Atlas (SOCAT) observation-based synthesis with eight regional and global machine-learning <em>p</em>CO<sub>2sw</sub> data products in the GOM. SOCAT reveals significant spatial and seasonal variations in <em>p</em>CO<sub>2sw</sub> in the GOM owing to complex local nonthermal (physical and biological) dynamics, particularly in the Louisiana Shelf (LAS) and Western Florida Shelf (WFS). The regional <em>p</em>CO<sub>2sw</sub> data product outperforms the global products in capturing small-scale <em>p</em>CO<sub>2sw</sub> variations. When averaging climatology across the entire northern GOM, the spatial heterogeneity of <em>p</em>CO<sub>2sw</sub> and CO<sub>2</sub> flux resulting from local nonthermal processes tends to counterbalance across the entire GOM in all <em>p</em>CO<sub>2sw</sub> data products. Consequently, the regional data product and the ensemble mean of seven global products yield <em>p</em>CO<sub>2sw</sub> climatology that closely aligns with the SOCAT observations with a small difference (< ±3 µatm). During the overlapping period from 2003 to 2017 (15 years), the average flux from the eight products indicates that the entire GOM is CO<sub>2</sub>-neutral, with an ocean uptake flux of 0.08 ± 0.12 mol C/m<sup>2</sup>/yr or 1.50 ± 2.25 TgC/yr, which is about 0.6 % of the global coastal ocean CO<sub>2</sub> sink. Observations show that the <em>p</em>CO<sub>2sw</sub> trend also exhibits notable spatial differences, with the river plume area acting as an increasing CO<sub>2</sub> sink and the WFS acting as an increasing CO<sub>2</sub> source. Due to limited observations and large spatiotemporal variations, the true values of the decadal trend still have large uncertainties in the highly dynamic river plume area. In most other subregions, <em>p</em>CO<sub>2sw</sub> increases following atmospheric CO<sub>2</sub>. Uncertainties persist across all <em>p</em>CO<sub>2sw</sub> data products in simulating the decadal trend, given that the regional product displays essentially no trend (<0.5 µatm/yr), while the ensemble average of global products exhibits a trend that follows atmospheric <em>p</em>CO<sub>2</sub> (∼+2.0 µatm/yr). Our findings demonstrate that existing <em>p</em>CO<sub>2sw</sub> data products effectively simulate the climatology of <em>p</em>CO<sub>2sw</sub> in the GOM, providing valuable information for CO<sub>2</sub> flux quantification in the GOM. Future research should emphasize the development of <em>p</em>CO<sub>2sw</sub> data products designed to accurately predict small-scale varia
在墨西哥湾(GOM),由于数据缺失、数据分布不均和观测时间相对较短,从观测数据中量化海气二氧化碳(CO)通量存在不确定性。尽管已经发布了多种海水二氧化碳(CO)分压产品,但对它们在墨西哥湾的可靠性研究相对较少。我们将基于观测的表层海洋 CO₂ 图集(SOCAT)与 GOM 的八个区域和全球机器学习 CO 数据产品进行了比较。SOCAT 发现,由于复杂的局部非热(物理和生物)动力学,特别是在路易斯安那大陆架(LAS)和西佛罗里达大陆架(WFS),GOM 的一氧化碳存在显著的空间和季节变化。区域 CO 数据产品在捕捉小尺度 CO 变化方面优于全球产品。在对整个 GOM 北部的气候学取平均值时,在所有 CO 数据产品中,由局部非热过程引起的 CO 和 CO 通量的空间异质性在整个 GOM 中趋于平衡。因此,区域数据产品和七个全球产品的集合平均值产生的一氧化碳气候学与 SOCAT 的观测结果密切吻合,差异很小(<±3 µatm)。从 2003 年到 2017 年(15 年)的重叠期间,8 个产品的平均通量表明,整个 GOM 是二氧化碳中性的,吸收通量为-0.08±0.12 摩尔碳/米/年或-1.50±2.25 吨碳/年,约占全球沿岸海洋二氧化碳汇的 0.6%。观测结果表明,一氧化碳的变化趋势也表现出明显的空间差异,河流羽流区的一氧化碳吸收汇不断增加,而水层区的一氧化碳来源不断增加。由于观测数据有限且时空变化较大,在高度动态的河流羽流区,十年趋势的真实值仍有很大的不确定性。在大多数其他次区域,CO 随大气中 CO 的增加而增加。所有二氧化碳数据产品在模拟十年趋势时都存在不确定性,因为区域产品基本上没有显示趋势(<0.5 µatm/yr),而全球产品的集合平均值则显示出跟随大气二氧化碳的趋势(∼2.0 µatm/yr)。我们的研究结果表明,现有的一氧化碳数据产品有效地模拟了全球海洋观测系统中一氧化碳的气候学特征,为全球海洋观测系统中一氧化碳通量的量化提供了有价值的信息。未来的研究应重视开发一氧化碳数据产品,以准确预测小尺度变化和时间变化,同时深入研究导致这些变化的潜在动力学因素。
{"title":"Air-sea CO2 flux in the Gulf of Mexico from observations and multiple machine-learning data products","authors":"Zelun Wu , Hongjie Wang , Enhui Liao , Chuanmin Hu , Kelsea Edwing , Xiao-Hai Yan , Wei-Jun Cai","doi":"10.1016/j.pocean.2024.103244","DOIUrl":"10.1016/j.pocean.2024.103244","url":null,"abstract":"<div><p>Quantifying air-sea carbon dioxide (CO<sub>2</sub>) flux from observations is subject to uncertainties due to missing data, uneven data distribution, and a relatively short observation period in the Gulf of Mexico (GOM). Despite the publication of multiple seawater partial pressure of CO<sub>2</sub> (<em>p</em>CO<sub>2sw</sub>) products, their reliabilities in the GOM have been relatively understudied. We compare the Surface Ocean CO₂ Atlas (SOCAT) observation-based synthesis with eight regional and global machine-learning <em>p</em>CO<sub>2sw</sub> data products in the GOM. SOCAT reveals significant spatial and seasonal variations in <em>p</em>CO<sub>2sw</sub> in the GOM owing to complex local nonthermal (physical and biological) dynamics, particularly in the Louisiana Shelf (LAS) and Western Florida Shelf (WFS). The regional <em>p</em>CO<sub>2sw</sub> data product outperforms the global products in capturing small-scale <em>p</em>CO<sub>2sw</sub> variations. When averaging climatology across the entire northern GOM, the spatial heterogeneity of <em>p</em>CO<sub>2sw</sub> and CO<sub>2</sub> flux resulting from local nonthermal processes tends to counterbalance across the entire GOM in all <em>p</em>CO<sub>2sw</sub> data products. Consequently, the regional data product and the ensemble mean of seven global products yield <em>p</em>CO<sub>2sw</sub> climatology that closely aligns with the SOCAT observations with a small difference (< ±3 µatm). During the overlapping period from 2003 to 2017 (15 years), the average flux from the eight products indicates that the entire GOM is CO<sub>2</sub>-neutral, with an ocean uptake flux of 0.08 ± 0.12 mol C/m<sup>2</sup>/yr or 1.50 ± 2.25 TgC/yr, which is about 0.6 % of the global coastal ocean CO<sub>2</sub> sink. Observations show that the <em>p</em>CO<sub>2sw</sub> trend also exhibits notable spatial differences, with the river plume area acting as an increasing CO<sub>2</sub> sink and the WFS acting as an increasing CO<sub>2</sub> source. Due to limited observations and large spatiotemporal variations, the true values of the decadal trend still have large uncertainties in the highly dynamic river plume area. In most other subregions, <em>p</em>CO<sub>2sw</sub> increases following atmospheric CO<sub>2</sub>. Uncertainties persist across all <em>p</em>CO<sub>2sw</sub> data products in simulating the decadal trend, given that the regional product displays essentially no trend (<0.5 µatm/yr), while the ensemble average of global products exhibits a trend that follows atmospheric <em>p</em>CO<sub>2</sub> (∼+2.0 µatm/yr). Our findings demonstrate that existing <em>p</em>CO<sub>2sw</sub> data products effectively simulate the climatology of <em>p</em>CO<sub>2sw</sub> in the GOM, providing valuable information for CO<sub>2</sub> flux quantification in the GOM. Future research should emphasize the development of <em>p</em>CO<sub>2sw</sub> data products designed to accurately predict small-scale varia","PeriodicalId":20620,"journal":{"name":"Progress in Oceanography","volume":"223 ","pages":"Article 103244"},"PeriodicalIF":4.1,"publicationDate":"2024-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140173449","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}