173 citations as recorded by crossref.

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15. Time of Emergence of Surface Ocean Carbon Dioxide Trends in the North American Coastal Margins in Support of Ocean Acidification Observing System Design D. Turk et al. 10.3389/fmars.2019.00091
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17. The Southern Ocean as a constraint to reduce uncertainty in future ocean carbon sinks A. Kessler & J. Tjiputra 10.5194/esd-7-295-2016
18. Reassessing Southern Ocean Air‐Sea CO2 Flux Estimates With the Addition of Biogeochemical Float Observations S. Bushinsky et al. 10.1029/2019GB006176
19. Remote sensing the sea surface CO2 of the Baltic Sea using the SOMLO methodology G. Parard et al. 10.5194/bg-12-3369-2015
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22. Carbon Sinks and Variations of pCO2 in the Southern Ocean From 1998 to 2018 Based on a Deep Learning Approach Y. Wang et al. 10.1109/JSTARS.2021.3066552
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27. Global high-resolution monthly pCO2 climatology for the coastal ocean derived from neural network interpolation G. Laruelle et al. 10.5194/bg-14-4545-2017
28. Using satellite data to estimate partial pressure of CO2 in the Baltic Sea G. Parard et al. 10.1002/2015JG003064
29. Strong Habitat Compression by Extreme Shoaling Events of Hypoxic Waters in the Eastern Pacific E. Köhn et al. 10.1029/2022JC018429
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31. Audit of the global carbon budget: estimate errors and their impact on uptake uncertainty A. Ballantyne et al. 10.5194/bg-12-2565-2015
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33. A Surface Ocean CO2 Reference Network, SOCONET and Associated Marine Boundary Layer CO2 Measurements R. Wanninkhof et al. 10.3389/fmars.2019.00400
34. Reconstructing Ocean Subsurface Temperature and Salinity from Sea Surface Information Based on Dual Path Convolutional Neural Networks K. Mao et al. 10.3390/jmse11051030
35. Decreasing surface albedo signifies a growing importance of clouds for Greenland Ice Sheet meltwater production J. Ryan et al. 10.1038/s41467-022-31434-w
36. Sea-air carbon dioxide fluxes along 35°S in the South Atlantic Ocean J. Lencina-Avila et al. 10.1016/j.dsr.2016.06.004
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38. The Weddell Gyre, Southern Ocean: Present Knowledge and Future Challenges M. Vernet et al. 10.1029/2018RG000604
39. Spatiotemporal evolution of air-sea CO2 flux in the Northwest Pacific and its response to ENSO H. Shi et al. 10.3389/fmars.2024.1461012
40. The Variable Southern Ocean Carbon Sink N. Gruber et al. 10.1146/annurev-marine-121916-063407
41. Seasonal Carbon Dynamics in the Near‐Global Ocean L. Keppler et al. 10.1029/2020GB006571
42. Spatiotemporal reconstruction of global ocean surface pCO2 based on optimized random forest H. Wu et al. 10.1016/j.scitotenv.2023.169209
43. Research ReportDiurnal global ocean surface pCO2 and air–sea CO2 flux reconstructed from spaceborne LiDAR data S. Zhang et al. 10.1093/pnasnexus/pgad432
44. Impact of physical and biological processes on temporal variations of the ocean carbon sink in the mid-latitude North Atlantic (2002–2016) V. Macovei et al. 10.1016/j.pocean.2019.102223
45. The OceanFlux Greenhouse Gases methodology for deriving a sea surface climatology of CO2 fugacity in support of air–sea gas flux studies L. Goddijn-Murphy et al. 10.5194/os-11-519-2015
46. Remote Sensing Supported Sea Surface pCO2 Estimation and Variable Analysis in the Baltic Sea S. Zhang et al. 10.3390/rs13020259
47. Natural Variability and Anthropogenic Trends in the Ocean Carbon Sink G. McKinley et al. 10.1146/annurev-marine-010816-060529
48. Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model C. Boteler et al. 10.1029/2022JC019483
49. Carbon dynamics of the Weddell Gyre, Southern Ocean P. Brown et al. 10.1002/2014GB005006
50. Strong Southern Ocean carbon uptake evident in airborne observations M. Long et al. 10.1126/science.abi4355
51. On the role of climate modes in modulating the air–sea CO2 fluxes in eastern boundary upwelling systems R. Brady et al. 10.5194/bg-16-329-2019
52. Winter Air‐Sea CO2 Fluxes Constructed From Summer Observations of the Polar Southern Ocean Suggest Weak Outgassing N. Mackay & A. Watson 10.1029/2020JC016600
53. Arctic Ocean CO2 uptake: an improved multiyear estimate of the air–sea CO2 flux incorporating chlorophyll a concentrations S. Yasunaka et al. 10.5194/bg-15-1643-2018
54. Improved winter data coverage of the Southern Ocean CO2 sink from extrapolation of summertime observations N. Mackay et al. 10.1038/s43247-022-00592-6
55. Impact of Alaska atmospheric blocking on the carbon flux in the Northeast Pacific Ocean H. Wang et al. 10.1016/j.marenvres.2024.106770
56. Technical note: Evaluation of three machine learning models for surface ocean CO2 mapping J. Zeng et al. 10.5194/os-13-303-2017
57. A new statistical approach for interpreting oceanic fCO2 data H. Wang et al. 10.1016/j.marchem.2016.05.007
58. A seamless ensemble-based reconstruction of surface ocean pCO2 and air–sea CO2 fluxes over the global coastal and open oceans T. Chau et al. 10.5194/bg-19-1087-2022
59. The Changing CO2Sink in the Western Arctic Ocean From 1994 to 2019 Z. Ouyang et al. 10.1029/2021GB007032
60. A monthly surface pCO2 product for the California Current Large Marine Ecosystem J. Sharp et al. 10.5194/essd-14-2081-2022
61. How Well Do We Understand the Land‐Ocean‐Atmosphere Carbon Cycle? D. Crisp et al. 10.1029/2021RG000736
62. Trends and drivers in global surface ocean pH over the past 3 decades S. Lauvset et al. 10.5194/bg-12-1285-2015
63. Uncertainty in the global oceanic CO2 uptake induced by wind forcing: quantification and spatial analysis A. Roobaert et al. 10.5194/bg-15-1701-2018
64. A machine-learning approach to modeling picophytoplankton abundances in the South China Sea B. Chen et al. 10.1016/j.pocean.2020.102456
65. Oceanic uptake of CO 2 enhanced by mesoscale eddies X. Li et al. 10.1126/sciadv.adt4195
66. Sailing through the southern seas of air–sea CO 2 flux uncertainty P. Landschützer et al. 10.1098/rsta.2022.0064
67. Estimating marine carbon uptake in the northeast Pacific using a neural network approach P. Duke et al. 10.5194/bg-20-3919-2023
68. Spatio-Temporal Variability in CO2 Fluxes in the Atlantic Sector of the Southern Ocean G. de Carvalho et al. 10.3390/atmos16030319
69. High-resolution study of the air-sea CO2 flux and net community oxygen production in the Ligurian Sea by a fleet of gliders L. Coppola et al. 10.3389/fmars.2023.1233845
70. A Synthesis of Global Coastal Ocean Greenhouse Gas Fluxes L. Resplandy et al. 10.1029/2023GB007803
71. Reconstruction of Monthly Surface Nutrient Concentrations in the Yellow and Bohai Seas from 2003–2019 Using Machine Learning H. Liu et al. 10.3390/rs14195021
72. Rapid fCO2 rise in the northern Barents Sea and Nansen Basin Y. Ericson et al. 10.1016/j.pocean.2023.103079
73. The eMLR(C*) Method to Determine Decadal Changes in the Global Ocean Storage of Anthropogenic CO2 D. Clement & N. Gruber 10.1002/2017GB005819
74. Interannual sea–air CO2 flux variability from an observation-driven ocean mixed-layer scheme C. Rödenbeck et al. 10.5194/bg-11-4599-2014
75. Update on the Temperature Corrections of Global Air‐Sea CO2 Flux Estimates Y. Dong et al. 10.1029/2022GB007360
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77. An optimal transformation method applied to diagnose the ocean carbon budget N. Mackay et al. 10.5194/gmd-17-5987-2024
78. Ocean carbonate system variability in the North Atlantic Subpolar surface water (1993–2017) C. Leseurre et al. 10.5194/bg-17-2553-2020
79. Spatial and temporal variations in sea surface pCO2 and air-sea flux of CO2 in the Bering Sea revealed by satellite-based data during 2003–2019 S. Zhang et al. 10.3389/fmars.2023.1099916
80. The role of atmospheric iron deposition in driving carbon uptake over the Indian Ocean P. Banerjee 10.1016/j.pocean.2025.103419
81. The Spatiotemporal Dynamics of the Sources and Sinks of CO2 in the Global Coastal Ocean A. Roobaert et al. 10.1029/2019GB006239
82. CO2 sink and source zones delimited by marine fronts in the Drake Passage L. Arbilla et al. 10.1016/j.pocean.2024.103246
83. Controls on the Boundary Between Thermally and Non‐Thermally Driven pCO2 Regimes in the South Pacific C. Prend et al. 10.1029/2021GL095797
84. LSCE-FFNN-v1: a two-step neural network model for the reconstruction of surface ocean pCO2 over the global ocean A. Denvil-Sommer et al. 10.5194/gmd-12-2091-2019
85. Spatiotemporal variation in summer net community production in the Amundsen Sea Polynya: A self-organizing map analysis approach K. Park et al. 10.1016/j.csr.2019.07.001
86. At‐sea intercomparison of three underway pCO2 systems R. Arruda et al. 10.1002/lom3.10346
87. Sea Ice Suppression of CO2 Outgassing in the West Antarctic Peninsula: Implications For The Evolving Southern Ocean Carbon Sink E. Shadwick et al. 10.1029/2020GL091835
88. The northern European shelf as an increasing net sink for CO2 M. Becker et al. 10.5194/bg-18-1127-2021
89. pCO2 Algorithms for the Baltic Sea Based on Ship, Modelled, and Satellite Data S. Kuzmina & P. Lobanova 10.1134/S0001437024700917
90. Pacific‐Arctic Ocean Acidification: Decadal Trends and Drivers T. Caero et al. 10.1029/2024GB008249
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93. Derivation of seawater pCO2 from net community production identifies the South Atlantic Ocean as a CO2 source D. Ford et al. 10.5194/bg-19-93-2022
94. Sea Surface pCO₂ and Its Variability in the Ulleung Basin, East Sea Constrained by a Neural Network Model S. PARK et al. 10.7850/jkso.2016.21.1.1
95. Trends and variability in the ocean carbon sink N. Gruber et al. 10.1038/s43017-022-00381-x
96. Satellite-derived CO2fugacity in surface seawater of the tropical Atlantic Ocean using a feedforward neural network H. Moussa et al. 10.1080/01431161.2015.1131872
97. A uniform pCO2 climatology combining open and coastal oceans P. Landschützer et al. 10.5194/essd-12-2537-2020
98. An observation-based method to estimate carbonate system variations in the Labrador Sea C. Boteler et al. 10.3389/fmars.2024.1500225
99. The sensitivity of pCO2 reconstructions to sampling scales across a Southern Ocean sub-domain: a semi-idealized ocean sampling simulation approach L. Djeutchouang et al. 10.5194/bg-19-4171-2022
100. Global Carbon Budget 2020 P. Friedlingstein et al. 10.5194/essd-12-3269-2020
101. Data-based estimates of interannual sea–air CO2 flux variations 1957–2020 and their relation to environmental drivers C. Rödenbeck et al. 10.5194/bg-19-2627-2022
102. Carbon Air–Sea Flux in the Arctic Ocean from CALIPSO from 2007 to 2020 S. Zhang et al. 10.3390/rs14246196
103. Spatiotemporal patterns of the fossil-fuel CO2 signal in central Europe: results from a high-resolution atmospheric transport model Y. Liu et al. 10.5194/acp-17-14145-2017
104. Dissolved inorganic carbon budgets in the eastern subpolar North Atlantic in the 2000s from in situ data P. Zunino et al. 10.1002/2015GL066243
105. A machine learning approach to estimate surface ocean pCO2 from satellite measurements S. Chen et al. 10.1016/j.rse.2019.04.019
106. Quantifying the Atmospheric CO2 Forcing Effect on Surface Ocean pCO2 in the North Pacific Subtropical Gyre in the Past Two Decades S. Chen et al. 10.3389/fmars.2021.636881
107. A clustering approach to determine biophysical provinces and physical drivers of productivity dynamics in a complex coastal sea T. Jarníková et al. 10.5194/os-18-1451-2022
108. Circulation-driven variability of Atlantic anthropogenic carbon transports and uptake P. Brown et al. 10.1038/s41561-021-00774-5
109. An update to the Surface Ocean CO2 Atlas (SOCAT version 2) D. Bakker et al. 10.5194/essd-6-69-2014
110. Reconstruction of global surface ocean pCO2 using region-specific predictors based on a stepwise FFNN regression algorithm G. Zhong et al. 10.5194/bg-19-845-2022
111. High Resolution Estimation of Ocean Dissolved Inorganic Carbon, Total Alkalinity and pH Based on Deep Learning C. Galdies & R. Guerra 10.3390/w15081454
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113. Impact of coastal upwelling dynamics on the pCO2 variability in the southeastern Arabian Sea J. Ghosh et al. 10.1016/j.pocean.2022.102785
114. Remote Sensing Estimations of the Seawater Partial Pressure of CO₂ Using Sea Surface Roughness Derived From Synthetic Aperture Radar Y. Wang et al. 10.1109/TGRS.2024.3379984
115. A mapped dataset of surface ocean acidification indicators in large marine ecosystems of the United States J. Sharp et al. 10.1038/s41597-024-03530-7
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118. Predicting Carbonate Chemistry on the Northwest Atlantic Shelf Using Neural Networks I. Lima et al. 10.1029/2023JG007536
119. Effect of gas-transfer velocity parameterization choice on air–sea CO2 fluxes in the North Atlantic Ocean and the European Arctic I. Wrobel & J. Piskozub 10.5194/os-12-1091-2016
120. Collapse of the tropical and subtropical North Atlantic CO2 sink in boreal spring of 2010 J. Ibánhez et al. 10.1038/srep41694
121. Revised estimates of ocean-atmosphere CO2 flux are consistent with ocean carbon inventory A. Watson et al. 10.1038/s41467-020-18203-3
122. Ocean Carbon Dioxide Uptake in the Tailpipe of Industrialized Continents J. Palter et al. 10.1029/2023GL104822
123. A novel sea surface pCO2-product for the global coastal ocean resolving trends over 1982–2020 A. Roobaert et al. 10.5194/essd-16-421-2024
124. Natural variability of CO2 and O2 fluxes: What can we learn from centuries‐long climate models simulations? L. Resplandy et al. 10.1002/2014JC010463
125. Long-Term Trends in Estuarine Carbonate Chemistry in the Northwestern Gulf of Mexico M. McCutcheon & X. Hu 10.3389/fmars.2022.793065
126. Global Carbon Budget 2021 P. Friedlingstein et al. 10.5194/essd-14-1917-2022
127. Detection and tracking of carbon biomes via integrated machine learning S. Mohanty et al. 10.5194/os-21-587-2025
128. A deep-learning estimate of the decadal trends in the Southern Ocean carbon storage V. Zemskova et al. 10.1038/s41467-022-31560-5
129. Attribution of Space‐Time Variability in Global‐Ocean Dissolved Inorganic Carbon D. Carroll et al. 10.1029/2021GB007162
130. Ocean-driven interannual variability in atmospheric CO2 quantified using OCO-2 observations and atmospheric transport simulations Y. Guan et al. 10.3389/fmars.2024.1272415
131. The Southern Ocean carbon sink has been overestimated in the past three decades G. Zhong et al. 10.1038/s43247-024-01566-6
132. Estimation of Fugacity of Carbon Dioxide in the East Sea Using In Situ Measurements and Geostationary Ocean Color Imager Satellite Data E. Jang et al. 10.3390/rs9080821
133. Variability of North Atlantic CO2 fluxes for the 2000–2017 period estimated from atmospheric inverse analyses Z. Chen et al. 10.5194/bg-18-4549-2021
134. Recent Trends and Variability in the Oceanic Storage of Dissolved Inorganic Carbon L. Keppler et al. 10.1029/2022GB007677
135. Detecting Regional Modes of Variability in Observation‐Based Surface Ocean pCO2 P. Landschützer et al. 10.1029/2018GL081756
136. Skillful multiyear predictions of ocean acidification in the California Current System R. Brady et al. 10.1038/s41467-020-15722-x
137. Observation system simulation experiments in the Atlantic Ocean for enhanced surface ocean pCO2 reconstructions A. Denvil-Sommer et al. 10.5194/os-17-1011-2021
138. A regional pCO2 climatology of the Baltic Sea from in situ pCO2 observations and a model-based extrapolation approach H. Bittig et al. 10.5194/essd-16-753-2024
139. Biological production in the Indian Ocean upwelling zones - Part 2: Data based estimates of variable compensation depth for ocean carbon models via cyclo-stationary Bayesian Inversion. M. Sreeush et al. 10.1016/j.dsr2.2019.07.007
140. Accelerating CO2 Outgassing in the Equatorial Pacific from Satellite Remote Sensing Y. Shang et al. 10.3390/rs17020247
141. The seasonal cycle of pCO2 and CO2 fluxes in the Southern Ocean: diagnosing anomalies in CMIP5 Earth system models N. Mongwe et al. 10.5194/bg-15-2851-2018
142. A Review of Machine Learning Applications in Ocean Color Remote Sensing Z. Zhang et al. 10.3390/rs17101776
143. An Initial Field Intelligent Correcting Algorithm for Numerical Forecasting Based on Artificial Neural Networks under the Conditions of Limited Observations: Part I—Focusing on Ocean Temperature K. Mao et al. 10.3390/jmse10030311
144. Deep learning and process understanding for data-driven Earth system science M. Reichstein et al. 10.1038/s41586-019-0912-1
145. OceanSODA-ETHZ: a global gridded data set of the surface ocean carbonate system for seasonal to decadal studies of ocean acidification L. Gregor & N. Gruber 10.5194/essd-13-777-2021
146. Drivers of Air‐Sea CO2 Flux Seasonality and its Long‐Term Changes in the NASA‐GISS Model CMIP6 Submission P. Lerner et al. 10.1029/2019MS002028
147. Deep neural networks for global wildfire susceptibility modelling G. Zhang et al. 10.1016/j.ecolind.2021.107735
148. Seasonality of pCO2 and air-sea CO2 fluxes in the Central Labrador Sea R. Arruda et al. 10.3389/fmars.2024.1472697
149. Quantifying Errors in Observationally Based Estimates of Ocean Carbon Sink Variability L. Gloege et al. 10.1029/2020GB006788
150. A global monthly climatology of total alkalinity: a neural network approach D. Broullón et al. 10.5194/essd-11-1109-2019
151. The Ocean Carbon States Database: a proof-of-concept application of cluster analysis in the ocean carbon cycle R. Latto & A. Romanou 10.5194/essd-10-609-2018
152. The Distribution of pCO2W and Air-Sea CO2 Fluxes Using FFNN at the Continental Shelf Areas of the Arctic Ocean I. Wrobel-Niedzwiecka et al. 10.3390/rs14020312
153. Multi-faceted particle pumps drive carbon sequestration in the ocean P. Boyd et al. 10.1038/s41586-019-1098-2
154. Subsurface temperature estimation from remote sensing data using a clustering-neural network method W. Lu et al. 10.1016/j.rse.2019.04.009
155. A detectable change in the air-sea CO2 flux estimate from sailboat measurements J. Behncke et al. 10.1038/s41598-024-53159-0
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158. Testing the reconstruction of modelled particulate organic carbon from surface ecosystem components using PlankTOM12 and machine learning A. Denvil-Sommer et al. 10.5194/gmd-16-2995-2023
159. Data-based estimates of the ocean carbon sink variability – first results of the Surface Ocean pCO2 Mapping intercomparison (SOCOM) C. Rödenbeck et al. 10.5194/bg-12-7251-2015
160. Observation‐Based Trends of the Southern Ocean Carbon Sink R. Ritter et al. 10.1002/2017GL074837
161. High Spatial-Resolution Red Tide Detection in the Southern Coast of Korea Using U-Net from PlanetScope Imagery J. Shin et al. 10.3390/s21134447
162. Machine Learning‐Based Model for Real‐Time GNSS Precipitable Water Vapor Sensing Y. Zheng et al. 10.1029/2021GL096408
163. Observed amplification of the seasonal CO2 cycle at the Southern Ocean Time Series E. Shadwick et al. 10.3389/fmars.2023.1281854
164. Estimates of Water-Column Nutrient Concentrations and Carbonate System Parameters in the Global Ocean: A Novel Approach Based on Neural Networks R. Sauzède et al. 10.3389/fmars.2017.00128
165. Sparse observations induce large biases in estimates of the global ocean CO 2 sink: an ocean model subsampling experiment J. Hauck et al. 10.1098/rsta.2022.0063
166. Influences of the NAO on the North Atlantic CO2 Fluxes in Winter and Summer on the Interannual Scale Y. Jing et al. 10.1007/s00376-019-8247-2
167. Autonomous Wintertime Observations of Air‐Sea Exchange in the Gulf Stream Reveal a Perfect Storm for Ocean CO2 Uptake S. Nickford et al. 10.1029/2021GL096805
168. Enhanced ocean CO2 uptake due to near-surface temperature gradients D. Ford et al. 10.1038/s41561-024-01570-7
169. Dynamic prediction of global monthly burned area with hybrid deep neural networks G. Zhang et al. 10.1002/eap.2610
170. Global air-sea CO2 flux inversion based on multi-source data fusion and machine learning Y. Chen et al. 10.1016/j.chaos.2024.115963
171. Using Machine Learning to Predict Inland Aquatic CO2 and CH4 Concentrations and the Effects of Wildfires in the Yukon‐Kuskokwim Delta, Alaska S. Ludwig et al. 10.1029/2021GB007146
172. A Global Surface Ocean fCO2 Climatology Based on a Feed-Forward Neural Network J. Zeng et al. 10.1175/JTECH-D-13-00137.1
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