Articles | Volume 10, issue 11
https://doi.org/10.5194/bg-10-7793-2013
© Author(s) 2013. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/bg-10-7793-2013
© Author(s) 2013. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
A neural network-based estimate of the seasonal to inter-annual variability of the Atlantic Ocean carbon sink
P. Landschützer
School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, UK
N. Gruber
Institute of Biogeochemistry and Pollutant Dynamics, ETH Zürich, Zürich, Switzerland
D. C. E. Bakker
School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, UK
U. Schuster
School of Environmental Sciences, University of East Anglia, Norwich Research Park, Norwich, UK
now at: College of Life and Environmental Sciences, Hatherly Laboratories, University of Exeter, Exeter, UK
S. Nakaoka
Center for Global Environmental Research, National Institute for Environmental Studies, Tsukuba, Ibaraki, Japan
M. R. Payne
Institute of Biogeochemistry and Pollutant Dynamics, ETH Zürich, Zürich, Switzerland
Section for Oceanography and Climate, National Institute for Aquatic Resources, Technical University of Denmark, Charlottenlund, Denmark
T. P. Sasse
Climate Change Research Centre, University of New South Wales, Sydney, Australia
J. Zeng
Center for Global Environmental Research, National Institute for Environmental Studies, Tsukuba, Ibaraki, Japan
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- Identifying the biological control of the annual and multi-year variations in South Atlantic air–sea CO2 flux D. Ford et al. 10.5194/bg-19-4287-2022
- Satellite-derived CO2 flux in the surface seawater of the Austral Ocean south of Australia M. Benallal et al. 10.1080/01431161.2017.1286054
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- An offshore subsurface thermal structure inversion method by coupling ensemble learning and tide model for the South Yellow Sea F. Yu et al. 10.3389/fmars.2022.1075938
- A multi-decade record of high-quality <i>f</i>CO<sub>2</sub> data in version 3 of the Surface Ocean CO<sub>2</sub> Atlas (SOCAT) D. Bakker et al. 10.5194/essd-8-383-2016
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- Subantarctic Mode Water Biogeochemical Formation Properties and Interannual Variability S. Bushinsky & I. Cerovečki 10.1029/2022AV000722
- pH trends and seasonal cycle in the coastal Balearic Sea reconstructed through machine learning S. Flecha et al. 10.1038/s41598-022-17253-5
- Surface ocean CO2 concentration and air-sea flux estimate by machine learning with modelled variable trends J. Zeng et al. 10.3389/fmars.2022.989233
- Assessment of the Carbonate Chemistry Seasonal Cycles in the Southern Ocean From Persistent Observational Platforms N. Williams et al. 10.1029/2017JC012917
- 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
- Regional Wind Variability Modulates the Southern Ocean Carbon Sink L. Keppler & P. Landschützer 10.1038/s41598-019-43826-y
- The Southern Ocean as a constraint to reduce uncertainty in future ocean carbon sinks A. Kessler & J. Tjiputra 10.5194/esd-7-295-2016
- Reassessing Southern Ocean Air‐Sea CO2 Flux Estimates With the Addition of Biogeochemical Float Observations S. Bushinsky et al. 10.1029/2019GB006176
- Remote sensing the sea surface CO<sub>2</sub> of the Baltic Sea using the SOMLO methodology G. Parard et al. 10.5194/bg-12-3369-2015
- Narrowing the spread in CMIP5 model projections of air-sea CO2 fluxes L. Wang et al. 10.1038/srep37548
- Reconciling Observation and Model Trends in North Atlantic Surface CO2 A. Lebehot et al. 10.1029/2019GB006186
- 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
- Carbon Cycle–Climate Feedbacks in the Post-Paris World D. Schimel & D. Carroll 10.1146/annurev-earth-031621-081700
- Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community J. Ball et al. 10.1117/1.JRS.11.042609
- Alternate Histories: Synthetic Large Ensembles of Sea‐Air CO2 Flux H. Olivarez et al. 10.1029/2021GB007174
- The reinvigoration of the Southern Ocean carbon sink P. Landschützer et al. 10.1126/science.aab2620
- Global high-resolution monthly <i>p</i>CO<sub>2</sub> climatology for the coastal ocean derived from neural network interpolation G. Laruelle et al. 10.5194/bg-14-4545-2017
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- Long-term trends in surface ocean pH in the North Atlantic S. Lauvset & N. Gruber 10.1016/j.marchem.2014.03.009
- The Weddell Gyre, Southern Ocean: Present Knowledge and Future Challenges M. Vernet et al. 10.1029/2018RG000604
- 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
- The Variable Southern Ocean Carbon Sink N. Gruber et al. 10.1146/annurev-marine-121916-063407
- Seasonal Carbon Dynamics in the Near‐Global Ocean L. Keppler et al. 10.1029/2020GB006571
- Spatiotemporal reconstruction of global ocean surface pCO2 based on optimized random forest H. Wu et al. 10.1016/j.scitotenv.2023.169209
- Research ReportDiurnal global ocean surface pCO2 and air–sea CO2 flux reconstructed from spaceborne LiDAR data S. Zhang et al. 10.1093/pnasnexus/pgad432
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- Technical note: Evaluation of three machine learning models for surface ocean CO<sub>2</sub> mapping J. Zeng et al. 10.5194/os-13-303-2017
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- The eMLR(C*) Method to Determine Decadal Changes in the Global Ocean Storage of Anthropogenic CO2 D. Clement & N. Gruber 10.1002/2017GB005819
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- An optimal transformation method applied to diagnose the ocean carbon budget N. Mackay et al. 10.5194/gmd-17-5987-2024
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- 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
- The Spatiotemporal Dynamics of the Sources and Sinks of CO2 in the Global Coastal Ocean A. Roobaert et al. 10.1029/2019GB006239
- CO2 sink and source zones delimited by marine fronts in the Drake Passage L. Arbilla et al. 10.1016/j.pocean.2024.103246
- Controls on the Boundary Between Thermally and Non‐Thermally Driven pCO2 Regimes in the South Pacific C. Prend et al. 10.1029/2021GL095797
- LSCE-FFNN-v1: a two-step neural network model for the reconstruction of surface ocean <i>p</i>CO<sub>2</sub> over the global ocean A. Denvil-Sommer et al. 10.5194/gmd-12-2091-2019
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- Building the capacity for forecasting marine biogeochemistry and ecosystems: recent advances and future developments M. Gehlen et al. 10.1080/1755876X.2015.1022350
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- Global Carbon Budget 2020 P. Friedlingstein et al. 10.5194/essd-12-3269-2020
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- A machine learning approach to estimate surface ocean pCO2 from satellite measurements S. Chen et al. 10.1016/j.rse.2019.04.019
- 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
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- 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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- The impact of seasonality on the annual air-sea carbon flux and its interannual variability P. Rustogi et al. 10.1038/s41612-023-00378-3
- Predicting Carbonate Chemistry on the Northwest Atlantic Shelf Using Neural Networks I. Lima et al. 10.1029/2023JG007536
- Effect of gas-transfer velocity parameterization choice on air–sea CO<sub>2</sub> fluxes in the North Atlantic Ocean and the European Arctic I. Wrobel & J. Piskozub 10.5194/os-12-1091-2016
- Collapse of the tropical and subtropical North Atlantic CO2 sink in boreal spring of 2010 J. Ibánhez et al. 10.1038/srep41694
- Revised estimates of ocean-atmosphere CO2 flux are consistent with ocean carbon inventory A. Watson et al. 10.1038/s41467-020-18203-3
- Ocean Carbon Dioxide Uptake in the Tailpipe of Industrialized Continents J. Palter et al. 10.1029/2023GL104822
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- 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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- Enhancement of the North Atlantic CO<sub>2</sub> sink by Arctic Waters J. Olafsson et al. 10.5194/bg-18-1689-2021
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- Observation‐Based Trends of the Southern Ocean Carbon Sink R. Ritter et al. 10.1002/2017GL074837
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- Contrasting Impact of Future CO2 Emission Scenarios on the Extent of CaCO3 Mineral Undersaturation in the Humboldt Current System A. Franco et al. 10.1002/2018JC013857
- Characterizing vertical upper ocean temperature structures in the European Arctic through unsupervised machine learning E. Thomas & M. Müller 10.1016/j.ocemod.2022.102092
- An offshore subsurface thermal structure inversion method by coupling ensemble learning and tide model for the South Yellow Sea F. Yu et al. 10.3389/fmars.2022.1075938
- A multi-decade record of high-quality <i>f</i>CO<sub>2</sub> data in version 3 of the Surface Ocean CO<sub>2</sub> Atlas (SOCAT) D. Bakker et al. 10.5194/essd-8-383-2016
- Sea-ice derived meltwater stratification slows the biological carbon pump: results from continuous observations W. von Appen et al. 10.1038/s41467-021-26943-z
- Strengthening seasonal marine CO2 variations due to increasing atmospheric CO2 P. Landschützer et al. 10.1038/s41558-017-0057-x
- Subantarctic Mode Water Biogeochemical Formation Properties and Interannual Variability S. Bushinsky & I. Cerovečki 10.1029/2022AV000722
- pH trends and seasonal cycle in the coastal Balearic Sea reconstructed through machine learning S. Flecha et al. 10.1038/s41598-022-17253-5
- Surface ocean CO2 concentration and air-sea flux estimate by machine learning with modelled variable trends J. Zeng et al. 10.3389/fmars.2022.989233
- Assessment of the Carbonate Chemistry Seasonal Cycles in the Southern Ocean From Persistent Observational Platforms N. Williams et al. 10.1029/2017JC012917
- 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
- Regional Wind Variability Modulates the Southern Ocean Carbon Sink L. Keppler & P. Landschützer 10.1038/s41598-019-43826-y
- The Southern Ocean as a constraint to reduce uncertainty in future ocean carbon sinks A. Kessler & J. Tjiputra 10.5194/esd-7-295-2016
- Reassessing Southern Ocean Air‐Sea CO2 Flux Estimates With the Addition of Biogeochemical Float Observations S. Bushinsky et al. 10.1029/2019GB006176
- Remote sensing the sea surface CO<sub>2</sub> of the Baltic Sea using the SOMLO methodology G. Parard et al. 10.5194/bg-12-3369-2015
- Narrowing the spread in CMIP5 model projections of air-sea CO2 fluxes L. Wang et al. 10.1038/srep37548
- Reconciling Observation and Model Trends in North Atlantic Surface CO2 A. Lebehot et al. 10.1029/2019GB006186
- 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
- Carbon Cycle–Climate Feedbacks in the Post-Paris World D. Schimel & D. Carroll 10.1146/annurev-earth-031621-081700
- Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community J. Ball et al. 10.1117/1.JRS.11.042609
- Alternate Histories: Synthetic Large Ensembles of Sea‐Air CO2 Flux H. Olivarez et al. 10.1029/2021GB007174
- The reinvigoration of the Southern Ocean carbon sink P. Landschützer et al. 10.1126/science.aab2620
- Global high-resolution monthly <i>p</i>CO<sub>2</sub> climatology for the coastal ocean derived from neural network interpolation G. Laruelle et al. 10.5194/bg-14-4545-2017
- Using satellite data to estimate partial pressure of CO2 in the Baltic Sea G. Parard et al. 10.1002/2015JG003064
- Strong Habitat Compression by Extreme Shoaling Events of Hypoxic Waters in the Eastern Pacific E. Köhn et al. 10.1029/2022JC018429
- Spatiotemporal upscaling of sparse air-sea pCO2 data via physics-informed transfer learning S. Kim et al. 10.1038/s41597-024-03959-w
- Audit of the global carbon budget: estimate errors and their impact on uptake uncertainty A. Ballantyne et al. 10.5194/bg-12-2565-2015
- Observing Changes in Ocean Carbonate Chemistry: Our Autonomous Future S. Bushinsky et al. 10.1007/s40641-019-00129-8
- A Surface Ocean CO2 Reference Network, SOCONET and Associated Marine Boundary Layer CO2 Measurements R. Wanninkhof et al. 10.3389/fmars.2019.00400
- The ECCO‐Darwin Data‐Assimilative Global Ocean Biogeochemistry Model: Estimates of Seasonal to Multidecadal Surface Ocean pCO2 and Air‐Sea CO2 Flux D. Carroll et al. 10.1029/2019MS001888
- Reconstructing Ocean Subsurface Temperature and Salinity from Sea Surface Information Based on Dual Path Convolutional Neural Networks K. Mao et al. 10.3390/jmse11051030
- 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
- 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
- Long-term trends in surface ocean pH in the North Atlantic S. Lauvset & N. Gruber 10.1016/j.marchem.2014.03.009
- The Weddell Gyre, Southern Ocean: Present Knowledge and Future Challenges M. Vernet et al. 10.1029/2018RG000604
- 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
- The Variable Southern Ocean Carbon Sink N. Gruber et al. 10.1146/annurev-marine-121916-063407
- Seasonal Carbon Dynamics in the Near‐Global Ocean L. Keppler et al. 10.1029/2020GB006571
- Spatiotemporal reconstruction of global ocean surface pCO2 based on optimized random forest H. Wu et al. 10.1016/j.scitotenv.2023.169209
- Research ReportDiurnal global ocean surface pCO2 and air–sea CO2 flux reconstructed from spaceborne LiDAR data S. Zhang et al. 10.1093/pnasnexus/pgad432
- 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
- The OceanFlux Greenhouse Gases methodology for deriving a sea surface climatology of CO<sub>2</sub> fugacity in support of air–sea gas flux studies L. Goddijn-Murphy et al. 10.5194/os-11-519-2015
- Remote Sensing Supported Sea Surface pCO2 Estimation and Variable Analysis in the Baltic Sea S. Zhang et al. 10.3390/rs13020259
- Natural Variability and Anthropogenic Trends in the Ocean Carbon Sink G. McKinley et al. 10.1146/annurev-marine-010816-060529
- Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model C. Boteler et al. 10.1029/2022JC019483
- Carbon dynamics of the Weddell Gyre, Southern Ocean P. Brown et al. 10.1002/2014GB005006
- Strong Southern Ocean carbon uptake evident in airborne observations M. Long et al. 10.1126/science.abi4355
- On the role of climate modes in modulating the air–sea CO<sub>2</sub> fluxes in eastern boundary upwelling systems R. Brady et al. 10.5194/bg-16-329-2019
- Winter Air‐Sea CO2 Fluxes Constructed From Summer Observations of the Polar Southern Ocean Suggest Weak Outgassing N. Mackay & A. Watson 10.1029/2020JC016600
- Arctic Ocean CO<sub>2</sub> uptake: an improved multiyear estimate of the air–sea CO<sub>2</sub> flux incorporating chlorophyll <i>a</i> concentrations S. Yasunaka et al. 10.5194/bg-15-1643-2018
- 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
- Impact of Alaska atmospheric blocking on the carbon flux in the Northeast Pacific Ocean H. Wang et al. 10.1016/j.marenvres.2024.106770
- Technical note: Evaluation of three machine learning models for surface ocean CO<sub>2</sub> mapping J. Zeng et al. 10.5194/os-13-303-2017
- A new statistical approach for interpreting oceanic fCO2 data H. Wang et al. 10.1016/j.marchem.2016.05.007
- A seamless ensemble-based reconstruction of surface ocean <i>p</i>CO<sub>2</sub> and air–sea CO<sub>2</sub> fluxes over the global coastal and open oceans T. Chau et al. 10.5194/bg-19-1087-2022
- The Changing CO2Sink in the Western Arctic Ocean From 1994 to 2019 Z. Ouyang et al. 10.1029/2021GB007032
- A monthly surface <i>p</i>CO<sub>2</sub> product for the California Current Large Marine Ecosystem J. Sharp et al. 10.5194/essd-14-2081-2022
- How Well Do We Understand the Land‐Ocean‐Atmosphere Carbon Cycle? D. Crisp et al. 10.1029/2021RG000736
- Trends and drivers in global surface ocean pH over the past 3 decades S. Lauvset et al. 10.5194/bg-12-1285-2015
- Uncertainty in the global oceanic CO<sub>2</sub> uptake induced by wind forcing: quantification and spatial analysis A. Roobaert et al. 10.5194/bg-15-1701-2018
- A machine-learning approach to modeling picophytoplankton abundances in the South China Sea B. Chen et al. 10.1016/j.pocean.2020.102456
- Sailing through the southern seas of air–sea CO 2 flux uncertainty P. Landschützer et al. 10.1098/rsta.2022.0064
- Estimating marine carbon uptake in the northeast Pacific using a neural network approach P. Duke et al. 10.5194/bg-20-3919-2023
- 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
- A Synthesis of Global Coastal Ocean Greenhouse Gas Fluxes L. Resplandy et al. 10.1029/2023GB007803
- 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
- Rapid fCO2 rise in the northern Barents Sea and Nansen Basin Y. Ericson et al. 10.1016/j.pocean.2023.103079
- The eMLR(C*) Method to Determine Decadal Changes in the Global Ocean Storage of Anthropogenic CO2 D. Clement & N. Gruber 10.1002/2017GB005819
- Interannual sea–air CO<sub>2</sub> flux variability from an observation-driven ocean mixed-layer scheme C. Rödenbeck et al. 10.5194/bg-11-4599-2014
- Update on the Temperature Corrections of Global Air‐Sea CO2 Flux Estimates Y. Dong et al. 10.1029/2022GB007360
- Multidecadal changes in biology influence the variability of the North Atlantic carbon sink C. Ostle et al. 10.1088/1748-9326/ac9ecf
- An optimal transformation method applied to diagnose the ocean carbon budget N. Mackay et al. 10.5194/gmd-17-5987-2024
- Ocean carbonate system variability in the North Atlantic Subpolar surface water (1993–2017) C. Leseurre et al. 10.5194/bg-17-2553-2020
- 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
- The Spatiotemporal Dynamics of the Sources and Sinks of CO2 in the Global Coastal Ocean A. Roobaert et al. 10.1029/2019GB006239
- CO2 sink and source zones delimited by marine fronts in the Drake Passage L. Arbilla et al. 10.1016/j.pocean.2024.103246
- Controls on the Boundary Between Thermally and Non‐Thermally Driven pCO2 Regimes in the South Pacific C. Prend et al. 10.1029/2021GL095797
- LSCE-FFNN-v1: a two-step neural network model for the reconstruction of surface ocean <i>p</i>CO<sub>2</sub> over the global ocean A. Denvil-Sommer et al. 10.5194/gmd-12-2091-2019
- 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
- At‐sea intercomparison of three underway pCO2 systems R. Arruda et al. 10.1002/lom3.10346
- 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
- The northern European shelf as an increasing net sink for CO<sub>2</sub> M. Becker et al. 10.5194/bg-18-1127-2021
- Building the capacity for forecasting marine biogeochemistry and ecosystems: recent advances and future developments M. Gehlen et al. 10.1080/1755876X.2015.1022350
- Space-Time Sea Surface pCO2 Estimation in the North Atlantic Based on CatBoost H. Sun et al. 10.3390/rs13142805
- Derivation of seawater <i>p</i>CO<sub>2</sub> from net community production identifies the South Atlantic Ocean as a CO<sub>2</sub> source D. Ford et al. 10.5194/bg-19-93-2022
- Sea Surface pCO<sub>2</sub> 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
- Trends and variability in the ocean carbon sink N. Gruber et al. 10.1038/s43017-022-00381-x
- 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
- A uniform <i>p</i>CO<sub>2</sub> climatology combining open and coastal oceans P. Landschützer et al. 10.5194/essd-12-2537-2020
- The sensitivity ofpCO2reconstructions 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
- Global Carbon Budget 2020 P. Friedlingstein et al. 10.5194/essd-12-3269-2020
- Data-based estimates of interannual sea–air CO<sub>2</sub> flux variations 1957–2020 and their relation to environmental drivers C. Rödenbeck et al. 10.5194/bg-19-2627-2022
- Carbon Air–Sea Flux in the Arctic Ocean from CALIPSO from 2007 to 2020 S. Zhang et al. 10.3390/rs14246196
- Spatiotemporal patterns of the fossil-fuel CO<sub>2</sub> signal in central Europe: results from a high-resolution atmospheric transport model Y. Liu et al. 10.5194/acp-17-14145-2017
- Dissolved inorganic carbon budgets in the eastern subpolar North Atlantic in the 2000s from in situ data P. Zunino et al. 10.1002/2015GL066243
- A machine learning approach to estimate surface ocean pCO2 from satellite measurements S. Chen et al. 10.1016/j.rse.2019.04.019
- 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
- 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
- Circulation-driven variability of Atlantic anthropogenic carbon transports and uptake P. Brown et al. 10.1038/s41561-021-00774-5
- An update to the Surface Ocean CO<sub>2</sub> Atlas (SOCAT version 2) D. Bakker et al. 10.5194/essd-6-69-2014
- Reconstruction of global surface ocean <i>p</i>CO<sub>2</sub> using region-specific predictors based on a stepwise FFNN regression algorithm G. Zhong et al. 10.5194/bg-19-845-2022
- High Resolution Estimation of Ocean Dissolved Inorganic Carbon, Total Alkalinity and pH Based on Deep Learning C. Galdies & R. Guerra 10.3390/w15081454
- Wintertime fCO2 Variability in the Subpolar North Atlantic Since 2004 F. Fröb et al. 10.1029/2018GL080554
- Impact of coastal upwelling dynamics on the pCO2 variability in the southeastern Arabian Sea J. Ghosh et al. 10.1016/j.pocean.2022.102785
- 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
- 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
- Impacts of data assimilation on the global ocean carbonate system L. Visinelli et al. 10.1016/j.jmarsys.2016.02.011
- The impact of seasonality on the annual air-sea carbon flux and its interannual variability P. Rustogi et al. 10.1038/s41612-023-00378-3
- Predicting Carbonate Chemistry on the Northwest Atlantic Shelf Using Neural Networks I. Lima et al. 10.1029/2023JG007536
- Effect of gas-transfer velocity parameterization choice on air–sea CO<sub>2</sub> fluxes in the North Atlantic Ocean and the European Arctic I. Wrobel & J. Piskozub 10.5194/os-12-1091-2016
- Collapse of the tropical and subtropical North Atlantic CO2 sink in boreal spring of 2010 J. Ibánhez et al. 10.1038/srep41694
- Revised estimates of ocean-atmosphere CO2 flux are consistent with ocean carbon inventory A. Watson et al. 10.1038/s41467-020-18203-3
- Ocean Carbon Dioxide Uptake in the Tailpipe of Industrialized Continents J. Palter et al. 10.1029/2023GL104822
- 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
- Natural variability of CO2 and O2 fluxes: What can we learn from centuries‐long climate models simulations? L. Resplandy et al. 10.1002/2014JC010463
- Long-Term Trends in Estuarine Carbonate Chemistry in the Northwestern Gulf of Mexico M. McCutcheon & X. Hu 10.3389/fmars.2022.793065
- Global Carbon Budget 2021 P. Friedlingstein et al. 10.5194/essd-14-1917-2022
- A deep-learning estimate of the decadal trends in the Southern Ocean carbon storage V. Zemskova et al. 10.1038/s41467-022-31560-5
- Attribution of Space‐Time Variability in Global‐Ocean Dissolved Inorganic Carbon D. Carroll et al. 10.1029/2021GB007162
- 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
- The Southern Ocean carbon sink has been overestimated in the past three decades G. Zhong et al. 10.1038/s43247-024-01566-6
- 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
- Variability of North Atlantic CO<sub>2</sub> fluxes for the 2000–2017 period estimated from atmospheric inverse analyses Z. Chen et al. 10.5194/bg-18-4549-2021
- Recent Trends and Variability in the Oceanic Storage of Dissolved Inorganic Carbon L. Keppler et al. 10.1029/2022GB007677
- Detecting Regional Modes of Variability in Observation‐Based Surface Ocean pCO2 P. Landschützer et al. 10.1029/2018GL081756
- Skillful multiyear predictions of ocean acidification in the California Current System R. Brady et al. 10.1038/s41467-020-15722-x
- Observation system simulation experiments in the Atlantic Ocean for enhanced surface ocean <i>p</i>CO<sub>2</sub> reconstructions A. Denvil-Sommer et al. 10.5194/os-17-1011-2021
- 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
- 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
- The seasonal cycle of <i>p</i>CO<sub>2</sub> and CO<sub>2</sub> fluxes in the Southern Ocean: diagnosing anomalies in CMIP5 Earth system models N. Mongwe et al. 10.5194/bg-15-2851-2018
- 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
- Deep learning and process understanding for data-driven Earth system science M. Reichstein et al. 10.1038/s41586-019-0912-1
- 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
- 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
- Deep neural networks for global wildfire susceptibility modelling G. Zhang et al. 10.1016/j.ecolind.2021.107735
- Seasonality of pCO2 and air-sea CO2 fluxes in the Central Labrador Sea R. Arruda et al. 10.3389/fmars.2024.1472697
- Quantifying Errors in Observationally Based Estimates of Ocean Carbon Sink Variability L. Gloege et al. 10.1029/2020GB006788
- A global monthly climatology of total alkalinity: a neural network approach D. Broullón et al. 10.5194/essd-11-1109-2019
- 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
- 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
- Multi-faceted particle pumps drive carbon sequestration in the ocean P. Boyd et al. 10.1038/s41586-019-1098-2
- Subsurface temperature estimation from remote sensing data using a clustering-neural network method W. Lu et al. 10.1016/j.rse.2019.04.009
- A detectable change in the air-sea CO2 flux estimate from sailboat measurements J. Behncke et al. 10.1038/s41598-024-53159-0
- Uncovering the world’s largest carbon sink—a profile of ocean carbon sinks research Q. Wang et al. 10.1007/s11356-024-32161-z
- Enhancement of the North Atlantic CO<sub>2</sub> sink by Arctic Waters J. Olafsson et al. 10.5194/bg-18-1689-2021
- 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
- Data-based estimates of the ocean carbon sink variability – first results of the Surface Ocean <i>p</i>CO<sub>2</sub> Mapping intercomparison (SOCOM) C. Rödenbeck et al. 10.5194/bg-12-7251-2015
- Observation‐Based Trends of the Southern Ocean Carbon Sink R. Ritter et al. 10.1002/2017GL074837
- 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
- Machine Learning‐Based Model for Real‐Time GNSS Precipitable Water Vapor Sensing Y. Zheng et al. 10.1029/2021GL096408
- Observed amplification of the seasonal CO2 cycle at the Southern Ocean Time Series E. Shadwick et al. 10.3389/fmars.2023.1281854
- 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
- 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
- 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
- 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
- Enhanced ocean CO2 uptake due to near-surface temperature gradients D. Ford et al. 10.1038/s41561-024-01570-7
- Dynamic prediction of global monthly burned area with hybrid deep neural networks G. Zhang et al. 10.1002/eap.2610
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