Articles | Volume 12, issue 3
https://doi.org/10.5194/essd-12-1725-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/essd-12-1725-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Data description paper
| 
05 Aug 2020
Data description paper |
| 05 Aug 2020
| 05 Aug 2020
A global monthly climatology of oceanic total dissolved inorganic carbon: a neural network approach
Daniel Broullón
CORRESPONDING AUTHOR
Instituto de Investigaciones Marinas, CSIC, Eduardo Cabello 6, 36208
Vigo, Spain
Fiz F. Pérez
Instituto de Investigaciones Marinas, CSIC, Eduardo Cabello 6, 36208
Vigo, Spain
Antón Velo
Instituto de Investigaciones Marinas, CSIC, Eduardo Cabello 6, 36208
Vigo, Spain
Mario Hoppema
Alfred Wegener Institute Helmholtz Centre for Polar and Marine
Research, Postfach 120161, 27515 Bremerhaven, Germany
Are Olsen
Geophysical Institute, University of Bergen and Bjerknes Centre for
Climte Research, Allégaten 70, 5007 Bergen, Norway
Taro Takahashi
Lamont–Doherty Earth Observatory of Columbia University, Palisades, NY
10964, USA
deceased
Robert M. Key
Atmospheric and Oceanic Sciences, Princeton University, 300 Forrestal
Road, Sayre Hall, Princeton, NJ 08544, USA
Toste Tanhua
GEOMAR Helmholtz Centre for Ocean Research Kiel, Düsternbrooker
Weg 20, 24105 Kiel, Germany
J. Magdalena Santana-Casiano
Instituto de Oceanografía y Cambio Global, IOCAG, Universidad de
Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
Alex Kozyr
NOAA National Centers for Environmental Information, 1315 East-West
Hwy Silver Spring, MD 20910, USA
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- New and updated global empirical seawater property estimation routines B. Carter et al. 10.1002/lom3.10461
- Drivers of Marine CO2‐Carbonate Chemistry in the Northern Antarctic Peninsula M. Santos‐Andrade et al. 10.1029/2022GB007518
- Fingerprint of Climate Change on Southern Ocean Carbon Storage R. Wright et al. 10.1029/2022GB007596
- A vision for FAIR ocean data products T. Tanhua et al. 10.1038/s43247-021-00209-4
- Machine-learning based approach to examine ecological processes influencing the diversity of riverine dissolved organic matter composition M. Müller et al. 10.3389/frwa.2024.1379284
- Quantifying Net Community Production and Calcification at Station ALOHA Near Hawai'i: Insights and Limitations From a Dual Tracer Carbon Budget Approach L. Knor et al. 10.1029/2022GB007672
- Sailing through the southern seas of air–sea CO 2 flux uncertainty P. Landschützer et al. 10.1098/rsta.2022.0064
- Seasonal Carbon Dynamics in the Near‐Global Ocean L. Keppler et al. 10.1029/2020GB006571
- Recent Trends and Variability in the Oceanic Storage of Dissolved Inorganic Carbon L. Keppler et al. 10.1029/2022GB007677
- Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model C. Boteler et al. 10.1029/2022JC019483
- Decadal Trends in the Oceanic Storage of Anthropogenic Carbon From 1994 to 2014 J. Müller et al. 10.1029/2023AV000875
- Constraining carbon and sulfur dynamics in Lake Erie nearshore waters: A chemical and isotopic reconnaissance study F. Yuan et al. 10.1016/j.jglr.2023.07.005
- Controls on the Boundary Between Thermally and Non‐Thermally Driven pCO2 Regimes in the South Pacific C. Prend et al. 10.1029/2021GL095797
- Estimation of Spatiotemporal Variability of Global Surface Ocean DIC Fields Using Ocean Color Remote Sensing Data I. Shaik et al. 10.1109/TGRS.2024.3390179
- The increasing big gap of carbon sink between the western and eastern Pacific in the last three decades G. Zhong et al. 10.3389/fmars.2022.1088181
- Seasonal Variability of the Surface Ocean Carbon Cycle: A Synthesis K. Rodgers et al. 10.1029/2023GB007798
- Storms drive outgassing of CO2 in the subpolar Southern Ocean S. Nicholson et al. 10.1038/s41467-021-27780-w
- The impact of the South-East Madagascar Bloom on the oceanic CO<sub>2</sub> sink N. Metzl et al. 10.5194/bg-19-1451-2022
- Summer trends and drivers of sea surface fCO<sub>2</sub> and pH changes observed in the southern Indian Ocean over the last two decades (1998–2019) C. Leseurre et al. 10.5194/bg-19-2599-2022
- A synthesis of ocean total alkalinity and dissolved inorganic carbon measurements from 1993 to 2022: the SNAPO-CO2-v1 dataset N. Metzl et al. 10.5194/essd-16-89-2024
- A Numerical reassessment of the Gulf of Mexico carbon system in connection with the Mississippi River and global ocean L. Zhang & Z. Xue 10.5194/bg-19-4589-2022
22 citations as recorded by crossref.
- Mechanisms and drivers controlling spatio-temporal evolution of pCO2 and air-sea CO2 fluxes in the southern Java coastal upwelling system K. Chakraborty et al. 10.1016/j.ecss.2023.108509
- 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
- New and updated global empirical seawater property estimation routines B. Carter et al. 10.1002/lom3.10461
- Drivers of Marine CO2‐Carbonate Chemistry in the Northern Antarctic Peninsula M. Santos‐Andrade et al. 10.1029/2022GB007518
- Fingerprint of Climate Change on Southern Ocean Carbon Storage R. Wright et al. 10.1029/2022GB007596
- A vision for FAIR ocean data products T. Tanhua et al. 10.1038/s43247-021-00209-4
- Machine-learning based approach to examine ecological processes influencing the diversity of riverine dissolved organic matter composition M. Müller et al. 10.3389/frwa.2024.1379284
- Quantifying Net Community Production and Calcification at Station ALOHA Near Hawai'i: Insights and Limitations From a Dual Tracer Carbon Budget Approach L. Knor et al. 10.1029/2022GB007672
- Sailing through the southern seas of air–sea CO 2 flux uncertainty P. Landschützer et al. 10.1098/rsta.2022.0064
- Seasonal Carbon Dynamics in the Near‐Global Ocean L. Keppler et al. 10.1029/2020GB006571
- Recent Trends and Variability in the Oceanic Storage of Dissolved Inorganic Carbon L. Keppler et al. 10.1029/2022GB007677
- Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model C. Boteler et al. 10.1029/2022JC019483
- Decadal Trends in the Oceanic Storage of Anthropogenic Carbon From 1994 to 2014 J. Müller et al. 10.1029/2023AV000875
- Constraining carbon and sulfur dynamics in Lake Erie nearshore waters: A chemical and isotopic reconnaissance study F. Yuan et al. 10.1016/j.jglr.2023.07.005
- Controls on the Boundary Between Thermally and Non‐Thermally Driven pCO2 Regimes in the South Pacific C. Prend et al. 10.1029/2021GL095797
- Estimation of Spatiotemporal Variability of Global Surface Ocean DIC Fields Using Ocean Color Remote Sensing Data I. Shaik et al. 10.1109/TGRS.2024.3390179
- The increasing big gap of carbon sink between the western and eastern Pacific in the last three decades G. Zhong et al. 10.3389/fmars.2022.1088181
- Seasonal Variability of the Surface Ocean Carbon Cycle: A Synthesis K. Rodgers et al. 10.1029/2023GB007798
- Storms drive outgassing of CO2 in the subpolar Southern Ocean S. Nicholson et al. 10.1038/s41467-021-27780-w
- The impact of the South-East Madagascar Bloom on the oceanic CO<sub>2</sub> sink N. Metzl et al. 10.5194/bg-19-1451-2022
- Summer trends and drivers of sea surface fCO<sub>2</sub> and pH changes observed in the southern Indian Ocean over the last two decades (1998–2019) C. Leseurre et al. 10.5194/bg-19-2599-2022
- A synthesis of ocean total alkalinity and dissolved inorganic carbon measurements from 1993 to 2022: the SNAPO-CO2-v1 dataset N. Metzl et al. 10.5194/essd-16-89-2024
Latest update: 29 Jun 2024
Short summary
This work offers a vision of the global ocean regarding the carbon cycle and the implications of ocean acidification through a climatology of a changing variable in the context of climate change: total dissolved inorganic carbon. The climatology was designed through artificial intelligence techniques to represent the mean state of the present ocean. It is very useful to introduce in models to evaluate the state of the ocean from different perspectives.
This work offers a vision of the global ocean regarding the carbon cycle and the implications of...
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