Articles | Volume 11, issue 3
https://doi.org/10.5194/essd-11-1109-2019
© Author(s) 2019. 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-11-1109-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
31 Jul 2019
| 31 Jul 2019
A global monthly climatology of total alkalinity: 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
Climate Research, Allégaten 70, 5007 Bergen, Norway
Taro Takahashi
Lamont-Doherty Earth Observatory of Columbia University, Palisades, NY 10964, USA
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
Melchor González-Dávila
Instituto de Oceanografía y Cambio Global, IOCAG, Universidad de Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
Emil Jeansson
Uni Research Climate, Bjerknes Centre for Climate Research,
Jahnebakken 5, 5007 Bergen, Norway
Alex Kozyr
NOAA National Centers for Environmental Information, 1315 East-West
Hwy Silver Spring, MD 20910, USA
Steven M. A. C. van Heuven
Faculty of Science and Engineering, Isotope Research – Energy and
Sustainability Research Institute Groningen, University of Groningen,
Nijenborgh 6, 9747 AG Groningen, the Netherlands
Viewed
Total article views: 6,180 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 26 Oct 2018)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 4,691 | 1,333 | 156 | 6,180 | 469 | 151 | 132 |
- HTML: 4,691
- PDF: 1,333
- XML: 156
- Total: 6,180
- Supplement: 469
- BibTeX: 151
- EndNote: 132
Total article views: 4,994 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 31 Jul 2019)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 3,947 | 913 | 134 | 4,994 | 294 | 132 | 113 |
- HTML: 3,947
- PDF: 913
- XML: 134
- Total: 4,994
- Supplement: 294
- BibTeX: 132
- EndNote: 113
Total article views: 1,186 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 26 Oct 2018)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 744 | 420 | 22 | 1,186 | 175 | 19 | 19 |
- HTML: 744
- PDF: 420
- XML: 22
- Total: 1,186
- Supplement: 175
- BibTeX: 19
- EndNote: 19
Viewed (geographical distribution)
Total article views: 6,180 (including HTML, PDF, and XML)
Thereof 5,418 with geography defined
and 762 with unknown origin.
Total article views: 4,994 (including HTML, PDF, and XML)
Thereof 4,318 with geography defined
and 676 with unknown origin.
Total article views: 1,186 (including HTML, PDF, and XML)
Thereof 1,100 with geography defined
and 86 with unknown origin.
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
Cited
34 citations as recorded by crossref.
- Tidal impacts on air-sea CO2 exchange on the North-West European shelf J. Kossack et al. 10.3389/fmars.2024.1406896
- Global ocean carbon uptake enhanced by rainfall L. Parc et al. 10.1038/s41561-024-01517-y
- A Regional Neural Network Approach to Estimate Water-Column Nutrient Concentrations and Carbonate System Variables in the Mediterranean Sea: CANYON-MED M. Fourrier et al. 10.3389/fmars.2020.00620
- Improved estimation of global surface ocean total alkalinity fields using in-situ and satellite observations I. Shaik et al. 10.1080/2150704X.2024.2391091
- Long-term trends of pH, alkalinity, and hydrogen ion concentration in an upwelling-dominated coastal ecosystem: Ría de Vigo, NW Spain S. Cameselle et al. 10.1038/s41598-024-68694-z
- 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
- An observing system simulation experiment for Indian Ocean surface pCO2 measurements V. Valsala et al. 10.1016/j.pocean.2021.102570
- 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
- Current Trends of Analytical Techniques for Total Alkalinity Measurement in Water Samples: A Review M. Ahmad et al. 10.1080/10408347.2023.2199432
- Enhance Ocean Carbon Observations: Successful Implementation of a Novel Autonomous Total Alkalinity Analyzer on a Ship of Opportunity K. Seelmann et al. 10.3389/fmars.2020.571301
- Seasonal Carbon Dynamics in the Near‐Global Ocean L. Keppler et al. 10.1029/2020GB006571
- A Neural Network-Based Analysis of the Seasonal Variability of Surface Total Alkalinity on the East China Sea Shelf X. Li et al. 10.3389/fmars.2020.00219
- Recent Trends and Variability in the Oceanic Storage of Dissolved Inorganic Carbon L. Keppler et al. 10.1029/2022GB007677
- 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
- The Possible Effect of Seawater Total Alkalinity on Lightning Flash Intensity—An Experimental Approach J. Silverman et al. 10.1029/2021GL093654
- Storms drive outgassing of CO2 in the subpolar Southern Ocean S. Nicholson et al. 10.1038/s41467-021-27780-w
- Global trends of ocean CO2 sink and ocean acidification: an observation-based reconstruction of surface ocean inorganic carbon variables Y. Iida et al. 10.1007/s10872-020-00571-5
- 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
- Precipitation‐Induced Reduction in Surface Ocean pCO2: Observations From the Eastern Tropical Pacific Ocean D. Ho & J. Schanze 10.1029/2020GL088252
- A global monthly climatology of oceanic total dissolved inorganic carbon: a neural network approach D. Broullón et al. 10.5194/essd-12-1725-2020
- pH trends and seasonal cycle in the coastal Balearic Sea reconstructed through machine learning S. Flecha et al. 10.1038/s41598-022-17253-5
- 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
- Robust Estimates of the Total Alkalinity From Satellite Oceanographic Data in the Global Ocean K. Krishna & P. Shanmugam 10.1109/ACCESS.2023.3271516
- 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
- New and updated global empirical seawater property estimation routines B. Carter et al. 10.1002/lom3.10461
- Decadal Trends in the Oceanic Storage of Anthropogenic Carbon From 1994 to 2014 J. Müller et al. 10.1029/2023AV000875
- Contrasting drivers and trends of ocean acidification in the subarctic Atlantic F. Pérez et al. 10.1038/s41598-021-93324-3
- Predicting Carbonate Chemistry on the Northwest Atlantic Shelf Using Neural Networks I. Lima et al. 10.1029/2023JG007536
- CMEMS-LSCE: a global, 0.25°, monthly reconstruction of the surface ocean carbonate system T. Chau et al. 10.5194/essd-16-121-2024
- Enhancement of the North Atlantic CO<sub>2</sub> sink by Arctic Waters J. Olafsson et al. 10.5194/bg-18-1689-2021
- Carbon Dynamics Along the Seine River Network: Insight From a Coupled Estuarine/River Modeling Approach G. Laruelle et al. 10.3389/fmars.2019.00216
- A global monthly climatology of total alkalinity: a neural network approach D. Broullón et al. 10.5194/essd-11-1109-2019
32 citations as recorded by crossref.
- Tidal impacts on air-sea CO2 exchange on the North-West European shelf J. Kossack et al. 10.3389/fmars.2024.1406896
- Global ocean carbon uptake enhanced by rainfall L. Parc et al. 10.1038/s41561-024-01517-y
- A Regional Neural Network Approach to Estimate Water-Column Nutrient Concentrations and Carbonate System Variables in the Mediterranean Sea: CANYON-MED M. Fourrier et al. 10.3389/fmars.2020.00620
- Improved estimation of global surface ocean total alkalinity fields using in-situ and satellite observations I. Shaik et al. 10.1080/2150704X.2024.2391091
- Long-term trends of pH, alkalinity, and hydrogen ion concentration in an upwelling-dominated coastal ecosystem: Ría de Vigo, NW Spain S. Cameselle et al. 10.1038/s41598-024-68694-z
- 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
- An observing system simulation experiment for Indian Ocean surface pCO2 measurements V. Valsala et al. 10.1016/j.pocean.2021.102570
- 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
- Current Trends of Analytical Techniques for Total Alkalinity Measurement in Water Samples: A Review M. Ahmad et al. 10.1080/10408347.2023.2199432
- Enhance Ocean Carbon Observations: Successful Implementation of a Novel Autonomous Total Alkalinity Analyzer on a Ship of Opportunity K. Seelmann et al. 10.3389/fmars.2020.571301
- Seasonal Carbon Dynamics in the Near‐Global Ocean L. Keppler et al. 10.1029/2020GB006571
- A Neural Network-Based Analysis of the Seasonal Variability of Surface Total Alkalinity on the East China Sea Shelf X. Li et al. 10.3389/fmars.2020.00219
- Recent Trends and Variability in the Oceanic Storage of Dissolved Inorganic Carbon L. Keppler et al. 10.1029/2022GB007677
- 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
- The Possible Effect of Seawater Total Alkalinity on Lightning Flash Intensity—An Experimental Approach J. Silverman et al. 10.1029/2021GL093654
- Storms drive outgassing of CO2 in the subpolar Southern Ocean S. Nicholson et al. 10.1038/s41467-021-27780-w
- Global trends of ocean CO2 sink and ocean acidification: an observation-based reconstruction of surface ocean inorganic carbon variables Y. Iida et al. 10.1007/s10872-020-00571-5
- 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
- Precipitation‐Induced Reduction in Surface Ocean pCO2: Observations From the Eastern Tropical Pacific Ocean D. Ho & J. Schanze 10.1029/2020GL088252
- A global monthly climatology of oceanic total dissolved inorganic carbon: a neural network approach D. Broullón et al. 10.5194/essd-12-1725-2020
- pH trends and seasonal cycle in the coastal Balearic Sea reconstructed through machine learning S. Flecha et al. 10.1038/s41598-022-17253-5
- 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
- Robust Estimates of the Total Alkalinity From Satellite Oceanographic Data in the Global Ocean K. Krishna & P. Shanmugam 10.1109/ACCESS.2023.3271516
- 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
- New and updated global empirical seawater property estimation routines B. Carter et al. 10.1002/lom3.10461
- Decadal Trends in the Oceanic Storage of Anthropogenic Carbon From 1994 to 2014 J. Müller et al. 10.1029/2023AV000875
- Contrasting drivers and trends of ocean acidification in the subarctic Atlantic F. Pérez et al. 10.1038/s41598-021-93324-3
- Predicting Carbonate Chemistry on the Northwest Atlantic Shelf Using Neural Networks I. Lima et al. 10.1029/2023JG007536
- CMEMS-LSCE: a global, 0.25°, monthly reconstruction of the surface ocean carbonate system T. Chau et al. 10.5194/essd-16-121-2024
- Enhancement of the North Atlantic CO<sub>2</sub> sink by Arctic Waters J. Olafsson et al. 10.5194/bg-18-1689-2021
2 citations as recorded by crossref.
Latest update: 06 Jan 2025
Short summary
In this work, we are contributing to the knowledge of the consequences of climate change in the ocean. We have focused on a variable related to this process: total alkalinity. We have designed a monthly climatology of total alkalinity using artificial intelligence techniques, that is, a representation of the average capacity of the ocean in the last decades to decelerate the consequences of climate change. The climatology is especially useful to infer the evolution of the ocean through models.
In this work, we are contributing to the knowledge of the consequences of climate change in the...
Altmetrics
Final-revised paper
Preprint