Skip to main content
OCADSAccess DataA novel sea surface partial pressure of carbon dioxide (pCO2) data product for the global coastal ocean resolving trends over the 1982-2020 period NDP-110

NDP-110 (2023)

NCEI Accession 0279118 Data and Documentation Files

A novel sea surface partial pressure of carbon dioxide (pCO2) data product for the global coastal ocean resolving trends over the 1982-2020 period (NCEI Accession 0279118)

Alizée Roobaert1,2, Pierre Regnier1, Peter Landschützer2, Goulven G. Laruelle1

Prepared by Alex Kozyr3

1Department of Geosciences, Environment & Society-BGEOSYS, Université Libre de Bruxelles, Belgium
2Flanders Marine Institute (VLIZ), Ostend, Belgium
3National Centers for Environmental Information, National Oceanic and Atmospheric Administration, 1315 East-West Highway, Silver Spring, MD 20910-3282

image

Abstract

This dataset contains continuous monthly maps of sea surface partial pressure of CO2 (pCO2) in the coastal ocean from 1982 to 2020. This product is an updated version of the coastal product of Laruelle et al. (2017) and has been created using a 2-step Self Organizing Maps (SOM) and Feed Forward Network (FFN) method and uses ~ 18 million direct observations from the latest release of the Surface Ocean CO2 database (SOCATv2022, Bakker et al., 2014, 2022). In a first step, the global coastal ocean is divided into 10 biogeochemical provinces using SOM, which group regions with similar environmental properties. Then, for each province, the FFN algorithm reconstructs nonlinear relationships between a set of environmental variables (e.g., sea surface temperature, salinity...) and the observed pCO2. These relationships are then used to perform the spatiotemporal pCO2 extrapolation in regions and time periods where data are lacking. The output consists of continuous monthly pCO2 maps for the coastal ocean, with a spatial resolution of 0.25°, covering the 1982-2020 period. Additionally, this new coastal pCO2 product is used to generate a new coastal air-sea CO2 exchange (FCO2) product for each grid cell at the monthly time scale from 1982 to 2020 using the following equation: FCO2=k∙K0∙∆pCO2∙(1-ice) where FCO2 represents the coastal air-sea CO2 exchange (in mol C m-2 yr-1). By convention a positive FCO2 value corresponds to a CO2 source for the atmosphere. ∆pCO2 represents the difference between the oceanic pCO2 and the atmospheric pCO2 (in atm). K0 (mol C m-3 atm-1) represents the CO2 solubility in sea water which is a function of SST and SSS following the equation of Weiss et al. (1974). k represents the gas exchange transfer velocity (m yr-1) which is a function of the second moment of the wind speed and is calculated using the equation of Ho et al. (2011) and the Schmidt number based on the equation of Wanninkhof et al. (2014). The sea-ice coverage is represented by the term ice and has no units.

Please cite this data set as:

Roobaert, Alizée; Regnier, Pierre; Landschützer, Peter; Laruelle, Goulven G. (2023). A novel sea surface partial pressure of carbon dioxide (pCO2) data product for the global coastal ocean resolving trends over the 1982-2020 period (NCEI Accession 0279118). NOAA National Centers for Environmental Information. Dataset. https://doi.org/10.25921/4sde-p068.

Content:

ULB-SOM-FFN-coastalv2.nc

The netcdf file contains:

• lat: latitude in degrees North (89.875°S – 89.875°N with 0.25° resolution).
• lon: longitude in degrees East (179.875°W-179.875°E with 0.25° resolution).
• time: time in seconds since 2000-01-01-00:00 (monthly resolution).
• fco2: air-sea CO2 flux density (FCO2, in mol C m-2 yr-1).
• pco2: sea surface partial pressure of CO2 (pCO2, in μatm).
• dpco2: delta pCO2 (ΔpCO2, in μatm) calculated as the CO2 partial pressure difference between atmosphere and the raw surface ocean partial pressure and used to calculate the air-sea CO2 exchange. The atmospheric pCO2 is calculated from the dry air mixing ratio of CO2 (xCO2) provided by the NOAA Marine Boundary Layer reference product (https://www.esrl.noaa.gov/gmd/ccgg/mbl/) assuming 100 % humidity at the air-sea interface (following calculation specified in Dickson et al., 2007) and using the NCEP reanalysis total pressure at sea level (Kalnay et al., 1996).
• mask: coastal mask defined as "global coastal mask that excludes estuaries and inland water bodies while its outer limit is set 300 km away from the shoreline leading to a total surface area of 77 million km²" (see Laruelle et al., 2017).
• surface: surface area (in km²).
• k: gas exchange transfer velocity (k, in m yr-1, 0.251*wind_speed_second_moment*((sc./660)^(-0.5))*87.6581277).
• sol: CO2 solubility (K0, in mol m-3 atm-1). K0 is calculated using the equation of Weiss et al. (2007) with the monthly means of the daily NOAA OI SST V2 (Reynolds et al., 2007) and of the daily Hadley center EN4 SSS (Good et al., 2013).
• ice: sea-ice coverage (ice, no units) calculated as the monthly mean of the daily 0.25° dataset of Reynolds et al. (2007).
• wind_speed_second_moment: second moment of the wind speed (in m2 yr-2) from the global atmospheric reanalysis ERA-interim wind product (Dee et al., 2011).
• sc: schmidt number (no units).
	

Reference:

Bakker, D. C. E., Pfeil, B., Smith, K., Hankin, S., Olsen, A., Alin, S. R., Cosca, C., Harasawa, S., Kozyr, A., Nojiri, Y., O’Brien, K. M., Schuster, U., Telszewski, M., Tilbrook, B., Wada, C., Akl, J., Barbero, L., Bates, N. R., Boutin, J., … Watson, A. J. (2014). An update to the surface ocean CO2 atlas (SOCAT version 2). Earth System Science Data, 6(1), 69–90. https://doi.org/10.5194/essd-6-69-2014.
Bakker, D. C., Alin, S. R., Becker, M., Bittig, H. C., Castaño-Primo, R., Feely, R. A., ... & Wilson, D. (2022). Surface Ocean CO2 Atlas Database Version 2022 (SOCATv2022) (NCEI Accession 0253659).
Dee, D. P., Uppala, S. M., Simmons, A. J., Berrisford, P., Poli, P., Kobayashi, S., Andrae, U., Balmaseda, M. A., Balsamo, G., Bauer, P., Bechtold, P., Beljaars, A. C. M., van de Berg, L., Bidlot, J., Bormann, N., Delsol, C., Dragani, R., Fuentes, M., Geer, A. J., … Vitart, F. (2011). The ERA-Interim reanalysis: Configuration and performance of the data assimilation system. Quarterly Journal of the Royal Meteorological Society, 137(656), 553–597. https://doi.org/10.1002/qj.828
Dickson, A. G., Sabine, C. L., & Christian, J. R. (2007). Guide to best practices for ocean CO2 measurements. PICES Special Publication 3, 3(8), 191. https://doi.org/10.1159/000331784
Good, S. A., Martin, M. J., & Rayner, N. A. (2013). EN4: Quality controlled ocean temperature and salinity profiles and monthly objective analyses with uncertainty estimates. Journal of Geophysical Research: Oceans, 118(12), 6704–6716. https://doi.org/10.1002/2013JC009067.
Ho, D. T., Wanninkhof, R., Schlosser, P., Ullman, D. S., Hebert, D., & Sullivan, K. F. (2011). Toward a universal relationship between wind speed and gas exchange: Gas transfer velocities measured with 3He/SF6 during the Southern Ocean Gas Exchange Experiment. Journal of Geophysical Research: Oceans, 116(7), C00F04. https://doi.org/10.1029/2010JC006854.
Kalnay, E., Kanamitsu, M., Kistler, R., Collins, W., Deaven, D., Gandin, L., Iredell, M., Saha, S., White, G., Woollen, J., Zhu, Y., Chelliah, M., Ebisuzaki, W., Higgins, W., Janowiak, J., Mo, K. C., Ropelewski, C., Wang, J., Leetmaa, A., … Joseph, D. (1996). The NCEP/NCAR 40-year reanalysis project. Bulletin of the American Meteorological Society, 77(3), 437–471. https://doi.org/10.1175/1520-0477(1996)0772.0.CO;
Laruelle, G. G., Landschützer, P., Gruber, N., Tison, J. L., Delille, B., & Regnier, P. (2017). Global high-resolution monthly pCO2 climatology for the coastal ocean derived from neural network interpolation. Biogeosciences, 14(19), 4545–4561. https://doi.org/10.5194/bg-14-4545-2017.
Reynolds, R. W., Smith, T. M., Liu, C., Chelton, D. B., Casey, K. S., & Schlax, M. G. (2007). Daily high-resolution-blended analyses for sea surface temperature. Journal of Climate, 20(22), 5473–5496. https://doi.org/10.1175/2007JCLI1824.1.
Wanninkhof, R. (2014). Relationship between wind speed and gas exchange over the ocean revisited. Limnology and Oceanography: Methods, 12(C5), 351–362. https://doi.org/10.1029/92JC00188.
Weiss, R. F. (1974). Carbon dioxide in water and seawater: the solubility of a non-ideal gas. Marine Chemistry, 2(3), 203–215. https://doi.org/10.1016/0304-4203(74)90015-2.	
Last modified: 2023-11-02T17:30:18Z