Predicting near-term variability in ocean carbon uptake
Abstract
Abstract. Interannual variations in air–sea fluxes of carbon dioxide (CO2) impact the global carbon cycle and climate system, and previous studies suggest that these variations may be predictable in the near term (from a year to a decade in advance). Here, we quantify and understand the sources of near-term predictability and predictive skill in air–sea CO2 flux on global and regional scales by analyzing output from a novel set of retrospective decadal forecasts of an Earth system model. These forecasts exhibit the potential to predict year-to-year variations in the globally integrated air–sea CO2 flux several years in advance, as indicated by the high correlation of the forecasts with a model reconstruction of past CO2 flux evolution. This potential predictability exceeds that obtained solely from foreknowledge of variations in external forcing or a simple persistence forecast, with the longest-lasting forecast enhancement in the subantarctic Southern Ocean and the northern North Atlantic. Potential predictability in CO2 flux variations is largely driven by predictability in the surface ocean partial pressure of CO2, which itself is a function of predictability in surface ocean dissolved inorganic carbon and alkalinity. The potential predictability, however, is not realized as predictive skill, as indicated by the moderate to lowmore »
- Authors:
- Publication Date:
- Research Org.:
- Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States). National Energy Research Scientific Computing Center (NERSC); Univ. of California, Oakland, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC)
- OSTI Identifier:
- 1491919
- Alternate Identifier(s):
- OSTI ID: 1544103
- Grant/Contract Number:
- AC02-05CH11231
- Resource Type:
- Published Article
- Journal Name:
- Earth System Dynamics (Online)
- Additional Journal Information:
- Journal Name: Earth System Dynamics (Online) Journal Volume: 10 Journal Issue: 1; Journal ID: ISSN 2190-4987
- Publisher:
- Copernicus Publications, EGU
- Country of Publication:
- Germany
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; Geology
Citation Formats
Lovenduski, Nicole S., Yeager, Stephen G., Lindsay, Keith, and Long, Matthew C. Predicting near-term variability in ocean carbon uptake. Germany: N. p., 2019.
Web. doi:10.5194/esd-10-45-2019.
Lovenduski, Nicole S., Yeager, Stephen G., Lindsay, Keith, & Long, Matthew C. Predicting near-term variability in ocean carbon uptake. Germany. https://doi.org/10.5194/esd-10-45-2019
Lovenduski, Nicole S., Yeager, Stephen G., Lindsay, Keith, and Long, Matthew C. Thu .
"Predicting near-term variability in ocean carbon uptake". Germany. https://doi.org/10.5194/esd-10-45-2019.
@article{osti_1491919,
title = {Predicting near-term variability in ocean carbon uptake},
author = {Lovenduski, Nicole S. and Yeager, Stephen G. and Lindsay, Keith and Long, Matthew C.},
abstractNote = {Abstract. Interannual variations in air–sea fluxes of carbon dioxide (CO2) impact the global carbon cycle and climate system, and previous studies suggest that these variations may be predictable in the near term (from a year to a decade in advance). Here, we quantify and understand the sources of near-term predictability and predictive skill in air–sea CO2 flux on global and regional scales by analyzing output from a novel set of retrospective decadal forecasts of an Earth system model. These forecasts exhibit the potential to predict year-to-year variations in the globally integrated air–sea CO2 flux several years in advance, as indicated by the high correlation of the forecasts with a model reconstruction of past CO2 flux evolution. This potential predictability exceeds that obtained solely from foreknowledge of variations in external forcing or a simple persistence forecast, with the longest-lasting forecast enhancement in the subantarctic Southern Ocean and the northern North Atlantic. Potential predictability in CO2 flux variations is largely driven by predictability in the surface ocean partial pressure of CO2, which itself is a function of predictability in surface ocean dissolved inorganic carbon and alkalinity. The potential predictability, however, is not realized as predictive skill, as indicated by the moderate to low correlation of the forecasts with an observationally based CO2 flux product. Nevertheless, our results suggest that year-to-year variations in ocean carbon uptake have the potential to be predicted well in advance and establish a precedent for forecasting air–sea CO2 flux in the near future.},
doi = {10.5194/esd-10-45-2019},
journal = {Earth System Dynamics (Online)},
number = 1,
volume = 10,
place = {Germany},
year = {Thu Jan 24 00:00:00 EST 2019},
month = {Thu Jan 24 00:00:00 EST 2019}
}
https://doi.org/10.5194/esd-10-45-2019
Web of Science
Works referenced in this record:
Recent evidence for a strengthening CO 2 sink in the Southern Ocean from carbonate system measurements in the Drake Passage (2002–2015)
journal, September 2015
- Munro, David R.; Lovenduski, Nicole S.; Takahashi, Taro
- Geophysical Research Letters, Vol. 42, Issue 18
Global ocean carbon uptake: magnitude, variability and trends
journal, January 2013
- Wanninkhof, R.; Park, G. -H.; Takahashi, T.
- Biogeosciences, Vol. 10, Issue 3
The CCSM4 Ocean Component
journal, March 2012
- Danabasoglu, Gokhan; Bates, Susan C.; Briegleb, Bruce P.
- Journal of Climate, Vol. 25, Issue 5
Recent acceleration of the sea surface f CO 2 growth rate in the North Atlantic subpolar gyre (1993-2008) revealed by winter observations : SEA SURFACE
journal, October 2010
- Metzl, Nicolas; Corbière, Antoine; Reverdin, Gilles
- Global Biogeochemical Cycles, Vol. 24, Issue 4
Sea-to-air CO 2 flux from 1948 to 2003: A model study : SEA-TO-AIR CO
journal, April 2005
- Wetzel, P.; Winguth, A.; Maier-Reimer, E.
- Global Biogeochemical Cycles, Vol. 19, Issue 2
Southern Ocean carbon trends: Sensitivity to methods: SOUTHERN OCEAN CARBON TRENDS
journal, October 2014
- Fay, Amanda R.; McKinley, Galen A.; Lovenduski, Nicole S.
- Geophysical Research Letters, Vol. 41, Issue 19
Observing multidecadal trends in Southern Ocean CO 2 uptake: What can we learn from an ocean model?
journal, April 2015
- Lovenduski, Nicole S.; Fay, Amanda R.; McKinley, Galen A.
- Global Biogeochemical Cycles, Vol. 29, Issue 4
Natural Variability in a Stable, 1000-Yr Global Coupled Climate–Carbon Cycle Simulation
journal, July 2006
- Doney, Scott C.; Lindsay, Keith; Fung, Inez
- Journal of Climate, Vol. 19, Issue 13
Natural variability in the surface ocean carbonate ion concentration
journal, January 2015
- Lovenduski, N. S.; Long, M. C.; Lindsay, K.
- Biogeosciences, Vol. 12, Issue 21
Decadal Climate Prediction: An Update from the Trenches
journal, February 2014
- Meehl, Gerald A.; Goddard, Lisa; Boer, George
- Bulletin of the American Meteorological Society, Vol. 95, Issue 2
A multi-decade record of high-quality f CO 2 data in version 3 of the Surface Ocean CO 2 Atlas (SOCAT)
journal, January 2016
- Bakker, Dorothee C. E.; Pfeil, Benjamin; Landa, Camilla S.
- Earth System Science Data, Vol. 8, Issue 2
The Variable Southern Ocean Carbon Sink
journal, January 2019
- Gruber, Nicolas; Landschützer, Peter; Lovenduski, Nicole S.
- Annual Review of Marine Science, Vol. 11, Issue 1
Enhanced CO 2 outgassing in the Southern Ocean from a positive phase of the Southern Annular Mode : SAM AND SOUTHERN OCEAN CO
journal, June 2007
- Lovenduski, Nicole S.; Gruber, Nicolas; Doney, Scott C.
- Global Biogeochemical Cycles, Vol. 21, Issue 2
Timescales for detection of trends in the ocean carbon sink
journal, February 2016
- McKinley, Galen A.; Pilcher, Darren J.; Fay, Amanda R.
- Nature, Vol. 530, Issue 7591
Natural Variability and Anthropogenic Trends in the Ocean Carbon Sink
journal, January 2017
- McKinley, Galen A.; Fay, Amanda R.; Lovenduski, Nicole S.
- Annual Review of Marine Science, Vol. 9, Issue 1
Assessing the Decadal Predictability of Land and Ocean Carbon Uptake
journal, March 2018
- Séférian, Roland; Berthet, Sarah; Chevallier, Matthieu
- Geophysical Research Letters, Vol. 45, Issue 5
Sedimentary and mineral dust sources of dissolved iron to the world ocean
journal, January 2008
- Moore, J. K.; Braucher, O.
- Biogeosciences, Vol. 5, Issue 3
Decadal predictability and forecast skill
journal, March 2013
- Boer, G. J.; Kharin, V. V.; Merryfield, W. J.
- Climate Dynamics, Vol. 41, Issue 7-8
Advancing decadal-scale climate prediction in the North Atlantic sector
journal, May 2008
- Keenlyside, N. S.; Latif, M.; Jungclaus, J.
- Nature, Vol. 453, Issue 7191
Trends in the North Atlantic carbon sink: 1992-2006: TRENDS IN THE NORTH ATLANTIC CARBON SINK
journal, October 2009
- Ullman, David J.; McKinley, Galen A.; Bennington, Val
- Global Biogeochemical Cycles, Vol. 23, Issue 4
Changes in the North Atlantic Oscillation influence CO 2 uptake in the North Atlantic over the past 2 decades : CO
journal, December 2008
- Thomas, Helmuth; Friederike Prowe, A. E.; Lima, Ivan D.
- Global Biogeochemical Cycles, Vol. 22, Issue 4
Initialized decadal predictions of the rapid warming of the North Atlantic Ocean in the mid 1990s: PREDICTIONS OF 1990s ATLANTIC WARMING
journal, October 2012
- Robson, J. I.; Sutton, R. T.; Smith, D. M.
- Geophysical Research Letters, Vol. 39, Issue 19
Decadal Prediction: Can It Be Skillful?
journal, October 2009
- Meehl, Gerald A.; Goddard, Lisa; Murphy, James
- Bulletin of the American Meteorological Society, Vol. 90, Issue 10
The Community Earth System Model (CESM) Large Ensemble Project: A Community Resource for Studying Climate Change in the Presence of Internal Climate Variability
journal, August 2015
- Kay, J. E.; Deser, C.; Phillips, A.
- Bulletin of the American Meteorological Society, Vol. 96, Issue 8
Upper ocean ecosystem dynamics and iron cycling in a global three-dimensional model: GLOBAL ECOSYSTEM-BIOGEOCHEMICAL MODEL
journal, December 2004
- Moore, J. Keith; Doney, Scott C.; Lindsay, Keith
- Global Biogeochemical Cycles, Vol. 18, Issue 4
Current and Future Decadal Trends in the Oceanic Carbon Uptake Are Dominated by Internal Variability
journal, January 2018
- Li, Hongmei; Ilyina, Tatiana
- Geophysical Research Letters, Vol. 45, Issue 2
Partitioning uncertainty in ocean carbon uptake projections: Internal variability, emission scenario, and model structure: OCEAN CARBON UPTAKE PROJECTIONS
journal, September 2016
- Lovenduski, Nicole S.; McKinley, Galen A.; Fay, Amanda R.
- Global Biogeochemical Cycles, Vol. 30, Issue 9
Seasonally different carbon flux changes in the Southern Ocean in response to the southern annular mode: SAM-RELATED CARBON FLUX CHANGES
journal, December 2013
- Hauck, J.; Völker, C.; Wang, T.
- Global Biogeochemical Cycles, Vol. 27, Issue 4
Sea–air CO 2 fluxes in the Southern Ocean for the period 1990–2009
journal, January 2013
- Lenton, A.; Tilbrook, B.; Law, R. M.
- Biogeosciences, Vol. 10, Issue 6
Natural variability of CO 2 and O 2 fluxes: What can we learn from centuries-long climate models simulations?
journal, January 2015
- Resplandy, L.; Séférian, R.; Bopp, L.
- Journal of Geophysical Research: Oceans, Vol. 120, Issue 1
Recent Progress in Understanding and Predicting Atlantic Decadal Climate Variability
journal, April 2017
- Yeager, S. G.; Robson, J. I.
- Current Climate Change Reports, Vol. 3, Issue 2
Global Carbon Budget 2017
journal, January 2018
- Le Quéré, Corinne; Andrew, Robbie M.; Friedlingstein, Pierre
- Earth System Science Data, Vol. 10, Issue 1
The Community Earth System Model: A Framework for Collaborative Research
journal, September 2013
- Hurrell, James W.; Holland, M. M.; Gent, P. R.
- Bulletin of the American Meteorological Society, Vol. 94, Issue 9
Improved Surface Temperature Prediction for the Coming Decade from a Global Climate Model
journal, August 2007
- Smith, D. M.; Cusack, S.; Colman, A. W.
- Science, Vol. 317, Issue 5839
Climate impacts on multidecadal p CO 2 variability in the North Atlantic: 1948–2009
journal, January 2016
- Breeden, Melissa L.; McKinley, Galen A.
- Biogeosciences, Vol. 13, Issue 11
The Decadal Climate Prediction Project (DCPP) contribution to CMIP6
journal, January 2016
- Boer, George J.; Smith, Douglas M.; Cassou, Christophe
- Geoscientific Model Development, Vol. 9, Issue 10
Mechanisms governing interannual variability in upper-ocean inorganic carbon system and air–sea CO2 fluxes: Physical climate and atmospheric dust
journal, April 2009
- Doney, Scott C.; Lima, Ivan; Feely, Richard A.
- Deep Sea Research Part II: Topical Studies in Oceanography, Vol. 56, Issue 8-10
Finding forced trends in oceanic oxygen: TRENDS IN DISSOLVED OXYGEN
journal, February 2016
- Long, Matthew C.; Deutsch, Curtis; Ito, Taka
- Global Biogeochemical Cycles, Vol. 30, Issue 2
Predicting Near-Term Changes in the Earth System: A Large Ensemble of Initialized Decadal Prediction Simulations Using the Community Earth System Model
journal, September 2018
- Yeager, S. G.; Danabasoglu, G.; Rosenbloom, N. A.
- Bulletin of the American Meteorological Society, Vol. 99, Issue 9
Decadal variations and trends of the global ocean carbon sink
journal, October 2016
- Landschützer, Peter; Gruber, Nicolas; Bakker, Dorothee C. E.
- Global Biogeochemical Cycles, Vol. 30, Issue 10, p. 1396-1417
Data-based estimates of the ocean carbon sink variability – first results of the Surface Ocean p CO 2 Mapping intercomparison (SOCOM)
journal, January 2015
- Rödenbeck, C.; Bakker, D. C. E.; Gruber, N.
- Biogeosciences, Vol. 12, Issue 23
A Decadal Prediction Case Study: Late Twentieth-Century North Atlantic Ocean Heat Content
journal, August 2012
- Yeager, Stephen; Karspeck, Alicia; Danabasoglu, Gokhan
- Journal of Climate, Vol. 25, Issue 15
The Variable and Changing Southern Ocean Silicate Front: Insights From the CESM Large Ensemble
journal, May 2018
- Freeman, Natalie M.; Lovenduski, Nicole S.; Munro, David R.
- Global Biogeochemical Cycles, Vol. 32, Issue 5
Decadal predictions of the North Atlantic CO2 uptake
journal, March 2016
- Li, Hongmei; Ilyina, Tatiana; Müller, Wolfgang A.
- Nature Communications, Vol. 7, Issue 1
The CCSM4 Land Simulation, 1850–2005: Assessment of Surface Climate and New Capabilities
journal, April 2012
- Lawrence, David M.; Oleson, Keith W.; Flanner, Mark G.
- Journal of Climate, Vol. 25, Issue 7
Global open-ocean biomes: mean and temporal variability
journal, January 2014
- Fay, A. R.; McKinley, G. A.
- Earth System Science Data, Vol. 6, Issue 2
Predicted slowdown in the rate of Atlantic sea ice loss: PREDICTED RATE OF SEA ICE LOSS
journal, December 2015
- Yeager, Stephen G.; Karspeck, Alicia R.; Danabasoglu, Gokhan
- Geophysical Research Letters, Vol. 42, Issue 24
Role of the Southern Annular Mode (SAM) in Southern Ocean CO 2 uptake : SAM AND SOUTHERN OCEAN CO
journal, May 2007
- Lenton, Andrew; Matear, Richard J.
- Global Biogeochemical Cycles, Vol. 21, Issue 2
Multi-decadal trends in the advection and mixing of natural carbon in the Southern Ocean: SOUTHERN OCEAN CARBON TRENDS
journal, January 2013
- Lovenduski, Nicole S.; Long, Matthew C.; Gent, Peter R.
- Geophysical Research Letters, Vol. 40, Issue 1
Avoidable impacts of ocean warming on marine primary production: Insights from the CESM ensembles: AVOIDABLE IMPACTS OF OCEAN WARMING
journal, January 2017
- Krumhardt, Kristen M.; Lovenduski, Nicole S.; Long, Matthew C.
- Global Biogeochemical Cycles, Vol. 31, Issue 1
The reinvigoration of the Southern Ocean carbon sink
journal, September 2015
- Landschützer, Peter; Gruber, Nicolas; Haumann, F. Alexander
- Science, Vol. 349, Issue 6253
Variability of primary production and air-sea CO 2 flux in the Southern Ocean : MODELED VARIATIONS AND TRENDS
journal, January 2012
- Wang, Shanlin; Moore, J. Keith
- Global Biogeochemical Cycles, Vol. 26, Issue 1
Carbon dioxide and oxygen fluxes in the Southern Ocean: Mechanisms of interannual variability: SOUTHERN OCEAN CARBON AND OXYGEN FLUXES
journal, May 2007
- Verdy, A.; Dutkiewicz, S.; Follows, M. J.
- Global Biogeochemical Cycles, Vol. 21, Issue 2