Uncertainty Quantification of Extratropical Forest Biomass in CMIP5 Models over the Northern Hemisphere
Abstract
Abstract Simplified representations of processes influencing forest biomass in Earth system models (ESMs) contribute to large uncertainty in projections. We evaluate forest biomass from eight ESMs outputs archived in the Coupled Model Intercomparison Project Phase 5 (CMIP5) using the biomass data synthesized from radar remote sensing and ground-based observations across northern extratropical latitudes. ESMs exhibit large biases in the forest distribution, forest fraction, and mass of carbon pools that contribute to uncertainty in forest total biomass (biases range from −20 Pg C to 135 Pg C). Forest total biomass is primarily positively correlated with precipitation variations, with surface temperature becoming equally important at higher latitudes, in both simulations and observations. Relatively small differences in forest biomass between the pre-industrial period and the contemporary period indicate uncertainties in forest biomass were introduced in the pre-industrial model equilibration (spin-up), suggesting parametric or structural model differences are a larger source of uncertainty than differences in transient responses. Our findings emphasize the importance of improved (1) models of carbon allocation to biomass compartments, (2) distribution of vegetation types in models, and (3) reproduction of pre-industrial vegetation conditions, in order to reduce the uncertainty in forest biomass simulated by ESMs.
- Authors:
- Publication Date:
- Research Org.:
- Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF)
- Sponsoring Org.:
- USDOE Office of Science (SC)
- OSTI Identifier:
- 1460139
- Alternate Identifier(s):
- OSTI ID: 1464025
- Grant/Contract Number:
- AC05-00OR22725
- Resource Type:
- Published Article
- Journal Name:
- Scientific Reports
- Additional Journal Information:
- Journal Name: Scientific Reports Journal Volume: 8 Journal Issue: 1; Journal ID: ISSN 2045-2322
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United Kingdom
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES
Citation Formats
Yang, Cheng-En, Mao, Jiafu, Hoffman, Forrest M., Ricciuto, Daniel M., Fu, Joshua S., Jones, Chris D., and Thurner, Martin. Uncertainty Quantification of Extratropical Forest Biomass in CMIP5 Models over the Northern Hemisphere. United Kingdom: N. p., 2018.
Web. doi:10.1038/s41598-018-29227-7.
Yang, Cheng-En, Mao, Jiafu, Hoffman, Forrest M., Ricciuto, Daniel M., Fu, Joshua S., Jones, Chris D., & Thurner, Martin. Uncertainty Quantification of Extratropical Forest Biomass in CMIP5 Models over the Northern Hemisphere. United Kingdom. https://doi.org/10.1038/s41598-018-29227-7
Yang, Cheng-En, Mao, Jiafu, Hoffman, Forrest M., Ricciuto, Daniel M., Fu, Joshua S., Jones, Chris D., and Thurner, Martin. Thu .
"Uncertainty Quantification of Extratropical Forest Biomass in CMIP5 Models over the Northern Hemisphere". United Kingdom. https://doi.org/10.1038/s41598-018-29227-7.
@article{osti_1460139,
title = {Uncertainty Quantification of Extratropical Forest Biomass in CMIP5 Models over the Northern Hemisphere},
author = {Yang, Cheng-En and Mao, Jiafu and Hoffman, Forrest M. and Ricciuto, Daniel M. and Fu, Joshua S. and Jones, Chris D. and Thurner, Martin},
abstractNote = {Abstract Simplified representations of processes influencing forest biomass in Earth system models (ESMs) contribute to large uncertainty in projections. We evaluate forest biomass from eight ESMs outputs archived in the Coupled Model Intercomparison Project Phase 5 (CMIP5) using the biomass data synthesized from radar remote sensing and ground-based observations across northern extratropical latitudes. ESMs exhibit large biases in the forest distribution, forest fraction, and mass of carbon pools that contribute to uncertainty in forest total biomass (biases range from −20 Pg C to 135 Pg C). Forest total biomass is primarily positively correlated with precipitation variations, with surface temperature becoming equally important at higher latitudes, in both simulations and observations. Relatively small differences in forest biomass between the pre-industrial period and the contemporary period indicate uncertainties in forest biomass were introduced in the pre-industrial model equilibration (spin-up), suggesting parametric or structural model differences are a larger source of uncertainty than differences in transient responses. Our findings emphasize the importance of improved (1) models of carbon allocation to biomass compartments, (2) distribution of vegetation types in models, and (3) reproduction of pre-industrial vegetation conditions, in order to reduce the uncertainty in forest biomass simulated by ESMs.},
doi = {10.1038/s41598-018-29227-7},
journal = {Scientific Reports},
number = 1,
volume = 8,
place = {United Kingdom},
year = {Thu Jul 19 00:00:00 EDT 2018},
month = {Thu Jul 19 00:00:00 EDT 2018}
}
https://doi.org/10.1038/s41598-018-29227-7
Web of Science
Works referenced in this record:
Linking plant and ecosystem functional biogeography
journal, September 2014
- Reichstein, M.; Bahn, M.; Mahecha, M. D.
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 38
Carbon stock and density of northern boreal and temperate forests: Carbon stock and density of boreal and temperate forests
journal, October 2013
- Thurner, Martin; Beer, Christian; Santoro, Maurizio
- Global Ecology and Biogeography, Vol. 23, Issue 3
A Continuous Satellite-Derived Measure of Global Terrestrial Primary Production
journal, January 2004
- Running, Steven W.; Nemani, Ramakrishna R.; Heinsch, Faith Ann
- BioScience, Vol. 54, Issue 6
Carbon Sequestration in Forests and Soils
journal, August 2012
- Sedjo, Roger; Sohngen, Brent
- Annual Review of Resource Economics, Vol. 4, Issue 1
Drought impact on forest carbon dynamics and fluxes in Amazonia
journal, March 2015
- Doughty, Christopher E.; Metcalfe, D. B.; Girardin, C. A. J.
- Nature, Vol. 519, Issue 7541
Effects of climate extremes on the terrestrial carbon cycle: concepts, processes and potential future impacts
journal, May 2015
- Frank, Dorothea; Reichstein, Markus; Bahn, Michael
- Global Change Biology, Vol. 21, Issue 8
The status and challenge of global fire modelling
journal, January 2016
- Hantson, Stijn; Arneth, Almut; Harrison, Sandy P.
- Biogeosciences, Vol. 13, Issue 11
Carbon residence time dominates uncertainty in terrestrial vegetation responses to future climate and atmospheric CO 2
journal, December 2013
- Friend, Andrew D.; Lucht, Wolfgang; Rademacher, Tim T.
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 9
An Overview of CMIP5 and the Experiment Design
journal, April 2012
- Taylor, Karl E.; Stouffer, Ronald J.; Meehl, Gerald A.
- Bulletin of the American Meteorological Society, Vol. 93, Issue 4
2016 International Land Model Benchmarking (ILAMB) Workshop Report
report, April 2017
- Hoffman, Forrest M.; Koven, Charles D.; Keppel-Aleks, Gretchen
Global Carbon Budget 2016
journal, January 2016
- Le Quéré, Corinne; Andrew, Robbie M.; Canadell, Josep G.
- Earth System Science Data, Vol. 8, Issue 2
High-Resolution Global Maps of 21st-Century Forest Cover Change
journal, November 2013
- Hansen, M. C.; Potapov, P. V.; Moore, R.
- Science, Vol. 342, Issue 6160
Forests, carbon and global climate
journal, June 2002
- Malhi, Yadvinder; Meir, Patrick; Brown, Sandra
- Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences, Vol. 360, Issue 1797
Summarizing multiple aspects of model performance in a single diagram
journal, April 2001
- Taylor, Karl E.
- Journal of Geophysical Research: Atmospheres, Vol. 106, Issue D7
Retrieval of growing stock volume in boreal forest using hyper-temporal series of Envisat ASAR ScanSAR backscatter measurements
journal, February 2011
- Santoro, Maurizio; Beer, Christian; Cartus, Oliver
- Remote Sensing of Environment, Vol. 115, Issue 2
The spatial distribution of forest biomass in the Brazilian Amazon: a comparison of estimates
journal, October 2001
- Houghton, R. A.; Lawrence, K. T.; Hackler, J. L.
- Global Change Biology, Vol. 7, Issue 7
Quantifying the relative importance of land cover change from climate and land use in the representative concentration pathways: LAND COVER CHANGE: CLIMATE VERSUS LAND USE
journal, June 2015
- Davies-Barnard, T.; Valdes, P. J.; Singarayer, J. S.
- Global Biogeochemical Cycles, Vol. 29, Issue 6
Large-scale variation in boreal and temperate forest carbon turnover rate related to climate: Climate-Related Forest C Turnover Rate
journal, May 2016
- Thurner, Martin; Beer, Christian; Carvalhais, Nuno
- Geophysical Research Letters, Vol. 43, Issue 9
Plant functional type mapping for earth system models
journal, January 2011
- Poulter, B.; Ciais, P.; Hodson, E.
- Geoscientific Model Development, Vol. 4, Issue 4
A framework for benchmarking land models
journal, January 2012
- Luo, Y. Q.; Randerson, J. T.; Abramowitz, G.
- Biogeosciences, Vol. 9, Issue 10
A Large and Persistent Carbon Sink in the World's Forests
journal, July 2011
- Pan, Y.; Birdsey, R. A.; Fang, J.
- Science, Vol. 333, Issue 6045
Benchmark map of forest carbon stocks in tropical regions across three continents
journal, May 2011
- Saatchi, S. S.; Harris, N. L.; Brown, S.
- Proceedings of the National Academy of Sciences, Vol. 108, Issue 24
Linking models and data on vegetation structure: LINKING MODELS AND DATA
journal, June 2010
- Hurtt, G. C.; Fisk, J.; Thomas, R. Q.
- Journal of Geophysical Research: Biogeosciences, Vol. 115, Issue G2
Can the uncertainty of full carbon accounting of forest ecosystems be made acceptable to policymakers?
journal, July 2010
- Shvidenko, Anatoly; Schepaschenko, Dmitry; McCallum, Ian
- Climatic Change, Vol. 103, Issue 1-2
Observed allocations of productivity and biomass, and turnover times in tropical forests are not accurately represented in CMIP5 Earth system models
journal, June 2015
- Negrón-Juárez, Robinson I.; Koven, Charles D.; Riley, William J.
- Environmental Research Letters, Vol. 10, Issue 6
Responses of Grassland Production to Single and Multiple Global Environmental Changes
journal, August 2005
- Dukes, Jeffrey S.; Chiariello, Nona R.; Cleland, Elsa E.
- PLoS Biology, Vol. 3, Issue 10
Carbon allocation in forest ecosystems
journal, October 2007
- Litton, Creighton M.; Raich, James W.; Ryan, Michael G.
- Global Change Biology, Vol. 13, Issue 10
Forest growing stock volume of the northern hemisphere: Spatially explicit estimates for 2010 derived from Envisat ASAR
journal, October 2015
- Santoro, Maurizio; Beaudoin, André; Beer, Christian
- Remote Sensing of Environment, Vol. 168
Ecosystem carbon loss with woody plant invasion of grasslands
journal, August 2002
- Jackson, Robert B.; Banner, Jay L.; Jobbágy, Esteban G.
- Nature, Vol. 418, Issue 6898
Invasive grass reduces aboveground carbon stocks in shrublands of the Western US
journal, October 2006
- Bradley, Bethany A.; Houghton, R. A.; Mustard, John F.
- Global Change Biology, Vol. 12, Issue 10
Systematic assessment of terrestrial biogeochemistry in coupled climate-carbon models
journal, October 2009
- Randerson, James T.; Hoffman, Forrest M.; Thornton, Peter E.
- Global Change Biology, Vol. 15, Issue 10
Analysis of daily, monthly, and annual burned area using the fourth-generation global fire emissions database (GFED4): ANALYSIS OF BURNED AREA
journal, March 2013
- Giglio, Louis; Randerson, James T.; van der Werf, Guido R.
- Journal of Geophysical Research: Biogeosciences, Vol. 118, Issue 1
Observing terrestrial ecosystems and the carbon cycle from space
journal, February 2015
- Schimel, David; Pavlick, Ryan; Fisher, Joshua B.
- Global Change Biology, Vol. 21, Issue 5
Vegetation demographics in Earth System Models: A review of progress and priorities
journal, October 2017
- Fisher, Rosie A.; Koven, Charles D.; Anderegg, William R. L.
- Global Change Biology, Vol. 24, Issue 1
Improving land surface models with FLUXNET data
journal, January 2009
- Williams, M.; Richardson, A. D.; Reichstein, M.
- Biogeosciences, Vol. 6, Issue 7
Evaluating the Community Land Model in a pine stand with shading manipulations and 13 CO 2 labeling
journal, January 2016
- Mao, J.; Ricciuto, D. M.; Thornton, P. E.
- Biogeosciences, Vol. 13, Issue 3
Response of microbial decomposition to spin-up explains CMIP5 soil carbon range until 2100
journal, January 2014
- Exbrayat, J. -F.; Pitman, A. J.; Abramowitz, G.
- Geoscientific Model Development, Vol. 7, Issue 6
TRY - a global database of plant traits: TRY - A GLOBAL DATABASE OF PLANT TRAITS
journal, June 2011
- Kattge, J.; DÍAz, S.; Lavorel, S.
- Global Change Biology, Vol. 17, Issue 9
The Vertical Distribution of soil Organic Carbon and its Relation to Climate and Vegetation
journal, April 2000
- Jobbágy, Esteban G.; Jackson, Robert B.
- Ecological Applications, Vol. 10, Issue 2
Estimated carbon dioxide emissions from tropical deforestation improved by carbon-density maps
journal, January 2012
- Baccini, A.; Goetz, S. J.; Walker, W. S.
- Nature Climate Change, Vol. 2, Issue 3
Evaluation of the terrestrial carbon cycle, future plant geography and climate-carbon cycle feedbacks using five Dynamic Global Vegetation Models (DGVMs)
journal, September 2008
- Sitch, S.; Huntingford, C.; Gedney, N.
- Global Change Biology, Vol. 14, Issue 9
Where does the carbon go? A model-data intercomparison of vegetation carbon allocation and turnover processes at two temperate forest free-air CO 2 enrichment sites
journal, May 2014
- De Kauwe, Martin G.; Medlyn, Belinda E.; Zaehle, Sönke
- New Phytologist, Vol. 203, Issue 3
Allocation trade-offs dominate the response of tropical forest growth to seasonal and interannual drought
journal, August 2014
- Doughty, Christopher E.; Malhi, Yadvinder; Araujo-Murakami, Alejandro
- Ecology, Vol. 95, Issue 8
Widespread Increase of Tree Mortality Rates in the Western United States
journal, January 2009
- van Mantgem, P. J.; Stephenson, N. L.; Byrne, J. C.
- Science, Vol. 323, Issue 5913
Regional aboveground forest biomass using airborne and spaceborne LiDAR in Québec
journal, October 2008
- Boudreau, J.; Nelson, R.; Margolis, H.
- Remote Sensing of Environment, Vol. 112, Issue 10
Taking off the training wheels: the properties of a dynamic vegetation model without climate envelopes, CLM4.5(ED)
journal, January 2015
- Fisher, R. A.; Muszala, S.; Verteinstein, M.
- Geoscientific Model Development, Vol. 8, Issue 11
Evaluation of climate-related carbon turnover processes in global vegetation models for boreal and temperate forests
journal, April 2017
- Thurner, Martin; Beer, Christian; Ciais, Philippe
- Global Change Biology, Vol. 23, Issue 8
Global estimates of boreal forest carbon stocks and flux
journal, May 2015
- Bradshaw, Corey J. A.; Warkentin, Ian G.
- Global and Planetary Change, Vol. 128
Modeling carbon allocation in trees: a search for principles
journal, January 2012
- Franklin, O.; Johansson, J.; Dewar, R. C.
- Tree Physiology, Vol. 32, Issue 6
A Method for Scaling Vegetation Dynamics: the Ecosystem Demography Model (ed)
journal, November 2001
- Moorcroft, P. R.; Hurtt, G. C.; Pacala, S. W.
- Ecological Monographs, Vol. 71, Issue 4
Effects of biotic disturbances on forest carbon cycling in the United States and Canada
journal, October 2011
- Hicke, Jeffrey A.; Allen, Craig D.; Desai, Ankur R.
- Global Change Biology, Vol. 18, Issue 1
Mechanistic scaling of ecosystem function and dynamics in space and time: Ecosystem Demography model version 2
journal, January 2009
- Medvigy, D.; Wofsy, S. C.; Munger, J. W.
- Journal of Geophysical Research, Vol. 114, Issue G1
Toward an allocation scheme for global terrestrial carbon models
journal, October 1999
- Friedlingstein, P.; Joel, G.; Field, C. B.
- Global Change Biology, Vol. 5, Issue 7
Consistent Land- and Atmosphere-Based U.S. Carbon Sink Estimates
journal, June 2001
- Pacala, S. W.
- Science, Vol. 292, Issue 5525
Distribution of aboveground live biomass in the Amazon basin: AGLB IN THE AMAZON BASIN
journal, January 2007
- Saatchi, S. S.; Houghton, R. A.; Dos Santos AlvalÁ, R. C.
- Global Change Biology, Vol. 13, Issue 4