Anticipating global terrestrial ecosystem state change using FLUXNET
Abstract
Abstract Ecosystems can be characterized as complex systems that traverse a variety of functional and structural states in response to changing bioclimatic forcings. A central challenge of global change biology is the robust empirical description of these states and state transitions. An ecosystem's functional state can be empirically described using Process Networks (PN) that use timeseries observations to determine the strength of process‐level functional couplings between ecosystem components. A globally extensive source of in‐situ observations of terrestrial ecosystem dynamics is the FLUXNET eddy‐covariance network that provides standardized observations of micrometeorology and carbon, water, and energy flux dynamics. We employ the LaThuile FLUXNET synthesis dataset to delineate each month's functional state for 204 sites, yielding the LaThuile PN version 1.0 database that describes the strength of an ecosystem's functional couplings from air temperature and precipitation to carbon fluxes during each site‐month. Then we calculate the elasticity of these couplings to seasonal scale forcings: air temperature, precipitation, solar radiation, and phenophase. Finally, we train artificial neural networks to extrapolate these elasticities from 204 sites to the globe, yielding maps of the estimated functional elasticity of every terrestrial ecosystem's functional states to changing seasonal bioclimatic forcings. These maps provide theoretically novel resource thatmore »
- Authors:
-
- Univ. of Nebraska, Lincoln, NE (United States)
- Northern Arizona Univ., Flagstaff, AZ (United States)
- National Center for AgroMeteorology, Seoul (South Korea)
- Arizona State Univ., Tempe, AZ (United States)
- Publication Date:
- Research Org.:
- Oregon State Univ., Corvallis, OR (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER)
- OSTI Identifier:
- 1609578
- Alternate Identifier(s):
- OSTI ID: 1508860
- Grant/Contract Number:
- FG02-04ER63911; FG02-04ER63917
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Global Change Biology
- Additional Journal Information:
- Journal Volume: 25; Journal Issue: 7; Journal ID: ISSN 1354-1013
- Publisher:
- Wiley
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES; biodiversity & conservation; environmental sciences & ecology; eddy covariance; temperature; precipitation; radiation; phenology; functional elasticity; structural state; process network; information flow; FLUXNET
Citation Formats
Yu, Rong, Ruddell, Benjamin L., Kang, Minseok, Kim, Joon, and Childers, Dan. Anticipating global terrestrial ecosystem state change using FLUXNET. United States: N. p., 2019.
Web. doi:10.1111/gcb.14602.
Yu, Rong, Ruddell, Benjamin L., Kang, Minseok, Kim, Joon, & Childers, Dan. Anticipating global terrestrial ecosystem state change using FLUXNET. United States. https://doi.org/10.1111/gcb.14602
Yu, Rong, Ruddell, Benjamin L., Kang, Minseok, Kim, Joon, and Childers, Dan. Fri .
"Anticipating global terrestrial ecosystem state change using FLUXNET". United States. https://doi.org/10.1111/gcb.14602. https://www.osti.gov/servlets/purl/1609578.
@article{osti_1609578,
title = {Anticipating global terrestrial ecosystem state change using FLUXNET},
author = {Yu, Rong and Ruddell, Benjamin L. and Kang, Minseok and Kim, Joon and Childers, Dan},
abstractNote = {Abstract Ecosystems can be characterized as complex systems that traverse a variety of functional and structural states in response to changing bioclimatic forcings. A central challenge of global change biology is the robust empirical description of these states and state transitions. An ecosystem's functional state can be empirically described using Process Networks (PN) that use timeseries observations to determine the strength of process‐level functional couplings between ecosystem components. A globally extensive source of in‐situ observations of terrestrial ecosystem dynamics is the FLUXNET eddy‐covariance network that provides standardized observations of micrometeorology and carbon, water, and energy flux dynamics. We employ the LaThuile FLUXNET synthesis dataset to delineate each month's functional state for 204 sites, yielding the LaThuile PN version 1.0 database that describes the strength of an ecosystem's functional couplings from air temperature and precipitation to carbon fluxes during each site‐month. Then we calculate the elasticity of these couplings to seasonal scale forcings: air temperature, precipitation, solar radiation, and phenophase. Finally, we train artificial neural networks to extrapolate these elasticities from 204 sites to the globe, yielding maps of the estimated functional elasticity of every terrestrial ecosystem's functional states to changing seasonal bioclimatic forcings. These maps provide theoretically novel resource that can be used to anticipate ecological state transitions in response to climate change and to validate process‐based models of ecological change. These elasticity maps show that each ecosystem can be expected to respond uniquely to changing forcings. Tropical forests, hot deserts, savannas, and high elevations are most elastic to climate change, and elasticity of ecosystems to seasonal air temperature is on average an order of magnitude higher than elasticity to other bioclimatic forcings. We also observed a reasonable amount of moderate relationships between functional elasticity and structural state change across different ecosystems.},
doi = {10.1111/gcb.14602},
journal = {Global Change Biology},
number = 7,
volume = 25,
place = {United States},
year = {Fri Feb 22 00:00:00 EST 2019},
month = {Fri Feb 22 00:00:00 EST 2019}
}
Web of Science
Works referenced in this record:
Investigating soil moisture–climate interactions in a changing climate: A review
journal, May 2010
- Seneviratne, Sonia I.; Corti, Thierry; Davin, Edouard L.
- Earth-Science Reviews, Vol. 99, Issue 3-4
A Mathematical Theory of Communication
journal, July 1948
- Shannon, C. E.
- Bell System Technical Journal, Vol. 27, Issue 3
The impacts of climate change on ecosystem structure and function
journal, November 2013
- Grimm, Nancy B.; Chapin, F. Stuart; Bierwagen, Britta
- Frontiers in Ecology and the Environment, Vol. 11, Issue 9
Critical slowing down as an indicator of transitions in two-species models
journal, March 2009
- Chisholm, Ryan A.; Filotas, Elise
- Journal of Theoretical Biology, Vol. 257, Issue 1
Applying Information Theory in the Geosciences to Quantify Process Uncertainty, Feedback, Scale
journal, January 2013
- Ruddell, Benjamin L.; Brunsell, Nathaniel A.; Stoy, Paul
- Eos, Transactions American Geophysical Union, Vol. 94, Issue 5
Evaluation of ecosystem dynamics, plant geography and terrestrial carbon cycling in the LPJ dynamic global vegetation model
journal, February 2003
- Sitch, S.; Smith, B.; Prentice, I. C.
- Global Change Biology, Vol. 9, Issue 2
Identifying scale-emergent, nonlinear, asynchronous processes of wetland methane exchange: IDENTIFYING METHANE EXCHANGE PROCESSES
journal, January 2016
- Sturtevant, Cove; Ruddell, Benjamin L.; Knox, Sara Helen
- Journal of Geophysical Research: Biogeosciences, Vol. 121, Issue 1
Managing land and climate
journal, April 2014
- Baldocchi, Dennis
- Nature Climate Change, Vol. 4, Issue 5
Estimating information entropy for hydrological data: One-dimensional case
journal, June 2014
- Gong, Wei; Yang, Dawen; Gupta, Hoshin V.
- Water Resources Research, Vol. 50, Issue 6
Vegetation dynamics on rangelands: a critique of the current paradigms
journal, August 2003
- Briske, D. D.; Fuhlendorf, S. D.; Smeins, F. E.
- Journal of Applied Ecology, Vol. 40, Issue 4
Future battlegrounds for conservation under global change
journal, February 2008
- Lee, Tien Ming; Jetz, Walter
- Proceedings of the Royal Society B: Biological Sciences, Vol. 275, Issue 1640
Ecohydrologic process networks: 1. Identification: ECOHYDROLOGIC PROCESS NETWORKS, 1
journal, March 2009
- Ruddell, Benjamin L.; Kumar, Praveen
- Water Resources Research, Vol. 45, Issue 3
A Global Terrestrial Monitoring Network Integrating Tower Fluxes, Flask Sampling, Ecosystem Modeling and EOS Satellite Data
journal, October 1999
- Running, S. W.; Baldocchi, D. D.; Turner, D. P.
- Remote Sensing of Environment, Vol. 70, Issue 1
Changes in Ecosystem Structure and Function Along a Chronosequence of Restored Grasslands
journal, December 2002
- Baer, S. G.; Kitchen, D. J.; Blair, J. M.
- Ecological Applications, Vol. 12, Issue 6
The changing Amazon forest
journal, February 2008
- Phillips, Oliver L.; Lewis, Simon L.; Baker, Timothy R.
- Philosophical Transactions of the Royal Society B: Biological Sciences, Vol. 363, Issue 1498
Application of artificial neural networks in global climate change and ecological research: An overview
journal, December 2010
- Liu, ZeLin; Peng, ChangHui; Xiang, WenHua
- Chinese Science Bulletin, Vol. 55, Issue 34
Community and ecosystem responses to recent climate change
journal, July 2010
- Walther, Gian-Reto
- Philosophical Transactions of the Royal Society B: Biological Sciences, Vol. 365, Issue 1549
Methods for Detecting Early Warnings of Critical Transitions in Time Series Illustrated Using Simulated Ecological Data
journal, July 2012
- Dakos, Vasilis; Carpenter, Stephen R.; Brock, William A.
- PLoS ONE, Vol. 7, Issue 7
Identifying CO2 advection on a hill slope using information flow
journal, January 2017
- Kang, Minseok; Ruddell, Benjamin L.; Cho, Chunho
- Agricultural and Forest Meteorology, Vol. 232
Ecological Forecasts: An Emerging Imperative
journal, July 2001
- Clark, J. S.
- Science, Vol. 293, Issue 5530
Seasonally varied controls of climate and phenophase on terrestrial carbon dynamics: modeling eco-climate system state using Dynamical Process Networks
journal, August 2015
- Ruddell, Benjamin L.; Yu, Rong; Kang, Minseok
- Landscape Ecology, Vol. 31, Issue 1
Early-warning signals for critical transitions
journal, September 2009
- Scheffer, Marten; Bascompte, Jordi; Brock, William A.
- Nature, Vol. 461, Issue 7260
Artificial neural network application for multi-ecosystem carbon flux simulation
journal, December 2005
- Melesse, Assefa M.; Hanley, Rodney S.
- Ecological Modelling, Vol. 189, Issue 3-4
Temporal Information Partitioning Networks (TIPNets): A process network approach to infer ecohydrologic shifts: INFORMATION PARTITIONING NETWORKS
journal, July 2017
- Goodwell, Allison E.; Kumar, Praveen
- Water Resources Research, Vol. 53, Issue 7
Tolerance of riverine plants to flooding and exposure indicated by water regime
journal, January 1999
- Blanch, Stuart J.; Ganf, George G.; Walker, Keith F.
- Regulated Rivers: Research & Management, Vol. 15, Issue 1-3
Global response of terrestrial ecosystem structure and function to CO 2 and climate change: results from six dynamic global vegetation models
journal, April 2001
- Cramer, Wolfgang; Bondeau, Alberte; Woodward, F. Ian
- Global Change Biology, Vol. 7, Issue 4
Critical slowing down as early warning for the onset and termination of depression
journal, December 2013
- van de Leemput, I. A.; Wichers, M.; Cramer, A. O. J.
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 1
Terrestrial Carbon–Cycle Feedback to Climate Warming
journal, December 2007
- Luo, Yiqi
- Annual Review of Ecology, Evolution, and Systematics, Vol. 38, Issue 1
Effects of elevated temperature on multi-species interactions: the case of Pedunculate Oak, Winter Moth and Tits
journal, June 1999
- Buse, A.; Dury, S. J.; Woodburn, R. J. W.
- Functional Ecology, Vol. 13, Issue s1
The impact of gridding artifacts on the local spatial properties of MODIS data: Implications for validation, compositing, and band-to-band registration across resolutions
journal, November 2006
- Tan, B.; Woodcock, C. E.; Hu, J.
- Remote Sensing of Environment, Vol. 105, Issue 2
Generic Indicators of Ecological Resilience: Inferring the Chance of a Critical Transition
journal, December 2015
- Scheffer, Marten; Carpenter, Stephen R.; Dakos, Vasilis
- Annual Review of Ecology, Evolution, and Systematics, Vol. 46, Issue 1
Desertification and a shift of forest species in the West African Sahel
journal, January 2001
- Gonzalez, P.
- Climate Research, Vol. 17
Changing feedbacks in the climate–biosphere system
journal, August 2008
- Chapin, F. Stuart; Randerson, James T.; McGuire, A. David
- Frontiers in Ecology and the Environment, Vol. 6, Issue 6
European phenological response to climate change matches the warming pattern
journal, October 2006
- Menzel, Annette; Sparks, Tim H.; Estrella, Nicole
- Global Change Biology, Vol. 12, Issue 10
Biotic and climatic controls on interannual variability in carbon fluxes across terrestrial ecosystems
journal, June 2015
- Shao, Junjiong; Zhou, Xuhui; Luo, Yiqi
- Agricultural and Forest Meteorology, Vol. 205
Global change and species interactions in terrestrial ecosystems
journal, December 2008
- Tylianakis, Jason M.; Didham, Raphael K.; Bascompte, Jordi
- Ecology Letters, Vol. 11, Issue 12
Developing a continental-scale measure of gross primary production by combining MODIS and AmeriFlux data through Support Vector Machine approach
journal, September 2007
- Yang, Feihua; Ichii, Kazuhito; White, Michael A.
- Remote Sensing of Environment, Vol. 110, Issue 1
Catastrophic regime shifts in ecosystems: linking theory to observation
journal, December 2003
- Scheffer, Marten; Carpenter, Stephen R.
- Trends in Ecology & Evolution, Vol. 18, Issue 12
Tree and forest functioning in response to global warming: Tansley review no. 123
journal, March 2001
- Saxe, Henrik; Cannell, Melvin G. R.; Johnsen, Øystein
- New Phytologist, Vol. 149, Issue 3
Protecting climate with forests
journal, October 2008
- Jackson, Robert B.; Randerson, James T.; Canadell, Josep G.
- Environmental Research Letters, Vol. 3, Issue 4
Ecosystem Service Supply and Vulnerability to Global Change in Europe
journal, November 2005
- Schroter, D.
- Science, Vol. 310, Issue 5752
Anticipating Critical Transitions
journal, October 2012
- Scheffer, M.; Carpenter, S. R.; Lenton, T. M.
- Science, Vol. 338, Issue 6105
Global land change from 1982 to 2016
journal, August 2018
- Song, Xiao-Peng; Hansen, Matthew C.; Stehman, Stephen V.
- Nature, Vol. 560, Issue 7720
A global change-induced biome shift in the Montseny mountains (NE Spain)
journal, February 2003
- Penuelas, Josep; Boada, Marti
- Global Change Biology, Vol. 9, Issue 2
Rising variance: a leading indicator of ecological transition: Variance and ecological transition
journal, January 2006
- Carpenter, S. R.; Brock, W. A.
- Ecology Letters, Vol. 9, Issue 3
Bayesian Regularization of Neural Networks
book, January 2008
- Burden, Frank; Winkler, Dave
- Methods in Molecular Biology™
Global multi-resolution terrain elevation data 2010 (GMTED2010)
report, January 2011
- Danielson, Jeffrey J.; Gesch, Dean B.
- USGS
Coupling dynamic models of climate and vegetation
journal, June 1998
- Foley, Jonathan A.; Levis, Samuel; Prentice, I. Colin
- Global Change Biology, Vol. 4, Issue 5
Rapid shifts in plant distribution with recent climate change
journal, August 2008
- Kelly, A. E.; Goulden, M. L.
- Proceedings of the National Academy of Sciences, Vol. 105, Issue 33
A new assessment of European forests carbon exchanges by eddy fluxes and artificial neural network spatialization
journal, April 2003
- Papale, Dario; Valentini, Riccardo
- Global Change Biology, Vol. 9, Issue 4
Measures of ecosystem structure and function derived from analysis of flows
journal, February 1976
- Finn, John T.
- Journal of Theoretical Biology, Vol. 56, Issue 2
Why Breeding time has not Responded to Selection for Earlier Breeding in a Songbird Population
journal, November 2006
- Gienapp, Phillip; Postma, Erik; Visser, Marcel E.
- Evolution, Vol. 60, Issue 11
A succession of theories: purging redundancy from disturbance theory: Purging redundancy from disturbance theory
journal, November 2014
- Pulsford, Stephanie A.; Lindenmayer, David B.; Driscoll, Don A.
- Biological Reviews, Vol. 91, Issue 1
Information Driven Ecohydrologic Self-Organization
journal, September 2010
- Kumar, Praveen; Ruddell, Benjamin L.
- Entropy, Vol. 12, Issue 10
Committed terrestrial ecosystem changes due to climate change
journal, June 2009
- Jones, Chris; Lowe, Jason; Liddicoat, Spencer
- Nature Geoscience, Vol. 2, Issue 7
Applying an artificial neural network to simulate and predict Chinese fir (Cunninghamia lanceolata) plantation carbon flux in subtropical China
journal, December 2014
- Wen, Xuding; Zhao, Zhonghui; Deng, Xiangwen
- Ecological Modelling, Vol. 294
Turning back from the brink: Detecting an impending regime shift in time to avert it
journal, January 2009
- Biggs, Reinette; Carpenter, Stephen R.; Brock, William A.
- Proceedings of the National Academy of Sciences, Vol. 106, Issue 3
Next-generation dynamic global vegetation models: learning from community ecology
journal, March 2013
- Scheiter, Simon; Langan, Liam; Higgins, Steven I.
- New Phytologist, Vol. 198, Issue 3
Modelling ecological systems in a changing world
journal, January 2012
- Evans, Matthew R.
- Philosophical Transactions of the Royal Society B: Biological Sciences, Vol. 367, Issue 1586
Climate change, adaptation and China's grain production
journal, March 2014
- Zhou, Li; Turvey, Calum G.
- China Economic Review, Vol. 28
Nonequilibrium phase transitions in coordinated biological motion: Critical slowing down and switching time
journal, August 1987
- Scholz, J. P.; Kelso, J. A. S.; Schöner, G.
- Physics Letters A, Vol. 123, Issue 8
Measuring Information Transfer
journal, July 2000
- Schreiber, Thomas
- Physical Review Letters, Vol. 85, Issue 2
Terrestrial carbon cycle affected by non-uniform climate warming
journal, February 2014
- Xia, Jianyang; Chen, Jiquan; Piao, Shilong
- Nature Geoscience, Vol. 7, Issue 3
Artificial neural networks as a tool in ecological modelling, an introduction
journal, August 1999
- Lek, Sovan; Guégan, J. F.
- Ecological Modelling, Vol. 120, Issue 2-3
Ecohydrologic process networks: 2. Analysis and characterization: ECOHYDROLOGIC PROCESS NETWORKS, 2
journal, March 2009
- Ruddell, Benjamin L.; Kumar, Praveen
- Water Resources Research, Vol. 45, Issue 3
Mountain ecosystem response to global change
journal, June 2011
- Löffler, Jörg; Anschlag, Kerstin; Baker, Barry
- Erdkunde, Vol. 65, Issue 2
Forests and Climate Change: Forcings, Feedbacks, and the Climate Benefits of Forests
journal, June 2008
- Bonan, G. B.
- Science, Vol. 320, Issue 5882
Ecosystem heterogeneity determines the ecological resilience of the Amazon to climate change
journal, December 2015
- Levine, Naomi M.; Zhang, Ke; Longo, Marcos
- Proceedings of the National Academy of Sciences, Vol. 113, Issue 3
Modeling plant species distributions under future climates: how fine scale do climate projections need to be?
journal, November 2012
- Franklin, Janet; Davis, Frank W.; Ikegami, Makihiko
- Global Change Biology, Vol. 19, Issue 2
The dominant role of semi-arid ecosystems in the trend and variability of the land CO2 sink
journal, May 2015
- Ahlstrom, A.; Raupach, M. R.; Schurgers, G.
- Science, Vol. 348, Issue 6237
Prediction of Soil Organic Carbon across Different Land-use Patterns
journal, January 2005
- Somaratne, S.; Seneviratne, G.; Coomaraswamy, U.
- Soil Science Society of America Journal, Vol. 69, Issue 5
Investigating the mechanisms responsible for the lack of surface energy balance closure in a central Amazonian tropical rainforest
journal, May 2018
- Gerken, Tobias; Ruddell, Benjamin L.; Fuentes, Jose D.
- Agricultural and Forest Meteorology, Vol. 255
FLUXNET: A New Tool to Study the Temporal and Spatial Variability of Ecosystem–Scale Carbon Dioxide, Water Vapor, and Energy Flux Densities
journal, November 2001
- Baldocchi, Dennis; Falge, Eva; Gu, Lianhong
- Bulletin of the American Meteorological Society, Vol. 82, Issue 11
Sensitivity of global terrestrial ecosystems to climate variability
journal, February 2016
- Seddon, Alistair W. R.; Macias-Fauria, Marc; Long, Peter R.
- Nature, Vol. 531, Issue 7593
Feedbacks of Terrestrial Ecosystems to Climate Change
journal, November 2007
- Field, Christopher B.; Lobell, David B.; Peters, Halton A.
- Annual Review of Environment and Resources, Vol. 32, Issue 1
Terrestrial ecosystem carbon dynamics and climate feedbacks
journal, January 2008
- Heimann, Martin; Reichstein, Markus
- Nature, Vol. 451, Issue 7176
Climate change, phenology, and phenological control of vegetation feedbacks to the climate system
journal, February 2013
- Richardson, Andrew D.; Keenan, Trevor F.; Migliavacca, Mirco
- Agricultural and Forest Meteorology, Vol. 169
A rapid upward shift of a forest ecotone during 40 years of warming in the Green Mountains of Vermont
journal, March 2008
- Beckage, B.; Osborne, B.; Gavin, D. G.
- Proceedings of the National Academy of Sciences, Vol. 105, Issue 11
The Global Land Data Assimilation System
journal, March 2004
- Rodell, M.; Houser, P. R.; Jambor, U.
- Bulletin of the American Meteorological Society, Vol. 85, Issue 3
Robustness of variance and autocorrelation as indicators of critical slowing down
journal, February 2012
- Dakos, Vasilis; van Nes, Egbert H.; D'Odorico, Paolo
- Ecology, Vol. 93, Issue 2
Reorganization of an arid ecosystem in response to recent climate change
journal, September 1997
- Brown, J. H.; Valone, T. J.; Curtin, C. G.
- Proceedings of the National Academy of Sciences, Vol. 94, Issue 18
A continuous measure of gross primary production for the conterminous United States derived from MODIS and AmeriFlux data
journal, March 2010
- Xiao, Jingfeng; Zhuang, Qianlai; Law, Beverly E.
- Remote Sensing of Environment, Vol. 114, Issue 3
A Mathematical Theory of Communication
journal, October 1948
- Shannon, C. E.
- Bell System Technical Journal, Vol. 27, Issue 4
Coupling dynamic models of climate and vegetation
journal, June 1998
- Foley, Jonathan A.; Levis, Samuel; Prentice, Colin I.
- Global Change Biology, Vol. 4, Issue 5
Investigating soil moisture–climate interactions in a changing climate: A review
text, January 2010
- Seneviratne, Sonia I.; Corti, Thierry; Davin, Edouard L.
- Elsevier
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- Chamberlain, Samuel D.; Hemes, Kyle S.; Eichelmann, Elke
- Ecosystems, Vol. 23, Issue 3
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journal, October 2019
- Gerken, Tobias; Ruddell, Benjamin L.; Yu, Rong
- npj Climate and Atmospheric Science, Vol. 2, Issue 1
Quantification of Information Exchange in Idealized and Climate System Applications
journal, November 2019
- Pothapakula, Praveen Kumar; Primo, Cristina; Ahrens, Bodo
- Entropy, Vol. 21, Issue 11
California air resources board forest carbon protocol invalidates offsets
journal, January 2019
- Marino, Bruno D. V.; Mincheva, Martina; Doucett, Aaron
- PeerJ, Vol. 7