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Title: Reduced ecosystem resilience quantifies fine-scale heterogeneity in tropical forest mortality responses to drought

Abstract

Sensitivity of forest mortality to drought in carbon-dense tropical forests remains fraught with uncertainty, while extreme droughts are predicted to be more frequent and intense. Here, in this study, the potential of temporal autocorrelation of high-frequency variability in Landsat Enhanced Vegetation Index (EVI), an indicator of ecosystem resilience, to predict spatial and temporal variations of forest biomass mortality is evaluated against in situ census observations for 64 site-year combinations in Costa Rican tropical dry forests during the 2015 ENSO drought. Temporal autocorrelation, within the optimal moving window of 24 months, demonstrated robust predictive power for in situ mortality (leave-one- out cross-validation R2 = 0.54), which allows for estimates of annual biomass mortality patterns at 30 m resolution. Subsequent spatial analysis showed substantial fine-scale heterogeneity of forest mortality patterns, largely driven by drought intensity and ecosystem properties related to plant water use such as forest deciduousness and topography. Highly deciduous forest patches demonstrated much lower mortality sensitivity to drought stress than less deciduous forest patches after elevation was controlled. Our results highlight the potential of high-resolution remote sensing to “fingerprint” forest mortality and the significant role of ecosystem heterogeneity in forest biomass resistance to drought.

Authors:
ORCiD logo [1]; ORCiD logo [2]; ORCiD logo [2]; ORCiD logo [3];  [4];  [2]; ORCiD logo [5];  [6];  [7];  [8];  [8];  [9]; ORCiD logo [1]
  1. Cornell Univ., Ithaca, NY (United States)
  2. Univ. of Minnesota, St. Paul, MN (United States)
  3. Pacific Northwest National Lab. (PNNL), Richland, WA (United States). Atmospheric Science and Global Change Div. (ASGC); Washington State Univ., Pullman, WA (United States)
  4. Colby College, Waterville, ME (United States)
  5. Univ. of Notre Dame, IN (United States)
  6. The Ohio State Univ., Columbus, OH (United States)
  7. Duke Univ., Durham, NC (United States)
  8. Costa Rica Institute of Technology (Costa Rica)
  9. Univ. of Alberta, Edmonton, AB (Canada)
Publication Date:
Research Org.:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States); Cornell Univ., Ithaca, NY (United States)
Sponsoring Org.:
USDOE; National Science Foundation (NSF); National Science and Engineering Research Council of Canada
OSTI Identifier:
1890938
Report Number(s):
PNNL-SA-169613
Journal ID: ISSN 1354-1013
Grant/Contract Number:  
AC05-76RL01830; SC0014363; DEB-1053237
Resource Type:
Accepted Manuscript
Journal Name:
Global Change Biology
Additional Journal Information:
Journal Volume: 28; Journal Issue: 6; Journal ID: ISSN 1354-1013
Publisher:
Wiley
Country of Publication:
United States
Language:
English
Subject:
59 BASIC BIOLOGICAL SCIENCES; ecosystem resilience; EVI; extreme drought; forest mortality; remote sensing; spatial heterogeneity; tropical dry forests; vegetation index

Citation Formats

Wu, Donghai, Vargas G., German, Powers, Jennifer S., McDowell, Nate G., Becknell, Justin M., Pérez‐Aviles, Daniel, Medvigy, David, Liu, Yanlan, Katul, Gabriel G., Calvo‐Alvarado, Julio César, Calvo‐Obando, Ana, Sanchez‐Azofeifa, Arturo, and Xu, Xiangtao. Reduced ecosystem resilience quantifies fine-scale heterogeneity in tropical forest mortality responses to drought. United States: N. p., 2021. Web. doi:10.1111/gcb.16046.
Wu, Donghai, Vargas G., German, Powers, Jennifer S., McDowell, Nate G., Becknell, Justin M., Pérez‐Aviles, Daniel, Medvigy, David, Liu, Yanlan, Katul, Gabriel G., Calvo‐Alvarado, Julio César, Calvo‐Obando, Ana, Sanchez‐Azofeifa, Arturo, & Xu, Xiangtao. Reduced ecosystem resilience quantifies fine-scale heterogeneity in tropical forest mortality responses to drought. United States. https://doi.org/10.1111/gcb.16046
Wu, Donghai, Vargas G., German, Powers, Jennifer S., McDowell, Nate G., Becknell, Justin M., Pérez‐Aviles, Daniel, Medvigy, David, Liu, Yanlan, Katul, Gabriel G., Calvo‐Alvarado, Julio César, Calvo‐Obando, Ana, Sanchez‐Azofeifa, Arturo, and Xu, Xiangtao. Fri . "Reduced ecosystem resilience quantifies fine-scale heterogeneity in tropical forest mortality responses to drought". United States. https://doi.org/10.1111/gcb.16046. https://www.osti.gov/servlets/purl/1890938.
@article{osti_1890938,
title = {Reduced ecosystem resilience quantifies fine-scale heterogeneity in tropical forest mortality responses to drought},
author = {Wu, Donghai and Vargas G., German and Powers, Jennifer S. and McDowell, Nate G. and Becknell, Justin M. and Pérez‐Aviles, Daniel and Medvigy, David and Liu, Yanlan and Katul, Gabriel G. and Calvo‐Alvarado, Julio César and Calvo‐Obando, Ana and Sanchez‐Azofeifa, Arturo and Xu, Xiangtao},
abstractNote = {Sensitivity of forest mortality to drought in carbon-dense tropical forests remains fraught with uncertainty, while extreme droughts are predicted to be more frequent and intense. Here, in this study, the potential of temporal autocorrelation of high-frequency variability in Landsat Enhanced Vegetation Index (EVI), an indicator of ecosystem resilience, to predict spatial and temporal variations of forest biomass mortality is evaluated against in situ census observations for 64 site-year combinations in Costa Rican tropical dry forests during the 2015 ENSO drought. Temporal autocorrelation, within the optimal moving window of 24 months, demonstrated robust predictive power for in situ mortality (leave-one- out cross-validation R2 = 0.54), which allows for estimates of annual biomass mortality patterns at 30 m resolution. Subsequent spatial analysis showed substantial fine-scale heterogeneity of forest mortality patterns, largely driven by drought intensity and ecosystem properties related to plant water use such as forest deciduousness and topography. Highly deciduous forest patches demonstrated much lower mortality sensitivity to drought stress than less deciduous forest patches after elevation was controlled. Our results highlight the potential of high-resolution remote sensing to “fingerprint” forest mortality and the significant role of ecosystem heterogeneity in forest biomass resistance to drought.},
doi = {10.1111/gcb.16046},
journal = {Global Change Biology},
number = 6,
volume = 28,
place = {United States},
year = {Fri Dec 17 00:00:00 EST 2021},
month = {Fri Dec 17 00:00:00 EST 2021}
}

Works referenced in this record:

Pervasive shifts in forest dynamics in a changing world
journal, May 2020

  • McDowell, Nate G.; Allen, Craig D.; Anderson-Teixeira, Kristina
  • Science, Vol. 368, Issue 6494
  • DOI: 10.1126/science.aaz9463

Diversity and structure of regenerating tropical dry forests in Costa Rica: Geographic patterns and environmental drivers
journal, September 2009

  • Powers, Jennifer S.; Becknell, Justin M.; Irving, Jennifer
  • Forest Ecology and Management, Vol. 258, Issue 6
  • DOI: 10.1016/j.foreco.2008.10.036

Ecosystem heterogeneity and diversity mitigate Amazon forest resilience to frequent extreme droughts
journal, May 2018

  • Longo, Marcos; Knox, Ryan G.; Levine, Naomi M.
  • New Phytologist, Vol. 219, Issue 3
  • DOI: 10.1111/nph.15185

Drought-induced mortality patterns and rapid biomass recovery in a terra firme forest in the Colombian Amazon
journal, August 2017

  • Zuleta, Daniel; Duque, Alvaro; Cardenas, Dairon
  • Ecology, Vol. 98, Issue 10
  • DOI: 10.1002/ecy.1950

A catastrophic tropical drought kills hydraulically vulnerable tree species
journal, March 2020

  • Powers, Jennifer S.; Vargas G., German; Brodribb, Timothy J.
  • Global Change Biology, Vol. 26, Issue 5
  • DOI: 10.1111/gcb.15037

Amazon forest response to repeated droughts: AMAZON FOREST RESPONSE TO DROUGHTS
journal, July 2016

  • Feldpausch, T. R.; Phillips, O. L.; Brienen, R. J. W.
  • Global Biogeochemical Cycles, Vol. 30, Issue 7
  • DOI: 10.1002/2015GB005133

Cross-scale Drivers of Natural Disturbances Prone to Anthropogenic Amplification: The Dynamics of Bark Beetle Eruptions
journal, June 2008

  • Raffa, Kenneth F.; Aukema, Brian H.; Bentz, Barbara J.
  • BioScience, Vol. 58, Issue 6
  • DOI: 10.1641/B580607

Will seasonally dry tropical forests be sensitive or resistant to future changes in rainfall regimes?
journal, February 2017

  • Allen, Kara; Dupuy, Juan Manuel; Gei, Maria G.
  • Environmental Research Letters, Vol. 12, Issue 2
  • DOI: 10.1088/1748-9326/aa5968

Recovery: Fast and Slow—Vegetation Response During the 2012–2016 California Drought
journal, April 2021

  • Yang, Xi; Xu, Xiangtao; Stovall, Atticus
  • Journal of Geophysical Research: Biogeosciences, Vol. 126, Issue 4
  • DOI: 10.1029/2020JG005976

Triggers of tree mortality under drought
journal, June 2018


Diversity in plant hydraulic traits explains seasonal and inter-annual variations of vegetation dynamics in seasonally dry tropical forests
journal, May 2016

  • Xu, Xiangtao; Medvigy, David; Powers, Jennifer S.
  • New Phytologist, Vol. 212, Issue 1
  • DOI: 10.1111/nph.14009

Effect of drought on productivity in a Costa Rican tropical dry forest
journal, March 2018

  • Castro, S. M.; Sanchez-Azofeifa, G. A.; Sato, H.
  • Environmental Research Letters, Vol. 13, Issue 4
  • DOI: 10.1088/1748-9326/aaacbc

Assessing regional drought impacts on vegetation and evapotranspiration: a case study in Guanacaste, Costa Rica
journal, January 2019

  • Cooley, Savannah S.; Williams, Christopher A.; Fisher, Joshua B.
  • Ecological Applications, Vol. 29, Issue 2
  • DOI: 10.1002/eap.1834

Contrasting carbon cycle responses of the tropical continents to the 2015–2016 El Niño
journal, October 2017


Research frontiers in drought-induced tree mortality: crossing scales and disciplines
journal, January 2015

  • Hartmann, Henrik; Adams, Henry D.; Anderegg, William R. L.
  • New Phytologist, Vol. 205, Issue 3
  • DOI: 10.1111/nph.13246

Drivers and mechanisms of tree mortality in moist tropical forests
journal, February 2018

  • McDowell, Nate; Allen, Craig D.; Anderson-Teixeira, Kristina
  • New Phytologist, Vol. 219, Issue 3
  • DOI: 10.1111/nph.15027

The Global Extent and Determinants of Savanna and Forest as Alternative Biome States
journal, October 2011


The climate hazards infrared precipitation with stations—a new environmental record for monitoring extremes
journal, December 2015

  • Funk, Chris; Peterson, Pete; Landsfeld, Martin
  • Scientific Data, Vol. 2, Issue 1
  • DOI: 10.1038/sdata.2015.66

Dynamics of Carbon Accumulation in Tropical Dry Forests under Climate Change Extremes
journal, January 2021

  • Calvo-Rodriguez, Sofia; Sánchez-Azofeifa, G.; Durán, Sandra
  • Forests, Vol. 12, Issue 1
  • DOI: 10.3390/f12010106

Tree Species Composition, Breeding Systems, and Pollination and Dispersal Syndromes in Three Forest Successional Stages in a Tropical Dry Forest in Mesoamerica
journal, March 2015

  • Hilje, Branko; Calvo-Alvarado, Julio; Jiménez-Rodríguez, César
  • Tropical Conservation Science, Vol. 8, Issue 1
  • DOI: 10.1177/194008291500800109

Larger trees suffer most during drought in forests worldwide
journal, September 2015


Early-warning signals for critical transitions
journal, September 2009

  • Scheffer, Marten; Bascompte, Jordi; Brock, William A.
  • Nature, Vol. 461, Issue 7260
  • DOI: 10.1038/nature08227

Global patterns of drought recovery
journal, August 2017

  • Schwalm, Christopher R.; Anderegg, William R. L.; Michalak, Anna M.
  • Nature, Vol. 548, Issue 7666
  • DOI: 10.1038/nature23021

The Global Ecosystem Dynamics Investigation: High-resolution laser ranging of the Earth’s forests and topography
journal, June 2020


Remotely sensed resilience of tropical forests
journal, September 2016

  • Verbesselt, Jan; Umlauf, Nikolaus; Hirota, Marina
  • Nature Climate Change, Vol. 6, Issue 11
  • DOI: 10.1038/nclimate3108

Testing early warning metrics for drought‐induced tree physiological stress and mortality
journal, May 2019

  • Anderegg, William R. L.; Anderegg, Leander D. L.; Huang, Cho‐ying
  • Global Change Biology, Vol. 25, Issue 7
  • DOI: 10.1111/gcb.14655

On the essentials of drought in a changing climate
journal, April 2020


TerraClimate, a high-resolution global dataset of monthly climate and climatic water balance from 1958–2015
journal, January 2018

  • Abatzoglou, John T.; Dobrowski, Solomon Z.; Parks, Sean A.
  • Scientific Data, Vol. 5, Issue 1
  • DOI: 10.1038/sdata.2017.191

Reduced resilience as an early warning signal of forest mortality
journal, October 2019


Drought-mortality relationships for tropical forests
journal, July 2010


Tree mortality from drought, insects, and their interactions in a changing climate
journal, June 2015

  • Anderegg, William R. L.; Hicke, Jeffrey A.; Fisher, Rosie A.
  • New Phytologist, Vol. 208, Issue 3
  • DOI: 10.1111/nph.13477

Asynchronous carbon sink saturation in African and Amazonian tropical forests
journal, March 2020


Persistent effects of a severe drought on Amazonian forest canopy
journal, December 2012

  • Saatchi, S.; Asefi-Najafabady, S.; Malhi, Y.
  • Proceedings of the National Academy of Sciences, Vol. 110, Issue 2
  • DOI: 10.1073/pnas.1204651110

Anticipating Critical Transitions
journal, October 2012


Spatial validation reveals poor predictive performance of large-scale ecological mapping models
journal, September 2020

  • Ploton, Pierre; Mortier, Frédéric; Réjou-Méchain, Maxime
  • Nature Communications, Vol. 11, Issue 1
  • DOI: 10.1038/s41467-020-18321-y

Not all droughts are created equal: translating meteorological drought into woody plant mortality
journal, July 2013

  • Anderegg, L. D. L.; Anderegg, W. R. L.; Berry, J. A.
  • Tree Physiology, Vol. 33, Issue 7
  • DOI: 10.1093/treephys/tpt044

The Shuttle Radar Topography Mission
journal, January 2007

  • Farr, Tom G.; Rosen, Paul A.; Caro, Edward
  • Reviews of Geophysics, Vol. 45, Issue 2
  • DOI: 10.1029/2005RG000183

Estimating carbon stock in secondary forests: Decisions and uncertainties associated with allometric biomass models
journal, October 2011


Long-term decline of the Amazon carbon sink
journal, March 2015

  • Brienen, R. J. W.; Phillips, O. L.; Feldpausch, T. R.
  • Nature, Vol. 519, Issue 7543
  • DOI: 10.1038/nature14283

A working guide to boosted regression trees
journal, July 2008


Predicting Chronic Climate-Driven Disturbances and Their Mitigation
journal, January 2018

  • McDowell, Nate G.; Michaletz, Sean T.; Bennett, Katrina E.
  • Trends in Ecology & Evolution, Vol. 33, Issue 1
  • DOI: 10.1016/j.tree.2017.10.002

Satellite-observed pantropical carbon dynamics
journal, July 2019


Tree mortality submodels drive simulated long-term forest dynamics: assessing 15 models from the stand to global scale
journal, February 2019

  • Bugmann, Harald; Seidl, Rupert; Hartig, Florian
  • Ecosphere, Vol. 10, Issue 2
  • DOI: 10.1002/ecs2.2616

Amazonian rainforest tree mortality driven by climate and functional traits
journal, April 2019


On underestimation of global vulnerability to tree mortality and forest die-off from hotter drought in the Anthropocene
journal, August 2015

  • Allen, Craig D.; Breshears, David D.; McDowell, Nate G.
  • Ecosphere, Vol. 6, Issue 8
  • DOI: 10.1890/ES15-00203.1

Droughts, Wildfires, and Forest Carbon Cycling: A Pantropical Synthesis
journal, May 2019


Drought stress limits the geographic ranges of two tree species via different physiological mechanisms
journal, December 2015

  • Anderegg, Leander D. L.; HilleRisLambers, Janneke
  • Global Change Biology, Vol. 22, Issue 3
  • DOI: 10.1111/gcb.13148

Trait‐based signatures of cloud base height in a tropical cloud forest
journal, June 2020

  • Hulshof, Catherine M.; Waring, Bonnie G.; Powers, Jennifer S.
  • American Journal of Botany, Vol. 107, Issue 6
  • DOI: 10.1002/ajb2.1483

The tropical forest carbon cycle and climate change
journal, July 2018


Plant responses to rising vapor pressure deficit
journal, March 2020

  • Grossiord, Charlotte; Buckley, Thomas N.; Cernusak, Lucas A.
  • New Phytologist, Vol. 226, Issue 6
  • DOI: 10.1111/nph.16485

Death from drought in tropical forests is triggered by hydraulics not carbon starvation
journal, November 2015

  • Rowland, L.; da Costa, A. C. L.; Galbraith, D. R.
  • Nature, Vol. 528, Issue 7580
  • DOI: 10.1038/nature15539

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
  • DOI: 10.1073/pnas.1511344112

Large drought‐induced aboveground live biomass losses in southern R ocky M ountain aspen forests
journal, November 2011


Global Resilience of Tropical Forest and Savanna to Critical Transitions
journal, October 2011


Long-term climate and competition explain forest mortality patterns under extreme drought
journal, December 2016

  • Young, Derek J. N.; Stevens, Jens T.; Earles, J. Mason
  • Ecology Letters, Vol. 20, Issue 1
  • DOI: 10.1111/ele.12711

Background and Catastrophic Tree Mortality in Tropical Moist, Wet, and Rain Forests
journal, December 1996

  • Lugo, Ariel E.; Scatena, F. N.
  • Biotropica, Vol. 28, Issue 4
  • DOI: 10.2307/2389099

Tropical forests are a net carbon source based on aboveground measurements of gain and loss
journal, September 2017


Tropical forests did not recover from the strong 2015–2016 El Niño event
journal, February 2020

  • Wigneron, Jean-Pierre; Fan, Lei; Ciais, Philippe
  • Science Advances, Vol. 6, Issue 6
  • DOI: 10.1126/sciadv.aay4603

Detecting early warning signals of tree mortality in boreal North America using multiscale satellite data
journal, March 2018

  • Rogers, Brendan M.; Solvik, Kylen; Hogg, Edward H.
  • Global Change Biology, Vol. 24, Issue 6
  • DOI: 10.1111/gcb.14107

Widespread but heterogeneous responses of Andean forests to climate change
journal, November 2018


Genomic effects of population collapse in a critically endangered ironwood tree Ostrya rehderiana
journal, December 2018