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Improving Representation of Deforestation Effects on Evapotranspiration in the E3SM Land Model

Evapotranspiration (ET) plays an important role in land‐atmosphere coupling of energy, water, and carbon cycles. Following deforestation, ET is typically observed to decrease substantially as a consequence of decreases in leaf area and roots and increases in runoff. Changes in ET (latent heat flux)...

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Published in:Journal of advances in modeling earth systems 2019-08, Vol.11 (8), p.2412-2427
Main Authors: Cai, Xitian, Riley, William J., Zhu, Qing, Tang, Jinyun, Zeng, Zhenzhong, Bisht, Gautam, Randerson, James T.
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container_title Journal of advances in modeling earth systems
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Riley, William J.
Zhu, Qing
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Bisht, Gautam
Randerson, James T.
description Evapotranspiration (ET) plays an important role in land‐atmosphere coupling of energy, water, and carbon cycles. Following deforestation, ET is typically observed to decrease substantially as a consequence of decreases in leaf area and roots and increases in runoff. Changes in ET (latent heat flux) revise the surface energy and water budgets, which further affects large‐scale atmospheric dynamics and feeds back positively or negatively to long‐term forest sustainability. In this study, we used observations from a recent synthesis of 29 pairs of adjacent intact and deforested FLUXNET sites to improve model parameterization of stomatal characteristics, photosynthesis, and soil water dynamics in version 1 of the Energy Exascale Earth System Model (E3SM) Land Model (ELMv1). We found that default ELMv1 predicts an increase in ET after deforestation, likely leading to incorrect estimates of the effects of deforestation on land‐atmosphere coupling. The calibrated model accurately represented the FLUXNET observed deforestation effects on ET. Importantly, the search for global optimal parameters converged at values consistent with recent observational syntheses, confirming the reliability of the calibrated physical parameters. Applying this improved model parameterization to the globe scale reduced the bias of annual ET simulation by up to ~600 mm/year. Analysis on the roles of parameters suggested that future model development to improve ET simulation should focus on stomatal resistance and soil water‐related parameterizations. Finally, our predicted differences in seasonal ET changes from deforestation are large enough to substantially affect land‐atmosphere coupling and should be considered in such studies. Plain Language Summary Deforestation changes Earth's surface characteristics and affects the water cycle and climate. Although Earth system modeling is an important tool to understand the effects of deforestation, current models have large uncertainties. Here we used FLUXNET‐based observations to identify biases in representing deforestation effects on evapotranspiration (ET) in the Energy Exascale Earth System Model (E3SM). Results showed these biases are mostly associated with the representation of trees, not with smaller vegetation types (e.g., grasses). We then used the observations to optimize model parameters and improved simulations of ET and sensible heat fluxes following deforestation. Globally, these improvements led to a reduction in ET bias of 600
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Following deforestation, ET is typically observed to decrease substantially as a consequence of decreases in leaf area and roots and increases in runoff. Changes in ET (latent heat flux) revise the surface energy and water budgets, which further affects large‐scale atmospheric dynamics and feeds back positively or negatively to long‐term forest sustainability. In this study, we used observations from a recent synthesis of 29 pairs of adjacent intact and deforested FLUXNET sites to improve model parameterization of stomatal characteristics, photosynthesis, and soil water dynamics in version 1 of the Energy Exascale Earth System Model (E3SM) Land Model (ELMv1). We found that default ELMv1 predicts an increase in ET after deforestation, likely leading to incorrect estimates of the effects of deforestation on land‐atmosphere coupling. The calibrated model accurately represented the FLUXNET observed deforestation effects on ET. Importantly, the search for global optimal parameters converged at values consistent with recent observational syntheses, confirming the reliability of the calibrated physical parameters. Applying this improved model parameterization to the globe scale reduced the bias of annual ET simulation by up to ~600 mm/year. Analysis on the roles of parameters suggested that future model development to improve ET simulation should focus on stomatal resistance and soil water‐related parameterizations. Finally, our predicted differences in seasonal ET changes from deforestation are large enough to substantially affect land‐atmosphere coupling and should be considered in such studies. Plain Language Summary Deforestation changes Earth's surface characteristics and affects the water cycle and climate. Although Earth system modeling is an important tool to understand the effects of deforestation, current models have large uncertainties. Here we used FLUXNET‐based observations to identify biases in representing deforestation effects on evapotranspiration (ET) in the Energy Exascale Earth System Model (E3SM). Results showed these biases are mostly associated with the representation of trees, not with smaller vegetation types (e.g., grasses). We then used the observations to optimize model parameters and improved simulations of ET and sensible heat fluxes following deforestation. Globally, these improvements led to a reduction in ET bias of 600 mm/year. This improved model allows improved estimates of the effects of deforestation on the water cycle and climate and could benefit forest management and climate adaptation strategies. Key Points ELMv1 predicted the incorrect sign and magnitude of deforestation effects on evapotranspiration Representation of deforestation was improved through model calibration, primarily by changing stomatal resistance and soil water parameters The improved model predicted large changes in surface energy budgets associated with deforestation, particularly in tropical rainforests</description><identifier>ISSN: 1942-2466</identifier><identifier>EISSN: 1942-2466</identifier><identifier>DOI: 10.1029/2018MS001551</identifier><language>eng</language><publisher>Washington: John Wiley &amp; Sons, Inc</publisher><subject>Atmosphere ; Atmospheric dynamics ; Biogeochemistry ; Carbon cycle ; climate effects ; Deforestation ; Deforestation effects ; Dynamics ; E3SM ; Earth ; Earth system model ; Energy ; ENVIRONMENTAL SCIENCES ; Evapotranspiration ; Evapotranspiration models ; Heat transfer ; Hydrologic cycle ; land use and land cover ; Latent heat ; Latent heat flux ; Moisture content ; Parameterization ; Parameters ; Photosynthesis ; Runoff ; Simulation ; Soil ; Soil dynamics ; Soil water ; Studies ; Sustainability</subject><ispartof>Journal of advances in modeling earth systems, 2019-08, Vol.11 (8), p.2412-2427</ispartof><rights>2019. 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Following deforestation, ET is typically observed to decrease substantially as a consequence of decreases in leaf area and roots and increases in runoff. Changes in ET (latent heat flux) revise the surface energy and water budgets, which further affects large‐scale atmospheric dynamics and feeds back positively or negatively to long‐term forest sustainability. In this study, we used observations from a recent synthesis of 29 pairs of adjacent intact and deforested FLUXNET sites to improve model parameterization of stomatal characteristics, photosynthesis, and soil water dynamics in version 1 of the Energy Exascale Earth System Model (E3SM) Land Model (ELMv1). We found that default ELMv1 predicts an increase in ET after deforestation, likely leading to incorrect estimates of the effects of deforestation on land‐atmosphere coupling. The calibrated model accurately represented the FLUXNET observed deforestation effects on ET. Importantly, the search for global optimal parameters converged at values consistent with recent observational syntheses, confirming the reliability of the calibrated physical parameters. Applying this improved model parameterization to the globe scale reduced the bias of annual ET simulation by up to ~600 mm/year. Analysis on the roles of parameters suggested that future model development to improve ET simulation should focus on stomatal resistance and soil water‐related parameterizations. Finally, our predicted differences in seasonal ET changes from deforestation are large enough to substantially affect land‐atmosphere coupling and should be considered in such studies. Plain Language Summary Deforestation changes Earth's surface characteristics and affects the water cycle and climate. Although Earth system modeling is an important tool to understand the effects of deforestation, current models have large uncertainties. Here we used FLUXNET‐based observations to identify biases in representing deforestation effects on evapotranspiration (ET) in the Energy Exascale Earth System Model (E3SM). Results showed these biases are mostly associated with the representation of trees, not with smaller vegetation types (e.g., grasses). We then used the observations to optimize model parameters and improved simulations of ET and sensible heat fluxes following deforestation. Globally, these improvements led to a reduction in ET bias of 600 mm/year. This improved model allows improved estimates of the effects of deforestation on the water cycle and climate and could benefit forest management and climate adaptation strategies. 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Following deforestation, ET is typically observed to decrease substantially as a consequence of decreases in leaf area and roots and increases in runoff. Changes in ET (latent heat flux) revise the surface energy and water budgets, which further affects large‐scale atmospheric dynamics and feeds back positively or negatively to long‐term forest sustainability. In this study, we used observations from a recent synthesis of 29 pairs of adjacent intact and deforested FLUXNET sites to improve model parameterization of stomatal characteristics, photosynthesis, and soil water dynamics in version 1 of the Energy Exascale Earth System Model (E3SM) Land Model (ELMv1). We found that default ELMv1 predicts an increase in ET after deforestation, likely leading to incorrect estimates of the effects of deforestation on land‐atmosphere coupling. The calibrated model accurately represented the FLUXNET observed deforestation effects on ET. Importantly, the search for global optimal parameters converged at values consistent with recent observational syntheses, confirming the reliability of the calibrated physical parameters. Applying this improved model parameterization to the globe scale reduced the bias of annual ET simulation by up to ~600 mm/year. Analysis on the roles of parameters suggested that future model development to improve ET simulation should focus on stomatal resistance and soil water‐related parameterizations. Finally, our predicted differences in seasonal ET changes from deforestation are large enough to substantially affect land‐atmosphere coupling and should be considered in such studies. Plain Language Summary Deforestation changes Earth's surface characteristics and affects the water cycle and climate. Although Earth system modeling is an important tool to understand the effects of deforestation, current models have large uncertainties. Here we used FLUXNET‐based observations to identify biases in representing deforestation effects on evapotranspiration (ET) in the Energy Exascale Earth System Model (E3SM). Results showed these biases are mostly associated with the representation of trees, not with smaller vegetation types (e.g., grasses). We then used the observations to optimize model parameters and improved simulations of ET and sensible heat fluxes following deforestation. Globally, these improvements led to a reduction in ET bias of 600 mm/year. This improved model allows improved estimates of the effects of deforestation on the water cycle and climate and could benefit forest management and climate adaptation strategies. Key Points ELMv1 predicted the incorrect sign and magnitude of deforestation effects on evapotranspiration Representation of deforestation was improved through model calibration, primarily by changing stomatal resistance and soil water parameters The improved model predicted large changes in surface energy budgets associated with deforestation, particularly in tropical rainforests</abstract><cop>Washington</cop><pub>John Wiley &amp; Sons, Inc</pub><doi>10.1029/2018MS001551</doi><tpages>16</tpages><orcidid>https://orcid.org/0000-0001-6641-7595</orcidid><orcidid>https://orcid.org/0000-0001-6851-2756</orcidid><orcidid>https://orcid.org/0000-0002-4615-2304</orcidid><orcidid>https://orcid.org/0000-0002-4792-1259</orcidid><orcidid>https://orcid.org/0000-0001-6559-7387</orcidid><orcidid>https://orcid.org/0000-0002-4798-4954</orcidid><orcidid>https://orcid.org/0000-0003-2441-944X</orcidid><orcidid>https://orcid.org/0000000168512756</orcidid><orcidid>https://orcid.org/0000000246152304</orcidid><orcidid>https://orcid.org/0000000247984954</orcidid><orcidid>https://orcid.org/000000032441944X</orcidid><orcidid>https://orcid.org/0000000166417595</orcidid><orcidid>https://orcid.org/0000000165597387</orcidid><orcidid>https://orcid.org/0000000247921259</orcidid><oa>free_for_read</oa></addata></record>
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1942-2466
language eng
recordid cdi_doaj_primary_oai_doaj_org_article_f4836ffd282e45eb9ffc2ced50259779
source Wiley Online Library Open Access; Publicly Available Content Database
subjects Atmosphere
Atmospheric dynamics
Biogeochemistry
Carbon cycle
climate effects
Deforestation
Deforestation effects
Dynamics
E3SM
Earth
Earth system model
Energy
ENVIRONMENTAL SCIENCES
Evapotranspiration
Evapotranspiration models
Heat transfer
Hydrologic cycle
land use and land cover
Latent heat
Latent heat flux
Moisture content
Parameterization
Parameters
Photosynthesis
Runoff
Simulation
Soil
Soil dynamics
Soil water
Studies
Sustainability
title Improving Representation of Deforestation Effects on Evapotranspiration in the E3SM Land Model
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