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Global impacts of vegetation clumping on regulating land surface heat fluxes

Journal Article · · Agricultural and Forest Meteorology
 [1];  [2];  [3];  [3];  [4];  [5];  [6];  [6];  [3];  [1];  [1]
  1. Univ. of Wisconsin, Madison, WI (United States)
  2. Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
  3. Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
  4. California Institute of Technology (CalTech), Pasadena, CA (United States). Jet Propulsion Lab. (JPL)
  5. Natural Resources Canada (Canada). Canada Centre for Mapping and Earth Observation
  6. National Univ. of Singapore (Singapore)
The clumping index (CI) quantifies the non-random distribution of vegetation across space, which regulates the canopy radiative transfer processes and land surface carbon, water, and energy cycles. However, its impact on global surface energy budget, particularly sensible heat fluxes and surface temperature, is not well understood. Additionally, while there have been studies showing significant seasonal variations in CI, the impacts of these variations on surface energy fluxes remain unclear. In this study, we incorporated satellite-derived spatially and temporally explicit CI data into the Community Land Model version 5 (CLM5) to evaluate the effects of CI on global land energy fluxes. Our results showed that including CI increased the global mean sensible heat flux dissipated from ground by 3.9 W m-2 (~18%), while decreasing the global mean vegetation sensible heat flux by 4.9 W m-2 (~65%), resulting in a total sensible heat decrease of 1.0 W m-2 (~3%). In contrast, CI increased the global mean latent heat flux by 0.8 W m-2 (~2%), primarily due to increased evapotranspiration (up to 11 W m-2) in tropical regions. We also found considerable impacts of seasonal variations in CI, particularly on sensible heat fluxes from ground and vegetation in evergreen needleleaf forests and deciduous needleleaf forests. Using constant CI rather than considering seasonal variations resulted in significant overestimation and underestimation of the sensible heat fluxes from vegetation and ground, respectively, in boreal summer. In conclusion, these changes in surface energy fluxes caused by CI and its seasonal variations led to up to 1.7 and 0.5 K differences in simulated mean ground temperature. These findings highlight the importance of including CI and considering its seasonal variations in modeling land surface energy fluxes.
Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
National Science Foundation (NSF); USDOE Office of Science (SC)
Grant/Contract Number:
AC02-05CH11231; AC05-76RL01830
OSTI ID:
2309716
Report Number(s):
PNNL-SA--181085
Journal Information:
Agricultural and Forest Meteorology, Journal Name: Agricultural and Forest Meteorology Vol. 345; ISSN 0168-1923
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English

References (70)

Revisiting the contribution of transpiration to global terrestrial evapotranspiration: Revisiting Global ET Partitioning journal March 2017
Characterization and intercomparison of global moderate resolution leaf area index (LAI) products: Analysis of climatologies and theoretical uncertainties: INTERCOMPARISON OF GLOBAL LAI PRODUCTS journal April 2013
Very high resolution interpolated climate surfaces for global land areas journal January 2005
The global energy balance from a surface perspective journal November 2012
A theoretical analysis of the frequency of gaps in plant stands journal January 1971
Optically-based methods for measuring seasonal variation of leaf area index in boreal conifer stands journal July 1996
Land Surface Processes and Climate—Surface Albedos and Energy Balance book January 1983
A two-leaf model for canopy conductance, photosynthesis and partitioning of available energy I: journal May 1998
Modeling CO2 and water vapor exchange of a temperate broadleaved forest across hourly to decadal time scales journal August 2001
On the correct estimation of effective leaf area index: Does it reveal information on clumping effects? journal March 2010
Seasonal variation of leaf area index (LAI) over paddy rice fields in NE China: Intercomparison of destructive sampling, LAI-2200, digital hemispherical photography (DHP), and AccuPAR methods journal November 2014
Assessment of foliage clumping effects on evapotranspiration estimates in forested ecosystems journal January 2016
Continuous estimation of canopy leaf area index (LAI) and clumping index over broadleaf crop fields: An investigation of the PASTIS-57 instrument and smartphone applications journal May 2018
Influence of sun zenith angle on canopy clumping and the resulting impacts on photosynthesis journal September 2020
Canopy clumping index (CI): A review of methods, characteristics, and applications journal June 2021
Moving beyond the incorrect but useful paradigm: reevaluating big-leaf and multilayer plant canopies to model biosphere-atmosphere fluxes – a review journal August 2021
Understanding and reducing the uncertainties of land surface energy flux partitioning within CMIP6 land models journal May 2022
Causality guided machine learning model on wetland CH4 emissions across global wetlands journal September 2022
Improving predictions of evapotranspiration by integrating multi-source observations and land surface model journal October 2022
Expanding global mapping of the foliage clumping index with multi-angular POLDER three measurements: Evaluation and topographic compensation journal July 2010
Intercomparison of clumping index estimates from POLDER, MODIS, and MISR satellite data over reference sites journal March 2015
Evaluating three evapotranspiration estimates from model of different complexity over China using the ILAMB benchmarking system journal November 2020
Global mapping of foliage clumping index using multi-angular satellite data journal September 2005
Global clumping index map derived from the MODIS BRDF product journal April 2012
Retrieving vegetation clumping index from Multi-angle Imaging SpectroRadiometer (MISR) data at 275m resolution journal November 2013
Estimation of canopy clumping index from MISR and MODIS sensors using the normalized difference hotspot and darkspot (NDHD) method: The influence of BRDF models and solar zenith angle journal December 2016
Google Earth Engine: Planetary-scale geospatial analysis for everyone journal December 2017
Capturing rapid land surface dynamics with Collection V006 MODIS BRDF/NBAR/Albedo (MCD43) products journal March 2018
An algorithm for the retrieval of the clumping index (CI) from the MODIS BRDF product using an adjusted version of the kernel-driven BRDF model journal May 2018
Global 500 m clumping index product derived from MODIS BRDF data (2001–2017) journal October 2019
An improved method for separating soil and vegetation component temperatures based on diurnal temperature cycle model and spatial correlation journal October 2020
Landscapes as patches of plant functional types: An integrating concept for climate and ecosystem models: PLANT FUNCTIONAL TYPES AND CLIMATE MODELS journal May 2002
Representing a new MODIS consistent land surface in the Community Land Model (CLM 3.0) journal January 2007
Effects of foliage clumping on the estimation of global terrestrial gross primary productivity: FOLIAGE CLUMPING EFFECT ON GLOBAL GPP journal March 2012
Integration of MODIS land and atmosphere products with a coupled-process model to estimate gross primary productivity and evapotranspiration from 1 km to global scales: GLOBAL GPP AND ET journal December 2011
Underestimation of Global Photosynthesis in Earth System Models Due to Representation of Vegetation Structure journal November 2019
Changes in the Shadow: The Shifting Role of Shaded Leaves in Global Carbon and Water Cycles Under Climate Change journal May 2018
Using Information Theory to Evaluate Directional Precipitation Interactions Over the West Sahel Region in Observations and Models journal February 2019
The Community Land Model Version 5: Description of New Features, Benchmarking, and Impact of Forcing Uncertainty journal December 2019
The DOE E3SM Coupled Model Version 1: Overview and Evaluation at Standard Resolution journal July 2019
An Overview of Global Leaf Area Index (LAI): Methods, Products, Validation, and Applications journal July 2019
Evaluation of CMIP6 Global Climate Models for Simulating Land Surface Energy and Water Fluxes During 1979–2014 journal June 2021
Representation of Leaf‐to‐Canopy Radiative Transfer Processes Improves Simulation of Far‐Red Solar‐Induced Chlorophyll Fluorescence in the Community Land Model Version 5 journal March 2022
Impacts of Sub‐Grid Topographic Representations on Surface Energy Balance and Boundary Conditions in the E3SM Land Model: A Case Study in Sierra Nevada journal April 2022
The Importance of Hyperspectral Soil Albedo Information for Improving Earth System Model Projections journal July 2023
Inferring causation from time series in Earth system sciences journal June 2019
The FLUXCOM ensemble of global land-atmosphere energy fluxes journal May 2019
Causal inference for time series journal June 2023
Multi-decadal trends in global terrestrial evapotranspiration and its components journal January 2016
Canopy reflectance, photosynthesis and transpiration journal August 1985
Deforestation reshapes land-surface energy-flux partitioning journal January 2021
Leaf area distribution and radiative transfer in open-canopy forests: implications for mass and energy exchange journal August 2001
Vegetation clumping modulates global photosynthesis through adjusting canopy light environment journal November 2022
Reconciling the optimal and empirical approaches to modelling stomatal conductance: RECONCILING OPTIMAL AND EMPIRICAL STOMATAL MODELS journal January 2011
Defining leaf area index for non-flat leaves journal May 1992
Global Hydrological Cycles and World Water Resources journal August 2006
The Soil–Precipitation Feedback: A Process Study with a Regional Climate Model journal March 1999
Earth's Global Energy Budget journal March 2009
GSWP-2: Multimodel Analysis and Implications for Our Perception of the Land Surface journal October 2006
Precipitation Sensitivity to Surface Heat Fluxes over North America in Reanalysis and Model Data journal June 2013
Assimilation of Remotely Sensed Leaf Area Index into the Noah-MP Land Surface Model: Impacts on Water and Carbon Fluxes and States over the Continental United States journal July 2019
Effects of Vegetation Clumping on Two–Source Model Estimates of Surface Energy Fluxes from an Agricultural Landscape during SMACEX journal December 2005
Implementation of a hierarchical global vegetation classification in ecosystem function models journal June 1996
Evaluation of Clumping Effects on the Estimation of Global Terrestrial Evapotranspiration journal October 2021
Global Evapotranspiration Datasets Assessment Using Water Balance in South America journal May 2022
A Robust Inversion Algorithm for Surface Leaf and Soil Temperatures Using the Vegetation Clumping Index journal July 2017
ERA5-Land: a state-of-the-art global reanalysis dataset for land applications journal January 2021
GLEAM v3: satellite-based land evaporation and root-zone soil moisture journal January 2017
The Joint UK Land Environment Simulator (JULES), model description – Part 2: Carbon fluxes and vegetation dynamics journal January 2011
The WACMOS-ET project – Part 2: Evaluation of global terrestrial evaporation data sets journal January 2016