TY - JOUR
T1 - A data-driven analysis of energy balance closure across FLUXNET research sites
T2 - The role of landscape scale heterogeneity
AU - Stoy, Paul C.
AU - Mauder, Matthias
AU - Foken, Thomas
AU - Marcolla, Barbara
AU - Boegh, Eva
AU - Ibrom, Andreas
AU - Arain, M. Altaf
AU - Arneth, Almut
AU - Aurela, Mika
AU - Bernhofer, Christian
AU - Cescatti, Alessandro
AU - Dellwik, Ebba
AU - Duce, Pierpaolo
AU - Gianelle, Damiano
AU - van Gorsel, Eva
AU - Kiely, Gerard
AU - Knohl, Alexander
AU - Margolis, Hank
AU - Mccaughey, Harry
AU - Merbold, Lutz
AU - Montagnani, Leonardo
AU - Papale, Dario
AU - Reichstein, Markus
AU - Saunders, Matthew
AU - Serrano-Ortiz, Penelope
AU - Sottocornola, Matteo
AU - Spano, Donatella
AU - Vaccari, Francesco
AU - Varlagin, Andrej
N1 - Funding Information:
We would first and foremost like to acknowledge the FLUXNET data providers and the organizers of the FLUXNET database. This work is an outcome of the La Thuile FLUXNET workshop 2007, which would not have been possible without the financial support provided by CarboEurope-IP , FAOGTOS-TCO , iLEAPS , Max Planck Institute for Biogeochemistry , National Science Foundation, University of Tuscia , and the U.S. Department of Energy . The Berkeley Water Center, Lawrence Berkeley National Laboratory, Microsoft Research eScience, Oak Ridge National Laboratory provided databasing and technical support. The AmeriFlux, AfriFlux, AsiaFlux, CarboAfrica, CarboEuropeIP, ChinaFlux, Fluxnet-Canada, the Canadian Carbon Program, KoFlux, LBA, NECC, OzFlux, TCOS-Siberia, and USCCC networks provided data. Tristan Quaife provided the MATLAB code to download and organize MODIS data from the ORNL MODIS web service. Eva Falge contributed to the analyses in the Appendix. PS-O would like to acknowledge CARBORED. PCS acknowledges funding from the Marie Curie European Incoming International Fellowship (project number 237348 , TSURF), the National Science Foundation (‘ Scaling ecosystem function: Novel Approaches from MaxEnt and Multiresolution ’, DBI #1021095 ), and Montana State University . PCS would like to thank Hans-Peter Schmid and the Karlsruhe Institute of Technology for logistical support, Robert Bemis for creating the MATLAB code that followed the suggestions of Light and Bartlein (2004) for improved use of color in images, and Stefan Metzger, Andrew Richardson and LobsterFest participants, Eva Falge and Pierre Brender for helpful discussions about the manuscript.
PY - 2013
Y1 - 2013
N2 - The energy balance at most surface-atmosphere flux research sites remains unclosed. The mechanisms underlying the discrepancy between measured energy inputs and outputs across the global FLUXNET tower network are still under debate. Recent reviews have identified exchange processes and turbulent motions at large spatial and temporal scales in heterogeneous landscapes as the primary cause of the lack of energy balance closure at some intensively-researched sites, while unmeasured storage terms cannot be ruled out as a dominant contributor to the lack of energy balance closure at many other sites. We analyzed energy balance closure across 173 ecosystems in the FLUXNET database and explored the relationship between energy balance closure and landscape heterogeneity using MODIS products and GLOBEstat elevation data. Energy balance closure per research site (CEB,s) averaged 0.84±0.20, with best average closures in evergreen broadleaf forests and savannas (0.91-0.94) and worst average closures in crops, deciduous broadleaf forests, mixed forests and wetlands (0.70-0.78). Half-hourly or hourly energy balance closure on a percent basis increased with friction velocity (u*) and was highest on average under near-neutral atmospheric conditions. CEB,s was significantly related to mean precipitation, gross primary productivity and landscape-level enhanced vegetation index (EVI) from MODIS, and the variability in elevation, MODIS plant functional type, and MODIS EVI. A linear model including landscape-level variability in both EVI and elevation, mean precipitation, and an interaction term between EVI variability and precipitation had the lowest Akaike's information criterion value. CEB,s in landscapes with uniform plant functional type approached 0.9 and CEB,s in landscapes with uniform EVI approached 1. These results suggest that landscape-level heterogeneity in vegetation and topography cannot be ignored as a contributor to incomplete energy balance closure at the flux network level, although net radiation measurements, biological energy assimilation, unmeasured storage terms, and the importance of good practice including site selection when making flux measurements should not be discounted. Our results suggest that future research should focus on the quantitative mechanistic relationships between energy balance closure and landscape-scale heterogeneity, and the consequences of mesoscale circulations for surface-atmosphere exchange measurements.
AB - The energy balance at most surface-atmosphere flux research sites remains unclosed. The mechanisms underlying the discrepancy between measured energy inputs and outputs across the global FLUXNET tower network are still under debate. Recent reviews have identified exchange processes and turbulent motions at large spatial and temporal scales in heterogeneous landscapes as the primary cause of the lack of energy balance closure at some intensively-researched sites, while unmeasured storage terms cannot be ruled out as a dominant contributor to the lack of energy balance closure at many other sites. We analyzed energy balance closure across 173 ecosystems in the FLUXNET database and explored the relationship between energy balance closure and landscape heterogeneity using MODIS products and GLOBEstat elevation data. Energy balance closure per research site (CEB,s) averaged 0.84±0.20, with best average closures in evergreen broadleaf forests and savannas (0.91-0.94) and worst average closures in crops, deciduous broadleaf forests, mixed forests and wetlands (0.70-0.78). Half-hourly or hourly energy balance closure on a percent basis increased with friction velocity (u*) and was highest on average under near-neutral atmospheric conditions. CEB,s was significantly related to mean precipitation, gross primary productivity and landscape-level enhanced vegetation index (EVI) from MODIS, and the variability in elevation, MODIS plant functional type, and MODIS EVI. A linear model including landscape-level variability in both EVI and elevation, mean precipitation, and an interaction term between EVI variability and precipitation had the lowest Akaike's information criterion value. CEB,s in landscapes with uniform plant functional type approached 0.9 and CEB,s in landscapes with uniform EVI approached 1. These results suggest that landscape-level heterogeneity in vegetation and topography cannot be ignored as a contributor to incomplete energy balance closure at the flux network level, although net radiation measurements, biological energy assimilation, unmeasured storage terms, and the importance of good practice including site selection when making flux measurements should not be discounted. Our results suggest that future research should focus on the quantitative mechanistic relationships between energy balance closure and landscape-scale heterogeneity, and the consequences of mesoscale circulations for surface-atmosphere exchange measurements.
KW - Eddy covariance
KW - Energy balance closure
KW - Enhanced vegetation index
UR - http://www.scopus.com/inward/record.url?scp=84874241558&partnerID=8YFLogxK
U2 - 10.1016/j.agrformet.2012.11.004
DO - 10.1016/j.agrformet.2012.11.004
M3 - Article
AN - SCOPUS:84874241558
VL - 171-172
SP - 137
EP - 152
JO - Agricultural and Forest Meteorology
JF - Agricultural and Forest Meteorology
SN - 0168-1923
ER -