Estimation of net ecosystem carbon exchange for the conterminous United States by combining MODIS and AmeriFlux data
Journal Article
·
· Agricultural and Forest Meteorology
Eddy covariance flux towers provide continuous measurements of net ecosystem carbon exchange (NEE) for a wide range of climate and biome types. However, these measurements only represent the carbon fluxes at the scale of the tower footprint. To quantify the net exchange of carbon dioxide between the terrestrial biosphere and the atmosphere for regions or continents, flux tower measurements need to be extrapolated to these large areas. Here we used remotely sensed data from the Moderate Resolution Imaging Spectrometer (MODIS) instrument on board the National Aeronautics and Space Administration’s (NASA) Terra satellite to scale up AmeriFlux NEE measurements to the continental scale.We first combined MODIS and AmeriFlux data for representative U.S. ecosystems to develop a predictive NEE model using a modified regression tree approach. The predictive model was trained and validated using eddy flux NEE data over the periods 2000–2004 and 2005–2006, respectively. We found that the model predicted NEE well (r = 0.73, p < 0.001). We then applied the model to the continental scale and estimated NEE for each 1 km x 1 km cell across the conterminous U.S. for each 8-day interval in 2005 using spatially explicit MODIS data. The model generally captured the expected spatial and seasonal patterns of NEE as determined from measurements and the literature. Our study demonstrated that our empirical approach is effective for scaling up eddy flux NEE measurements to the continental scale and producing wall-to-wall NEE estimates across multiple biomes. Our estimates may provide an independent dataset from simulations with biogeochemical models and inverse modeling approaches for examining the spatiotemporal patterns of NEE and constraining terrestrial carbon budgets over large areas.
- Research Organization:
- Argonne National Laboratory (ANL)
- Sponsoring Organization:
- USDOE Office of Science - Office of Biological and Environmental Research; National Science Foundation (NSF); USDOE Office of Science
- DOE Contract Number:
- AC02-06CH11357
- OSTI ID:
- 1396244
- Journal Information:
- Agricultural and Forest Meteorology, Journal Name: Agricultural and Forest Meteorology Journal Issue: 11 Vol. 148; ISSN 0168-1923
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
Similar Records
Estimation of net ecosystem carbon exchange for the conterminous United States by combining MODIS and AmeriFlux data
Estimation of Net Ecosystem Carbon Exchange for the Conterminous UnitedStates by Combining MODIS and AmeriFlux Data
Estimation of net ecosystem carbon exchange for the conterminous United States by combining MODIS and AmeriFlux data
Journal Article
·
Wed Oct 01 00:00:00 EDT 2008
· Agricultural and Forest Meteorology
·
OSTI ID:1015036
Estimation of Net Ecosystem Carbon Exchange for the Conterminous UnitedStates by Combining MODIS and AmeriFlux Data
Journal Article
·
Thu Mar 05 23:00:00 EST 2009
· Agricultural and Forest Meteorology
·
OSTI ID:964406
Estimation of net ecosystem carbon exchange for the conterminous United States by combining MODIS and AmeriFlux data
Journal Article
·
Wed Oct 01 00:00:00 EDT 2008
· Agricultural and Forest Meteorology
·
OSTI ID:971507