A Satellite Approach to Estimate Land-Atmosphere CO2 Exchange for Boreal and Arctic Biomes Using MODIS and AMSR-E

被引:51
作者
Kimball, John S. [1 ,2 ]
Jones, Lucas A. [1 ,2 ]
Zhang, Ke [1 ,2 ]
Heinsch, Faith Ann [2 ]
McDonald, Kyle C. [3 ]
Oechel, Walt C. [4 ]
机构
[1] Univ Montana, Flathead Lake Biol Stn, Div Biol Sci, Polson, MT 59860 USA
[2] Univ Montana, Numer Terradynam Simulat Grp, Missoula, MT 59812 USA
[3] CALTECH, Jet Prop Lab, Water & Carbon Cycles Grp, Div Sci, Pasadena, CA 91109 USA
[4] San Diego State Univ, Global Change Res Grp, Dept Biol, San Diego, CA 92182 USA
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2009年 / 47卷 / 02期
基金
美国国家科学基金会; 美国国家航空航天局;
关键词
Advanced Microwave Scanning Radiometer for EOS (AMSR-E); Arctic tundra; boreal forest; carbon; Moderate Resolution Imaging Spectroradiometer (MODIS); net ecosystem exchange (NEE); SOIL ORGANIC-MATTER; GROSS PRIMARY PRODUCTION; CARBON-DIOXIDE EXCHANGE; NET ECOSYSTEM EXCHANGE; BLACK SPRUCE FORESTS; CONSTANT FRACTION; DECIDUOUS FOREST; TUSSOCK TUNDRA; CLIMATE-CHANGE; RESPIRATION;
D O I
10.1109/TGRS.2008.2003248
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Northern ecosystems are a major sink for atmospheric CO2 and contain much of the world's soil organic carbon (SOC) that is potentially reactive to near-term climate change. We introduce a simple terrestrial carbon flux (TCF) model driven by satellite remote sensing inputs from the Moderate Resolution Imaging Spectroradiometer (MODIS) and the Advanced Microwave Scanning Radiometer for EOS (AMSR-E) to estimate surface (< 10-cm depth) SOC stocks, daily respiration, and net ecosystem carbon exchange (NEE). Soil temperature and moisture information from AMSR-E provide environmental constraints to soil heterotrophic respiration (R-h), while gross primary, production (GPP) information from MODIS provides estimates of the total photosynthesis and autotrophic respiration. The model results were evaluated across a North American network of boreal forest, grassland, and tundra monitoring sites using alternative carbon measures derived from tower CO2 flux measurements and BIOME-BGC model simulations. Root-mean-square-error (rmse) differences between TCF model estimates and tower observations were 1.2, 0.7, and 1.2 g . C . m(-2) . day(-1) for GPP, ecosystem respiration (R-tot) and NEE, while mean residual differences were 43% of the rmse. Similar accuracies were observed for both TCF and BIOME-BGC model simulations relative to tower results. TCF-model-derived SOC was in general agreement with soil inventory data and indicates that the dominant SOC source for R-h has a mean residence time of less than five years, while R-h is approximately 43% and 55% of R-tot for respective summer and annual fluxes. An error sensitivity, analysis determined that meaningful flux estimates could be derived under prevailing climatic conditions at the study locations, given documented error levels in the remote sensing inputs.
引用
收藏
页码:569 / 587
页数:19
相关论文
共 115 条
[1]   Combining theory and experiment to understand effects of inorganic nitrogen on litter decomposition [J].
Ågren, GI ;
Bosatta, E ;
Magill, AH .
OECOLOGIA, 2001, 128 (01) :94-98
[2]   The McCree-de Wit-Penning de Vries-Thornley respiration paradigms: 30 years later [J].
Amthor, JS .
ANNALS OF BOTANY, 2000, 86 (01) :1-20
[3]   Boreal forest CO2 exchange and evapotranspiration predicted by nine ecosystem process models:: Intermodel comparisons and relationships to field measurements [J].
Amthor, JS ;
Chen, JM ;
Clein, JS ;
Frolking, SE ;
Goulden, ML ;
Grant, RF ;
Kimball, JS ;
King, AW ;
McGuire, AD ;
Nikolov, NT ;
Potter, CS ;
Wang, S ;
Wofsy, SC .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2001, 106 (D24) :33623-33648
[4]   Drier summers cancel out the CO2 uptake enhancement induced by warmer springs [J].
Angert, A ;
Biraud, S ;
Bonfils, C ;
Henning, CC ;
Buermann, W ;
Pinzon, J ;
Tucker, CJ ;
Fung, I .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (31) :10823-10827
[5]  
[Anonymous], AMSR E AQUA DAILY L3
[6]  
ASHCROFT P, 1999, 121599B1 RSS
[7]   Estimation of the carbon sequestration by a heterogeneous forest: night flux corrections, heterogeneity of the site and inter-annual variability [J].
Aubinet, M ;
Heinesch, B ;
Longdoz, B .
GLOBAL CHANGE BIOLOGY, 2002, 8 (11) :1053-1071
[8]  
Baldocchi D, 2001, B AM METEOROL SOC, V82, P2415, DOI 10.1175/1520-0477(2001)082<2415:FANTTS>2.3.CO
[9]  
2
[10]   Climatic controls on the carbon and water balances of a boreal aspen forest, 1994-2003 [J].
Barr, Alan G. ;
Black, T. A. ;
Hogg, E. H. ;
Griffis, T. J. ;
Morgenstern, K. ;
Kljun, N. ;
Theede, A. ;
Nesic, Z. .
GLOBAL CHANGE BIOLOGY, 2007, 13 (03) :561-576