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Development of Landsat-based annual US forest disturbance history maps (1986-2010) in support of the North American Carbon Program (NACP)
被引:30
|作者:
Zhao, Feng
[1
]
Huang, Chengquan
[1
]
Goward, Samuel N.
[1
]
Schleeweis, Karen
[1
,2
]
Rishmawi, Khaldoun
[1
]
Lindsey, Mary A.
[1
]
Denning, Elaine
[1
]
Keddell, Louis
[1
]
Cohen, Warren B.
[3
]
Yang, Zhiqiang
[3
]
Dungan, Jennifer L.
[4
]
Michaelis, Andrew
[4
]
机构:
[1] Univ Maryland, Dept Geog Sci, College Pk, MD 20740 USA
[2] US Forest Serv, Rocky Mt Res Stn, USDA, Ogden, UT 84401 USA
[3] Oregon State Univ, Dept Forest Ecosyst & Soc, Corvallis, OR 97331 USA
[4] NASA, Ames Res Ctr, Moffett Field, CA 94035 USA
关键词:
CONUS;
Landsat;
Forest disturbance;
NAFD-NEX;
VCT;
CONTERMINOUS UNITED-STATES;
TIME-SERIES;
COVER DATABASE;
DETECTING TRENDS;
ESTIMATING AREA;
INVENTORY;
ACCURACY;
COMPLETION;
DYNAMICS;
SCIENCE;
D O I:
10.1016/j.rse.2018.02.035
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
In Phase III of the North American Forest Dynamics (NAFD) study an automatic workflow has been developed for evaluating forest disturbance history using Landsat observations. It has four major components: an automated approach for image selection and preprocessing, the vegetation change tracker (VCT) forest disturbance analysis, postprocessing, and validation. This approach has been applied to the conterminous US (CONUS) to produce a comprehensive analysis of US forest disturbance history using the NASA Earth Exchange (NEX) cloud computing system. The resultant NAFD-NEX product includes 25 annual forest disturbance maps for 1986-2010 and two time-integrated maps to provide spatial-temporal synoptic view of disturbances over this time period. These maps were derived based on 24,000 + scenes selected from 350,000 + available Landsat images at 30-m resolution, and were validated using a visual assessment of Landsat time-series images in combination with high resolution and other ancillary data sources over samples selected using a probability based sampling method. The validation revealed no major biases in the NAFD-NEX maps for disturbance events that resulted in at least 20% canopy cover loss. The average user's and producer's accuracies for the disturbance class were 53.6% and 53.3%, respectively, with the individual year's user's accuracy varying from 42.8% to 73.6% and producer's accuracy from 39.0% to 84.8% over the 25-year period. The NAFD-NEX disturbance maps are available from a web portal of the Oak Ridge National Laboratory Distributed Active Archive Center (ORNL-DAAC).
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页码:312 / 326
页数:15
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