boreal forest;
National Burned Area Composite;
remote sensing;
regression tree;
decision tree;
change detection;
LAND-COVER;
BOREAL FOREST;
AREA;
RESOLUTION;
ACCURACY;
D O I:
10.1139/cjfr-2014-0229
中图分类号:
S7 [林业];
学科分类号:
0829 ;
0907 ;
摘要:
Disturbances such as fire and harvesting shape forest dynamics and must be accounted for when modelling forest properties. However, acquiring timely disturbance information for all of Canada's large forest area has always been challenging. Therefore, we developed an approach to detect annual forest change resulting from fire, harvesting, or flooding using Moderate Resolution Imaging Spectroradiometer (MODIS) imagery at 250 m spatial resolution across Canada and to estimate the withinpixel fractional change (FC). When this approach was applied to the period from 2000 to 2011, the accuracy of detection of burnt, harvested, or flooded areas against our validation dataset was 82%, 80%, and 85%, respectively. With FC, 77% of the area burnt and 82% of the area harvested within the validation dataset were correctly identified. The methodology was optimized to reduce the commission error but tended to omit smaller disturbances as a result. For example, the omitted area for harvest blocks greater than 80 ha was less than 14% but increased to between 38% and 50% for harvest blocks of 20 to 30 ha. Detection of burnt and harvested areas in some regions was hindered by persistent haze or cloud cover or by insect outbreaks. All resulting data layers are available as supplementary material.
机构:
US Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA
BAERI, 625 2nd St, Petaluma, CA 94952 USAUS Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA
Teluguntla, Pardhasaradhi
Thenkabail, Prasad S.
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US Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USAUS Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA
Thenkabail, Prasad S.
Xiong, Jun
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机构:
US Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA
BAERI, 625 2nd St, Petaluma, CA 94952 USAUS Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA
Xiong, Jun
Gumma, Murali Krishna
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机构:
Int Crops Res Inst Semi Arid Trop, Hyderabad, Andhra Pradesh, IndiaUS Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA
Gumma, Murali Krishna
Congalton, Russell G.
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机构:
Univ New Hampshire, Dept Nat Resources & Environm, Durham, NH 03824 USAUS Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA
Congalton, Russell G.
Oliphant, Adam
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US Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USAUS Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA
Oliphant, Adam
Poehnelt, Justin
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US Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USAUS Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA
Poehnelt, Justin
Yadav, Kamini
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机构:
Univ New Hampshire, Dept Nat Resources & Environm, Durham, NH 03824 USAUS Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA
Yadav, Kamini
Rao, Mahesh
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机构:
Humboldt State Univ, Dept Forestry & Wildland Resources, Arcata, CA 95521 USA
Univ Virginia, Ctr Leadership Simulat & Gaming, Charlottesville, VA USAUS Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA
Rao, Mahesh
Massey, Richard
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机构:
No Arizona Univ, Sch Earth Sci & Environm Sustainabil, Flagstaff, AZ USAUS Geol Survey, Western Geog Sci Ctr, Flagstaff, AZ 86001 USA