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:
Nat Resources Canada, Canadian Forest Serv, Laurentian Forestry Ctr, POB 10380 Stn St Foy, Quebec City, PQ G1V 4C7, CanadaNat Resources Canada, Canadian Forest Serv, Laurentian Forestry Ctr, POB 10380 Stn St Foy, Quebec City, PQ G1V 4C7, Canada
Beaudoin, A.
Bernier, P. Y.
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机构:
Nat Resources Canada, Canadian Forest Serv, Laurentian Forestry Ctr, POB 10380 Stn St Foy, Quebec City, PQ G1V 4C7, CanadaNat Resources Canada, Canadian Forest Serv, Laurentian Forestry Ctr, POB 10380 Stn St Foy, Quebec City, PQ G1V 4C7, Canada
Bernier, P. Y.
Villemaire, P.
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Nat Resources Canada, Canadian Forest Serv, Laurentian Forestry Ctr, POB 10380 Stn St Foy, Quebec City, PQ G1V 4C7, CanadaNat Resources Canada, Canadian Forest Serv, Laurentian Forestry Ctr, POB 10380 Stn St Foy, Quebec City, PQ G1V 4C7, Canada
Villemaire, P.
Guindon, L.
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Nat Resources Canada, Canadian Forest Serv, Laurentian Forestry Ctr, POB 10380 Stn St Foy, Quebec City, PQ G1V 4C7, CanadaNat Resources Canada, Canadian Forest Serv, Laurentian Forestry Ctr, POB 10380 Stn St Foy, Quebec City, PQ G1V 4C7, Canada
Guindon, L.
Guo, X. Jing
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Nat Resources Canada, Canadian Forest Serv, Laurentian Forestry Ctr, POB 10380 Stn St Foy, Quebec City, PQ G1V 4C7, CanadaNat Resources Canada, Canadian Forest Serv, Laurentian Forestry Ctr, POB 10380 Stn St Foy, Quebec City, PQ G1V 4C7, Canada
机构:
Chinese Acad Sci, Taihu Lab Lake Ecosyst Res, State Key Lab Lake Sci & Environm, Nanjing Inst Geog & Limnol, Nanjing 210008, Peoples R ChinaChinese Acad Sci, Taihu Lab Lake Ecosyst Res, State Key Lab Lake Sci & Environm, Nanjing Inst Geog & Limnol, Nanjing 210008, Peoples R China
Zhang, Yunlin
Shi, Kun
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Chinese Acad Sci, Taihu Lab Lake Ecosyst Res, State Key Lab Lake Sci & Environm, Nanjing Inst Geog & Limnol, Nanjing 210008, Peoples R ChinaChinese Acad Sci, Taihu Lab Lake Ecosyst Res, State Key Lab Lake Sci & Environm, Nanjing Inst Geog & Limnol, Nanjing 210008, Peoples R China
Shi, Kun
Zhou, Yongqiang
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Chinese Acad Sci, Taihu Lab Lake Ecosyst Res, State Key Lab Lake Sci & Environm, Nanjing Inst Geog & Limnol, Nanjing 210008, Peoples R China
Univ Chinese Acad Sci, Beijing, Peoples R ChinaChinese Acad Sci, Taihu Lab Lake Ecosyst Res, State Key Lab Lake Sci & Environm, Nanjing Inst Geog & Limnol, Nanjing 210008, Peoples R China
Zhou, Yongqiang
Liu, Xiaohan
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Chinese Acad Sci, Taihu Lab Lake Ecosyst Res, State Key Lab Lake Sci & Environm, Nanjing Inst Geog & Limnol, Nanjing 210008, Peoples R China
Univ Chinese Acad Sci, Beijing, Peoples R ChinaChinese Acad Sci, Taihu Lab Lake Ecosyst Res, State Key Lab Lake Sci & Environm, Nanjing Inst Geog & Limnol, Nanjing 210008, Peoples R China
Liu, Xiaohan
Qin, Boqiang
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机构:
Chinese Acad Sci, Taihu Lab Lake Ecosyst Res, State Key Lab Lake Sci & Environm, Nanjing Inst Geog & Limnol, Nanjing 210008, Peoples R ChinaChinese Acad Sci, Taihu Lab Lake Ecosyst Res, State Key Lab Lake Sci & Environm, Nanjing Inst Geog & Limnol, Nanjing 210008, Peoples R China