mountain pine beetle;
Landsat;
time series;
forest disturbance;
D O I:
10.1016/j.rse.2008.05.005
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
The current outbreak of mountain pine beetle (Dendroctonus ponderosae) in western Canada has been increasing over the past decade and is currently estimated to be impacting 9.2 million hectares, with varying levels of severity. Large area insect monitoring is typically undertaken using manual aerial overview sketch mapping, whereby an interpreter depicts areas of homogenous insect attack conditions onto 1:250,000 OF 1: 100,000 scale maps. These Surveys provide valuable strategic data for management at the provincial scale. The coarse spatial and attribute resolution of these data however, make them inappropriate for fine-scale monitoring and operational planning. For instance, it is not possible to estimate the initial timing of attack and year of stand death. In this study, we utilise eight Landsat scenes collected over a 14 year period in north-central British Columbia, Canada, where the infestation has gradually developed both spatially and temporally. After pre-processing and normalising the eight scenes using a relative normalisation procedure, decision free analysis was applied to classify spectral trajectories of the Normalised Difference Moisture Index (NDMI). From the classified temporal sequence of images, key parameters were extracted including the presence of beetle disturbance and timing of stand decline. The accuracy of discriminating beetle attack from healthy forest stands was assessed both spatially and temporally using three years of aerial survey data (1996, 2003, and 2004) with results indicating overall classification accuracies Varying between 71 and 86%. As expected, the earliest and least severe attack year (1996), recorded the lowest overall accuracy. The relationship between the timing of stand attack (i.e. moderate to severe beetle infestation) and NDMI (initial year of detected disturbance) was also explored. The results Suggest that there is potential for deriving regional estimates of the year of stand death using Landsat data and decision tree analysis however, a higher temporal frequency of images is required to quantify the timing of mountain pine beetle attack. (C) 2008 Elsevier Inc. All rights reserved.
机构:
Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, CanadaUniv British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Schwalm, Christopher R.
Black, T. Andrew
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h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Black, T. Andrew
Arniro, Brian D.
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h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Arniro, Brian D.
Arain, M. Altaf
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h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Arain, M. Altaf
Barr, Alan G.
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h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Barr, Alan G.
Bourque, Charles P-A.
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h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Bourque, Charles P-A.
Dunn, Allison L.
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h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Dunn, Allison L.
Flanagan, Larry B.
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h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Flanagan, Larry B.
Giasson, Marc-Andre
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h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Giasson, Marc-Andre
Lafleur, Peter M.
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h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Lafleur, Peter M.
Margolis, Hank A.
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机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Margolis, Hank A.
McCaughey, J. Harry
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h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
McCaughey, J. Harry
Orchansky, Alberto L.
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Orchansky, Alberto L.
Wofsy, Steve C.
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
机构:
Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, CanadaUniv British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Schwalm, Christopher R.
Black, T. Andrew
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Black, T. Andrew
Arniro, Brian D.
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Arniro, Brian D.
Arain, M. Altaf
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Arain, M. Altaf
Barr, Alan G.
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Barr, Alan G.
Bourque, Charles P-A.
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Bourque, Charles P-A.
Dunn, Allison L.
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Dunn, Allison L.
Flanagan, Larry B.
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Flanagan, Larry B.
Giasson, Marc-Andre
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Giasson, Marc-Andre
Lafleur, Peter M.
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Lafleur, Peter M.
Margolis, Hank A.
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Margolis, Hank A.
McCaughey, J. Harry
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
McCaughey, J. Harry
Orchansky, Alberto L.
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada
Orchansky, Alberto L.
Wofsy, Steve C.
论文数: 0引用数: 0
h-index: 0
机构:Univ British Columbia, Fac Land & Food Syst, Vancouver, BC V6T 1Z4, Canada