Comparison of burned area estimates derived from SPOT-VEGETATION and Landsat ETM plus data in Africa:: Influence of spatial pattern and vegetation type

被引:88
作者
Silva, JMN [1 ]
Sá, ACL [1 ]
Pereira, JMC [1 ]
机构
[1] Inst Super Agron, Dept Forestry, P-1349017 Lisbon, Portugal
关键词
burned area mapping; SPOT-VEGETATION; landsat ETM; spatial patterns; classification trees; accuracy assessment;
D O I
10.1016/j.rse.2005.02.004
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
An algorithm for burned area mapping in Africa based on classification trees was developed using SPOT-VEGETATION (VGT) imagery. The derived 1 km spatial resolution burned area maps were compared with 30 m spatial resolution maps obtained with 13 Landsat ETM+ scenes, through linear regression analysis. The procedure quantifies the bias in burned area estimation present in the low spatial resolution burned area map. Good correspondence was observed for seven sites, with values of the coefficient of determination (R-2) ranging from 0.787 to 0.983. Poorer agreement was observed in four sites (R-2 values between 0.257 and 0.417), and intermediate values of R-2 (0.670 and 0.613) were obtained for two sites. The observed variation in the level of agreement between the Landsat and VGT estimates of area burned results from differences in the spatial pattern and size distribution of bums in the different fire regimes encompassed by our analysis. Small and fragmented burned areas result in large underestimation at I kin spatial resolution. When large and compact burned areas dominate the landscape, VGT estimates of burned area are accurate, although in certain situations there is some overestimation, Accuracy of VGT burned area estimates also depends on vegetation type. Results showed that in forest ecosystems VGT maps underestimate substantially the amount of burned area. The most accurate estimates were obtained for woodlands and grasslands. An overall linear regression fitted with the data from the 13 comparison sites revealed that there is a strong relationship between VGT and Landsat estimates of burned area, with a value of R-2 of 0,754 and a slope of 0.803. Our findings indicate that burned area mapping based on I kin spatial resolution VGT data provides adequate regional information. (c) 2005 Elsevier Inc. All rights reserved.
引用
收藏
页码:188 / 201
页数:14
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