Forecasting distributions of large federal-lands fires utilizing satellite and gridded weather information

被引:41
作者
Preisler, Haiganoush K. [1 ]
Burgan, Robert E. [2 ]
Eidenshink, Jeffery C. [3 ]
Klaver, Jacqueline M.
Klaver, Robert W. [3 ]
机构
[1] US Forest Serv, USDA, Pacific SW Res Stn, Albany, CA 94710 USA
[2] US Forest Serv, USDA, Rocky Mt Res Stn, Missoula, MT 59808 USA
[3] US Geol Survey, Earth Resources Observat & Sci Ctr EROS, Sioux Falls, SD 57198 USA
关键词
fire business; fire danger; fire distribution; fire mapping; fire occurrence; semi-parametric logistic regression; spatial mapping; statistical comparisons of fire danger indices; MODELS;
D O I
10.1071/WF08032
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
The current study presents a statistical model for assessing the skill of fire danger indices and for forecasting the distribution of the expected numbers of large fires over a given region and for the upcoming week. The procedure permits development of daily maps that forecast, for the forthcoming week and within federal lands, percentiles of the distributions of (i) number of ignitions; (ii) number of fires above a given size; (iii) conditional probabilities of fires greater than a specified size, given ignition. As an illustration, we used the methods to study the skill of the Fire Potential Index - an index that incorporates satellite and surface observations to map fire potential at a national scale - in forecasting distributions of large fires.
引用
收藏
页码:508 / 516
页数:9
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