A comparison of statistical downscaling methods suited for wildfire applications

被引:608
作者
Abatzoglou, John T. [1 ]
Brown, Timothy J. [2 ]
机构
[1] Univ Idaho, Dept Geog, Moscow, ID 83844 USA
[2] Univ Nevada, Desert Res Inst, Program Climate Fire & Ecosyst Applicat, Reno, NV 89506 USA
基金
美国国家科学基金会;
关键词
wildfire; downscaling; climate change; CLIMATE-CHANGE IMPACTS; UNITED-STATES; SYNOPTIC CLIMATOLOGY; DAILY PRECIPITATION; FIRE; MODEL; WEATHER; UTILITY;
D O I
10.1002/joc.2312
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Place-based data is required in wildfire analyses, particularly in regions of diverse terrain that foster not only strong gradients in meteorological variables, but also complex fire behaviour. However, a majority of downscaling methods are inappropriate for wildfire application due to the lack of daily timescales and variables such as humidity and winds that are important for fuel flammability and fire spread. Two statistical downscaling methods, the daily Bias corrected Spatial Downscaling (BCSD) and the Multivariate Adapted Constructed Analogs (MACA) that directly incorporate daily data from global climate models, were validated over the western US using global reanalysis data. While both methods outperformed results obtained from direct interpolation from reanalysis, MACA exhibited additional skill in temperature, humidity, wind, and precipitation due to its ability to jointly downscale temperature and dew point temperature, and its use of analog patterns rather than interpolation. Both downscaling methods exhibited value added information in tracking fire danger indices and periods of extreme fire danger; however, MACA outperformed the daily BCSD due to its ability to more accurately capture relative humidity and winds. Copyright (C) 2011 Royal Meteorological Society
引用
收藏
页码:772 / 780
页数:9
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