Satellite hydrology observations as operational indicators of forecasted fire danger across the contiguous United States

被引:14
作者
Farahmand, Alireza [1 ]
Stavros, E. Natasha [1 ]
Reager, John T. [1 ]
Behrangi, Ali [2 ]
Randerson, James T. [3 ]
Quayle, Brad [4 ]
机构
[1] CALTECH, Jet Prop Lab, Pasadena, CA 91109 USA
[2] Univ Arizona, Dept Hydrol & Atmospher Sci, Tucson, AZ USA
[3] Univ Calif Irvine, Dept Earth Syst Sci, Irvine, CA USA
[4] US Forest Serv, Geospatial Technol & Applicat Ctr, USDA, 2222 West 2300 South, Salt Lake City, UT USA
关键词
LARGE WILDLAND FIRES; LAND-SURFACE MODEL; CLIMATE; WILDFIRE; ASSIMILATION; TEMPERATURE; VARIABILITY; DISTURBANCE; PRODUCTS; REGIMES;
D O I
10.5194/nhess-20-1097-2020
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Traditional methods for assessing fire danger often depend on meteorological forecasts, which have reduced reliability after similar to 10 d. Recent studies have demonstrated long lead-time correlations between pre-fire-season hydrological variables such as soil moisture and later fire occurrence or area burned, yet the potential value of these relationships for operational forecasting has not been studied. Here, we use soil moisture data refined by remote sensing observations of terrestrial water storage from NASA's Gravity Recovery and Climate Experiment (GRACE) mission and vapor pressure deficit from NASA's Atmospheric Infrared Sounder (AIRS) mission to generate monthly predictions of fire danger at scales commensurate with regional management. We test the viability of predictors within nine US geographic area coordination centers (GACCs) using regression models specific to each GACC. Results show that the model framework improves interannual wildfire-burned-area prediction relative to climatology for all GACCs. This demonstrates the importance of hydrological information to extend operational forecast ability into the months preceding wildfire activity.
引用
收藏
页码:1097 / 1106
页数:10
相关论文
共 45 条
[1]   Impact of anthropogenic climate change on wildfire across western US forests [J].
Abatzoglou, John T. ;
Williams, A. Park .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2016, 113 (42) :11770-11775
[2]   Relationships between climate and macroscale area burned in the western United States [J].
Abatzoglou, John T. ;
Kolden, Crystal A. .
INTERNATIONAL JOURNAL OF WILDLAND FIRE, 2013, 22 (07) :1003-1020
[3]   Development of gridded surface meteorological data for ecological applications and modelling [J].
Abatzoglou, John T. .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2013, 33 (01) :121-131
[4]   A comparison of statistical downscaling methods suited for wildfire applications [J].
Abatzoglou, John T. ;
Brown, Timothy J. .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2012, 32 (05) :772-780
[5]  
[Anonymous], 2015, The Rising Cost of Wildfire Operations: Effects on the Forest Services Non-Fire Work, P2
[6]   AIRS/AMSU/HSB on the aqua mission: Design, science objectives, data products, and processing systems [J].
Aumann, HH ;
Chahine, MT ;
Gautier, C ;
Goldberg, MD ;
Kalnay, E ;
McMillin, LM ;
Revercomb, H ;
Rosenkranz, PW ;
Smith, WL ;
Staelin, DH ;
Strow, LL ;
Susskind, J .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (02) :253-264
[7]   Human-started wildfires expand the fire niche across the United States [J].
Balch, Jennifer K. ;
Bradley, Bethany A. ;
Abatzoglou, John T. ;
Nagy, R. Chelsea ;
Fusco, Emily J. ;
Mahood, Adam L. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2017, 114 (11) :2946-2951
[8]   The quiet revolution of numerical weather prediction [J].
Bauer, Peter ;
Thorpe, Alan ;
Brunet, Gilbert .
NATURE, 2015, 525 (7567) :47-55
[9]   Early detection of drought onset using near surface temperature and humidity observed from space [J].
Behrangi, Ali ;
Fetzer, Eric J. ;
Granger, Stephanie L. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2016, 37 (16) :3911-3923
[10]  
Bradshaw LarryS., 1984, 1978 NATL FIRE DANGE