Developing Models to Predict the Number of Fire Hotspots from an Accumulated Fuel Dryness Index by Vegetation Type and Region in Mexico

被引:16
|
作者
Vega-Nieva, D. J. [1 ]
Briseno-Reyes, J. [1 ]
Nava-Miranda, M. G. [2 ]
Calleros-Flores, E. [1 ]
Lopez-Serrano, P. M. [2 ]
Corral-Rivas, J. J. [2 ]
Montiel-Antuna, E. [1 ]
Cruz-Lopez, M. I. [3 ]
Cuahutle, M. [3 ]
Ressl, R. [3 ]
Alvarado-Celestino, E. [4 ]
Gonzalez-Caban, A. [5 ]
Jimenez, E. [6 ]
Alvarez-Gonzalez, J. G. [7 ]
Ruiz-Gonzalez, A. D. [7 ]
Burgan, R. E. [8 ]
Preisler, H. K. [9 ]
机构
[1] Univ Juarez Estado Durango, Fac Ciencias Forestales, Rio Papaloapan & Blvd,Durango S-N Col Valle Sur, Durango 34120, Mexico
[2] Univ Juarez Estado Durango, Inst Silvicultura & Ind Madera, Blvd Guadiana 501,Ciudad Univ, Durango 34120, Mexico
[3] Comis Nacl El Conocimiento & Uso Biodiversidad CO, Liga Periferico Insurgentes 4903, Mexico City 14010, DF, Mexico
[4] Univ Washington, Sch Environm & Forest Sci, Mailbox 352100, Seattle, WA 98195 USA
[5] US Dept Agr Forest Serv, Pacific Southwest Res Stn, 4955 Canyon Crest Dr, Riverside, CA 92507 USA
[6] Xunta Galicia Spain, Ctr Invest Forestal Lourizan, Carretera Marin Km 3-5,CP 36153, Pontevedra, Spain
[7] Univ Santiago Compostela, Escuela Politecn Super Ingn, Dept Ingn Agroforestal, Campus Univ S-N, Lugo 27002, Spain
[8] USDA Forest Serv, Rocky Mt Res Stn, 1505 Khanabad Dr, Missoula, MT 59802 USA
[9] USDA Forest Serv, Pacific Southwest Res Stn, 800 Buchanan, St Albany, CA 94710 USA
来源
FORESTS | 2018年 / 9卷 / 04期
关键词
MODIS; fire hotspots; fire occurrence risk; fire danger systems; DETECTION ALGORITHM; SPATIAL-PATTERNS; NOAA-AVHRR; DANGER; RISK; PROBABILITY; REGRESSION; IGNITIONS; SATELLITE; ANOMALIES;
D O I
10.3390/f9040190
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
Understanding the linkage between accumulated fuel dryness and temporal fire occurrence risk is key for improving decision-making in forest fire management, especially under growing conditions of vegetation stress associated with climate change. This study addresses the development of models to predict the number of 10-day observed Moderate-Resolution Imaging Spectroradiometer (MODIS) active fire hotspots-expressed as a Fire Hotspot Density index (FHD)-from an Accumulated Fuel Dryness Index (AcFDI), for 17 main vegetation types and regions in Mexico, for the period 2011-2015. The AcFDI was calculated by applying vegetation-specific thresholds for fire occurrence to a satellite-based fuel dryness index (FDI), which was developed after the structure of the Fire Potential Index (FPI). Linear and non-linear models were tested for the prediction of FHD from FDI and AcFDI. Non-linear quantile regression models gave the best results for predicting FHD using AcFDI, together with auto-regression from previously observed hotspot density values. The predictions of 10-day observed FHD values were reasonably good with R-2 values of 0.5 to 0.7 suggesting the potential to be used as an operational tool for predicting the expected number of fire hotspots by vegetation type and region in Mexico. The presented modeling strategy could be replicated for any fire danger index in any region, based on information from MODIS or other remote sensors.
引用
收藏
页数:18
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