Spatial Distribution of Forest Fire Emissions: A Case Study in Three Mexican Ecoregions

被引:14
作者
Isabel Cruz-Lopez, Maria [1 ]
de Lourdes Manzo-Delgado, Lilia [2 ]
Aguirre-Gomez, Raul [2 ]
Chuvieco, Emilio [3 ]
Alberto Equihua-Benitez, Julian [1 ]
机构
[1] Natl Commiss Knowledge & Use Biodivers, Liga Periferico Insurgentes Sur 4903, Mexico City 14010, DF, Mexico
[2] Univ Nacl Autonoma Mexico, Inst Geog, Investigac Cient, Ciudad Univ, Mexico City 04510, DF, Mexico
[3] Univ Alcala de Henares, Colegios 2, Madrid 28801, Spain
关键词
gas emissions; remote sensing; machine learning; BIOMASS BURNING EMISSIONS; CARBON; MAP;
D O I
10.3390/rs11101185
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This study shows a simplified approach for calculating emissions associated with forest fires in Mexico, based on different satellite observation products: the biomass, burnt area, emission factors, and burning efficiency. Biomass loads were based on a Mexican biomass map, updated with the net primary productivity products. The burning efficiency was estimated from a Random Forest Regression (RFR) model, which considered the fuel, weather and topographical conditions. The burned areas were the downloaded Maryland University MCD64c6 product. The emission factors were obtained from well-known estimations, corrected by a dedicated US Forest Service and Mexican campaign. The uncertainty was estimated from an integrative method. Our method was applied to a four-year period, 2011-2014, in three Mexican ecoregions. The total burned in the study region was 12,898 km(2) (about 4% of the area), producing 67.5 (+/- 20) Tg of CO2. Discrepancies of the land cover maps were found to be the main cause of a low correlation between our estimations and the Global Emission Database (GFED). The emissions were clearly associated to precipitation patterns. They mainly affected dry and tropical forests (almost 50% of all emissions). Six priority areas were identified, where prevention or mitigation measures must be implemented.
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页数:18
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