A satellite-based burned area dataset for the northern boreal region from 1982 to 2020

被引:2
|
作者
Moreno-Ruiz, Jose-Andres [1 ]
Garcia-Lazaro, Jose-Rafael [1 ]
Arbelo, Manuel [2 ]
Hernandez-Leal, Pedro A. [2 ]
机构
[1] Univ Almeria, Dept Informat, Almeria 04120, Spain
[2] Univ La Laguna, Dept Fis, San Cristobal De La Lagun 38200, Spain
关键词
AVHRR; Bayesian network algorithm; boreal forest; burned area mapping; Eurasia; LTDR; MODIS; North America; remote sensing; Siberia; time series analysis; FOREST-FIRES; TIME-SERIES; CHANGING CLIMATE; CARBON-CYCLE; DATA RECORD; LAND-COVER; AVHRR; MODIS; PRODUCTS; VEGETATION;
D O I
10.1071/WF22102
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
Background. Fires in the boreal forest occur with natural frequencies and patterns. Burned area (BA) is an essential variable in assessing the impact of climate change in boreal regions. Aims. Spatial wildfire occurrence data since the 1950s are available for North America. However, there are no reliable data for Eurasia, mainly for Siberia, during the 1980s and 1990s. Methods. A Bayesian-network algorithm was applied to the Long-Term Data Record (LTDR) Version 5 to generate a BA DataSet (BA-LTDR-DS) for the Boreal region from 1982 to 2020, validated using official reference data and compared with the MODIS MCD64A1 product. Key results. A high correlation (>93%) with all the reference BA datasets was found. BA-LTDR-DS data grouped by decades estimated a linear increase in BA of 4.47 million ha/decade. This trend provides evidence of how global warming affects fire activity in these boreal forests. Conclusions. BA-LTDR-DS constitutes a unique data source for the pre-MODIS era, and becomes a reliable source when other products with higher spatial/spectral resolution are not available. Implications. The BA-LTDR-DS dataset constitutes the longest time series developed for the boreal region at this spatial resolution. BA-LTDR-DS could be used as input in global climate models, helping improve wildfire prediction capabilities and understand the interactions between fire, climate and vegetation dynamics.
引用
收藏
页码:854 / 871
页数:18
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