Evidence-based mapping of the wildland-urban interface to better identify human communities threatened by wildfires

被引:36
|
作者
Miranda, Alejandro [1 ,2 ]
Carrasco, Jaime [3 ,4 ]
Gonzalez, Mauro [1 ,5 ]
Pais, Cristobal [6 ]
Lara, Antonio [1 ,5 ,7 ]
Altamirano, Adison [2 ,8 ]
Weintraub, Andres [3 ,4 ]
Syphard, Alexandra D. [9 ]
机构
[1] Univ Chile, Ctr Climate & Resilience Res CR2, Santiago, Chile
[2] Univ La Frontera, Fac Ciencias Agr & Forestales, Landscape Ecol & Conservat Lab, Temuco, Chile
[3] Univ Chile, Ind Engn Dept, Santiago, Chile
[4] Complex Engn Syst Inst ISCI, Santiago, Chile
[5] Univ Austral Chile, Fac Ciencias Forestales & Recursos Nat, Inst Conservac Biodiversidad & Terr, Valdivia, Chile
[6] Univ Calif Berkeley, Dept Ind Engn & Operat Res, Berkeley, CA 94720 USA
[7] Fdn Ctr Bosques Nativos FORECOS, Valdivia, Chile
[8] Univ La Frontera, Fac Ciencias Agr & Forestales, Butamallin Res Ctr Global Change, Temuco, Chile
[9] Sage Insurance Holdings LLC, La Mesa, CA USA
来源
ENVIRONMENTAL RESEARCH LETTERS | 2020年 / 15卷 / 09期
关键词
rural-urban interface; machine learning; artificial intelligence; landscape planning; fire ignitions; Chile; NATIVE FOREST LOSS; SPATIAL-PATTERNS; FIRE FREQUENCY; IGNITION; CLIMATE; CHILE; AREAS; RISK; DEFINITION; REGRESSION;
D O I
10.1088/1748-9326/ab9be5
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The wildland-urban interface (WUI) is the spatial manifestation of human communities coupled with vegetated ecosystems. Spatial delineation of the WUI is important for wildfire policy and management, but is typically defined according to spatial relationships between housing development and wildland vegetation without explicit consideration of fire risk. A fire risk-based definition of WUI can enable a better distribution of management investment so as to maximize social return. We present a novel methodological approach to delineate the WUI based on a fire risk assessment. The approach establishes a geographical framework to model fire risk via machine learning and generate multi-scale, variable-specific spatial thresholds for translating fire probabilities into mapped output. To determine whether fire-based WUI mapping better captures the spatial congruence of houses and wildfires than conventional methods, we compared national and subnational fire-based WUI maps for Chile to WUI maps generated only with housing and vegetation thresholds. The two mapping approaches exhibited broadly similar spatial patterns, the WUI definitions covering almost the same area and containing similar proportions of the housing units in the area under study (17.1% vs. 17.9%), but the fire-based WUI accounted for 13.8% more spatial congruence of fires and people (47.1% vs. 33.2% of ignitions). Substantial regional variability was found in fire risk drivers and the corresponding spatial mapping thresholds, suggesting there are benefits to developing different WUI maps for different scales of application. We conclude that a dynamic, multi-scale, fire-based WUI mapping approach should provide more targeted and effective support for decision making than conventional approaches.
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页数:13
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