What governs the presence of residual vegetation in boreal wildfires?
Yikalo H. Araya (),
Tarmo K. Remmel and
Ajith H. Perera
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Yikalo H. Araya: York University
Tarmo K. Remmel: York University
Ajith H. Perera: Ontario Forest Research Institute
Journal of Geographical Systems, 2016, vol. 18, issue 2, No 3, 159-181
Abstract:
Abstract Wildfires are frequent boreal forest disturbances in Canada, and emulating their patterns with forest harvesting has emerged as a common forest management goal. Wildfires contain many patches of residual vegetation of various size, shape, and composition; understanding their characteristics provides insights for improved emulation criteria. We studied the occurrence of residual vegetation within eleven boreal wildfire events in a natural setting; fires ignited by lightning, no suppression efforts, and no prior anthropogenic disturbances. Relative importance of the measurable geo-environmental factors and their marginal effects on residual presence are studied using Random Forests. These factors included distance from natural firebreaks (wetland, bedrock and non-vegetated areas, and water), land cover, and topographic variables (elevation, slope, and ruggedness index). We present results at spatial resolutions ranging from four to 64 m while emphasizing four and 32 m since they mimic IKONOS- and Landsat-type images. Natural firebreak features, especially the proximity to wetlands, are among the most important variables that explain the likelihood residual occurrence. The majority of residual vegetation areas are concentrated within 100 m of wetlands. Topographic variables, typically important in rugged terrain, are less important in explaining the presence of residuals within our study fires.
Keywords: Residuals; Random Forests; Predictor variables; Variable importance; Partial dependency; Spatial resolution (search for similar items in EconPapers)
JEL-codes: C14 C8 Q5 (search for similar items in EconPapers)
Date: 2016
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Persistent link: https://EconPapers.repec.org/RePEc:kap:jgeosy:v:18:y:2016:i:2:d:10.1007_s10109-016-0227-9
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DOI: 10.1007/s10109-016-0227-9
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