Complex Relationships of the Effects of Topographic Characteristics and Susceptible Tree Cover on Burn Severity

Forest fires and burn severity mosaics have profound impacts on the post-fire dynamics and complexity of forest ecosystems. Numerous studies have investigated the relationship between topographic variables and susceptible tree covers with regard to burn severity. However, these relationships have no...

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Main Authors: Hyun-Joo Lee, Yun Eui Choi, Sang-Woo Lee
Format: Article
Language:English
Published: MDPI AG 2018-01-01
Series:Sustainability
Subjects:
GAM
Online Access:http://www.mdpi.com/2071-1050/10/2/295
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spelling doaj-6e25365fc34546708b3a79b4dd18ffb92020-11-24T21:40:22ZengMDPI AGSustainability2071-10502018-01-0110229510.3390/su10020295su10020295Complex Relationships of the Effects of Topographic Characteristics and Susceptible Tree Cover on Burn SeverityHyun-Joo Lee0Yun Eui Choi1Sang-Woo Lee2Graduate Program, Department of Environmental Science, Konkuk University, Gwangjin-gu, Seoul 05029, KoreaGraduate Program, Department of Environmental Science & Ecological Engineering, Graduate School, Korea University, Seongbuk-gu, Seoul 02841, KoreaDepartment of Forestry and Landscape Architecture, Konkuk University, Gwangjin-gu, Seoul 05029, KoreaForest fires and burn severity mosaics have profound impacts on the post-fire dynamics and complexity of forest ecosystems. Numerous studies have investigated the relationship between topographic variables and susceptible tree covers with regard to burn severity. However, these relationships have not been fully elucidated, because most studies have assumed linearity in these relationships. Therefore, we examined the linearity and the nonlinearity in the relationships between topographic variables and susceptible tree covers with burn severity by comparing linear and nonlinear models. The site of the Samcheok fire, the largest recorded forest fire in Korea, was used as the study area. We generated 802 grid cells with a 500-m resolution that encompassed the entire study area and collected a dataset that included the topographic variables and percentage of red pine trees, which are the most susceptible tree cover types in Korea. We used conventional linear models and generalized additive models to estimate the linear and the nonlinear models based on topographic variables and Japanese red pine trees. The results revealed that the percentage of red pine trees had linear effects on burn severity, reinforcing the importance of silviculture and forest management to lower burn severity. Meanwhile, the topographic variables had nonlinear effects on burn severity. Among the topographic variables, elevation had the strongest nonlinear effect on burn severity, possibly by overriding the effects of susceptible fuels over elevation effects or due to the nonlinear effects of topographic characteristics on pre-fire fuel conditions, including the spatial distribution and availability of susceptible tree cover. To validate and generalize the nonlinear effects of elevation and other topographic variables, additional research is required at different fire sites with different tree cover types in different geographic locations.http://www.mdpi.com/2071-1050/10/2/295burn severityGAMJapanese red pinenonlinear relationshiptopography
collection DOAJ
language English
format Article
sources DOAJ
author Hyun-Joo Lee
Yun Eui Choi
Sang-Woo Lee
spellingShingle Hyun-Joo Lee
Yun Eui Choi
Sang-Woo Lee
Complex Relationships of the Effects of Topographic Characteristics and Susceptible Tree Cover on Burn Severity
Sustainability
burn severity
GAM
Japanese red pine
nonlinear relationship
topography
author_facet Hyun-Joo Lee
Yun Eui Choi
Sang-Woo Lee
author_sort Hyun-Joo Lee
title Complex Relationships of the Effects of Topographic Characteristics and Susceptible Tree Cover on Burn Severity
title_short Complex Relationships of the Effects of Topographic Characteristics and Susceptible Tree Cover on Burn Severity
title_full Complex Relationships of the Effects of Topographic Characteristics and Susceptible Tree Cover on Burn Severity
title_fullStr Complex Relationships of the Effects of Topographic Characteristics and Susceptible Tree Cover on Burn Severity
title_full_unstemmed Complex Relationships of the Effects of Topographic Characteristics and Susceptible Tree Cover on Burn Severity
title_sort complex relationships of the effects of topographic characteristics and susceptible tree cover on burn severity
publisher MDPI AG
series Sustainability
issn 2071-1050
publishDate 2018-01-01
description Forest fires and burn severity mosaics have profound impacts on the post-fire dynamics and complexity of forest ecosystems. Numerous studies have investigated the relationship between topographic variables and susceptible tree covers with regard to burn severity. However, these relationships have not been fully elucidated, because most studies have assumed linearity in these relationships. Therefore, we examined the linearity and the nonlinearity in the relationships between topographic variables and susceptible tree covers with burn severity by comparing linear and nonlinear models. The site of the Samcheok fire, the largest recorded forest fire in Korea, was used as the study area. We generated 802 grid cells with a 500-m resolution that encompassed the entire study area and collected a dataset that included the topographic variables and percentage of red pine trees, which are the most susceptible tree cover types in Korea. We used conventional linear models and generalized additive models to estimate the linear and the nonlinear models based on topographic variables and Japanese red pine trees. The results revealed that the percentage of red pine trees had linear effects on burn severity, reinforcing the importance of silviculture and forest management to lower burn severity. Meanwhile, the topographic variables had nonlinear effects on burn severity. Among the topographic variables, elevation had the strongest nonlinear effect on burn severity, possibly by overriding the effects of susceptible fuels over elevation effects or due to the nonlinear effects of topographic characteristics on pre-fire fuel conditions, including the spatial distribution and availability of susceptible tree cover. To validate and generalize the nonlinear effects of elevation and other topographic variables, additional research is required at different fire sites with different tree cover types in different geographic locations.
topic burn severity
GAM
Japanese red pine
nonlinear relationship
topography
url http://www.mdpi.com/2071-1050/10/2/295
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