A Climate-Sensitive Mixed-Effects Individual Tree Mortality Model for Masson Pine in Hunan Province, South–Central China

Accurately assessing tree mortality probability in the context of global climate changes is important for formulating scientific and reasonable forest management scenarios. In this study, we developed a climate-sensitive individual tree mortality model for Masson pine using data from the seventh (20...

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Published inForests Vol. 15; no. 9; p. 1543
Main Authors Yan, Ni, He, Youjun, Chen, Keyi, Lv, Yanjie, Wang, Jianjun, Zhang, Zhenzhong
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.09.2024
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ISSN1999-4907
1999-4907
DOI10.3390/f15091543

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Abstract Accurately assessing tree mortality probability in the context of global climate changes is important for formulating scientific and reasonable forest management scenarios. In this study, we developed a climate-sensitive individual tree mortality model for Masson pine using data from the seventh (2004), eighth (2009), and ninth (2014) Chinese National Forest Inventory (CNFI) in Hunan Province, South–Central China. A generalized linear mixed-effects model with plots as random effects based on logistic regression was applied. Additionally, a hierarchical partitioning analysis was used to disentangle the relative contributions of the variables. Among the various candidate predictors, the diameter (DBH), Gini coefficient (GC), sum of basal area for all trees larger than the subject tree (BAL), mean coldest monthly temperature (MCMT), and mean summer (May–September) precipitation (MSP) contributed significantly to changes in Masson pine mortality. The relative contribution of climate variables (MCMT and MSP) was 44.78%, larger than tree size (DBH, 32.74%), competition (BAL, 16.09%), and structure variables (GC, 6.39%). The model validation results based on independent data showed that the model performed well and suggested an influencing mechanism of tree mortality, which could improve the accuracy of forest management decisions under a changing climate.
AbstractList Accurately assessing tree mortality probability in the context of global climate changes is important for formulating scientific and reasonable forest management scenarios. In this study, we developed a climate-sensitive individual tree mortality model for Masson pine using data from the seventh (2004), eighth (2009), and ninth (2014) Chinese National Forest Inventory (CNFI) in Hunan Province, South–Central China. A generalized linear mixed-effects model with plots as random effects based on logistic regression was applied. Additionally, a hierarchical partitioning analysis was used to disentangle the relative contributions of the variables. Among the various candidate predictors, the diameter (DBH), Gini coefficient (GC), sum of basal area for all trees larger than the subject tree (BAL), mean coldest monthly temperature (MCMT), and mean summer (May–September) precipitation (MSP) contributed significantly to changes in Masson pine mortality. The relative contribution of climate variables (MCMT and MSP) was 44.78%, larger than tree size (DBH, 32.74%), competition (BAL, 16.09%), and structure variables (GC, 6.39%). The model validation results based on independent data showed that the model performed well and suggested an influencing mechanism of tree mortality, which could improve the accuracy of forest management decisions under a changing climate.
Audience Academic
Author He, Youjun
Zhang, Zhenzhong
Chen, Keyi
Lv, Yanjie
Wang, Jianjun
Yan, Ni
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Snippet Accurately assessing tree mortality probability in the context of global climate changes is important for formulating scientific and reasonable forest...
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SubjectTerms Analysis
China
climate
Climate change
Competition
Environmental protection
forest inventory
Forest management
Forest reserves
Global climate
Health aspects
Independent variables
model validation
Mortality
National forests
Pine
Pinus massoniana
Precipitation
Probability
Random variables
regression analysis
Regression models
Statistical analysis
summer
Sustainable forestry
temperature
tree mortality
Trees
Variables
Vegetation
Title A Climate-Sensitive Mixed-Effects Individual Tree Mortality Model for Masson Pine in Hunan Province, South–Central China
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https://www.proquest.com/docview/3153853509
Volume 15
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