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Characteristics of Dieback of IPinus densiflora/I and Risk Assessment in the Wangpicheon Ecosystem and Landscape Conservation Area in Uljin, South Korea
The correlation between climate change and pine tree dieback must be understood to implement a proactive forest management system. In this study, an ensemble model combining random forest, the generalized boosting model, and the generalized linear model was used to analyze the topographical and envi...
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Published in: | Forests 2023-04, Vol.14 (5) |
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creator | Lee, Seung-Jae Shin, Dong-Bin Lee, Ah-Rim Oh, Seung-Hwan |
description | The correlation between climate change and pine tree dieback must be understood to implement a proactive forest management system. In this study, an ensemble model combining random forest, the generalized boosting model, and the generalized linear model was used to analyze the topographical and environmental characteristics of pine trees suffering from dieback in the Wangpicheon Ecosystem and Landscape Conservation Area, and the areas in which pine trees are at risk of dieback were evaluated to promote efficient pine forest management. The results showed that pine trees suffering from dieback in the conservation area were mainly located on ridges, were age class 6 or older, or were in areas with a low topographic wetness index south of the conservation area. An evaluation of the risk of dieback among pine trees was performed based on the results of two ensemble models. An area of 365 ha accounting for 6.8% of the total area was identified as requiring “caution” with respect to the risk of dieback of coniferous forests and mixed forests. The developed methodology is expected to provide valuable information for the implementation of an appropriate management system for the protection of pine and mixed forests from the negative effects of climate change. |
doi_str_mv | 10.3390/f14050903 |
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In this study, an ensemble model combining random forest, the generalized boosting model, and the generalized linear model was used to analyze the topographical and environmental characteristics of pine trees suffering from dieback in the Wangpicheon Ecosystem and Landscape Conservation Area, and the areas in which pine trees are at risk of dieback were evaluated to promote efficient pine forest management. The results showed that pine trees suffering from dieback in the conservation area were mainly located on ridges, were age class 6 or older, or were in areas with a low topographic wetness index south of the conservation area. An evaluation of the risk of dieback among pine trees was performed based on the results of two ensemble models. An area of 365 ha accounting for 6.8% of the total area was identified as requiring “caution” with respect to the risk of dieback of coniferous forests and mixed forests. The developed methodology is expected to provide valuable information for the implementation of an appropriate management system for the protection of pine and mixed forests from the negative effects of climate change.</description><identifier>ISSN: 1999-4907</identifier><identifier>EISSN: 1999-4907</identifier><identifier>DOI: 10.3390/f14050903</identifier><language>eng</language><publisher>MDPI AG</publisher><subject>Dieback ; Diseases and pests ; Environmental aspects ; Identification and classification ; Methods ; Pine ; Risk assessment</subject><ispartof>Forests, 2023-04, Vol.14 (5)</ispartof><rights>COPYRIGHT 2023 MDPI AG</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids></links><search><creatorcontrib>Lee, Seung-Jae</creatorcontrib><creatorcontrib>Shin, Dong-Bin</creatorcontrib><creatorcontrib>Lee, Ah-Rim</creatorcontrib><creatorcontrib>Oh, Seung-Hwan</creatorcontrib><title>Characteristics of Dieback of IPinus densiflora/I and Risk Assessment in the Wangpicheon Ecosystem and Landscape Conservation Area in Uljin, South Korea</title><title>Forests</title><description>The correlation between climate change and pine tree dieback must be understood to implement a proactive forest management system. In this study, an ensemble model combining random forest, the generalized boosting model, and the generalized linear model was used to analyze the topographical and environmental characteristics of pine trees suffering from dieback in the Wangpicheon Ecosystem and Landscape Conservation Area, and the areas in which pine trees are at risk of dieback were evaluated to promote efficient pine forest management. The results showed that pine trees suffering from dieback in the conservation area were mainly located on ridges, were age class 6 or older, or were in areas with a low topographic wetness index south of the conservation area. An evaluation of the risk of dieback among pine trees was performed based on the results of two ensemble models. An area of 365 ha accounting for 6.8% of the total area was identified as requiring “caution” with respect to the risk of dieback of coniferous forests and mixed forests. The developed methodology is expected to provide valuable information for the implementation of an appropriate management system for the protection of pine and mixed forests from the negative effects of climate change.</description><subject>Dieback</subject><subject>Diseases and pests</subject><subject>Environmental aspects</subject><subject>Identification and classification</subject><subject>Methods</subject><subject>Pine</subject><subject>Risk assessment</subject><issn>1999-4907</issn><issn>1999-4907</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid/><recordid>eNqVjt1Kw0AQhRdRsGgvfIN5ANtuTEKylyFWLHoh_uClrJvZZtpkt-xsBd_Ex3UrXnjrDJw5HM4HI8RFJud5ruTCZoUspZL5kZhkSqlZoWR1_MefiinzRqYpq1pdFRPx1fY6aBMxEEcyDN7CNeG7NtuDXT2Q2zN06Jjs4INerEC7Dh6Jt9AwI_OILgI5iD3Cq3brHZkevYOl8fzJEccf4D4JG71DaL1jDB86Uio1AfUBfhk25C7hye9jD3c-pefixOqBcfp7z8T8Zvnc3s7WesA3ctbH9HfaDkcy3qGllDdVKWsli6LO_w18A2HsZrI</recordid><startdate>20230430</startdate><enddate>20230430</enddate><creator>Lee, Seung-Jae</creator><creator>Shin, Dong-Bin</creator><creator>Lee, Ah-Rim</creator><creator>Oh, Seung-Hwan</creator><general>MDPI AG</general><scope/></search><sort><creationdate>20230430</creationdate><title>Characteristics of Dieback of IPinus densiflora/I and Risk Assessment in the Wangpicheon Ecosystem and Landscape Conservation Area in Uljin, South Korea</title><author>Lee, Seung-Jae ; Shin, Dong-Bin ; Lee, Ah-Rim ; Oh, Seung-Hwan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-gale_infotracacademiconefile_A7508904483</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Dieback</topic><topic>Diseases and pests</topic><topic>Environmental aspects</topic><topic>Identification and classification</topic><topic>Methods</topic><topic>Pine</topic><topic>Risk assessment</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lee, Seung-Jae</creatorcontrib><creatorcontrib>Shin, Dong-Bin</creatorcontrib><creatorcontrib>Lee, Ah-Rim</creatorcontrib><creatorcontrib>Oh, Seung-Hwan</creatorcontrib><jtitle>Forests</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lee, Seung-Jae</au><au>Shin, Dong-Bin</au><au>Lee, Ah-Rim</au><au>Oh, Seung-Hwan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Characteristics of Dieback of IPinus densiflora/I and Risk Assessment in the Wangpicheon Ecosystem and Landscape Conservation Area in Uljin, South Korea</atitle><jtitle>Forests</jtitle><date>2023-04-30</date><risdate>2023</risdate><volume>14</volume><issue>5</issue><issn>1999-4907</issn><eissn>1999-4907</eissn><abstract>The correlation between climate change and pine tree dieback must be understood to implement a proactive forest management system. In this study, an ensemble model combining random forest, the generalized boosting model, and the generalized linear model was used to analyze the topographical and environmental characteristics of pine trees suffering from dieback in the Wangpicheon Ecosystem and Landscape Conservation Area, and the areas in which pine trees are at risk of dieback were evaluated to promote efficient pine forest management. The results showed that pine trees suffering from dieback in the conservation area were mainly located on ridges, were age class 6 or older, or were in areas with a low topographic wetness index south of the conservation area. An evaluation of the risk of dieback among pine trees was performed based on the results of two ensemble models. An area of 365 ha accounting for 6.8% of the total area was identified as requiring “caution” with respect to the risk of dieback of coniferous forests and mixed forests. The developed methodology is expected to provide valuable information for the implementation of an appropriate management system for the protection of pine and mixed forests from the negative effects of climate change.</abstract><pub>MDPI AG</pub><doi>10.3390/f14050903</doi></addata></record> |
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subjects | Dieback Diseases and pests Environmental aspects Identification and classification Methods Pine Risk assessment |
title | Characteristics of Dieback of IPinus densiflora/I and Risk Assessment in the Wangpicheon Ecosystem and Landscape Conservation Area in Uljin, South Korea |
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