Modeling Tree Mortality Induced by Climate Change-Driven Drought: A Case Study of Korean Fir in the Subalpine Forests of Jirisan National Park, South Korea

被引:0
作者
Lim, Wontaek [1 ]
Park, Hong-Chul [2 ]
Park, Sinyoung [3 ]
Seo, Jeong-Wook [4 ]
Kim, Jinwon [2 ]
Ko, Dongwook W. [5 ,6 ]
机构
[1] Kookmin Univ, Ind Acad Cooperat Fdn, Seoul 02707, South Korea
[2] Korea Natl Pk Res Inst, Wonju 26441, South Korea
[3] Kookmin Univ, Grad Sch, Dept Forest Resources, Seoul 02707, South Korea
[4] Chungbuk Natl Univ, Dept Wood & Paper Sci, Chungbuk 28644, South Korea
[5] Kookmin Univ, Dept Forest Environm & Syst, Seoul 02707, South Korea
[6] Kookmin Univ, Forest Carbon Grad Sch, Seoul 02707, South Korea
来源
FORESTS | 2025年 / 16卷 / 01期
关键词
Korean fir; drought-related tree mortality; redundancy analysis; random forests; glacial refugia; VEGETATION DISTRIBUTION; PATTERNS; CLASSIFICATION; XYLOGENESIS; PERSPECTIVE; COMPETITION; MECHANISMS; ECOSYSTEMS; CALIFORNIA; SURVIVAL;
D O I
10.3390/f16010084
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
Increased drought frequency due to climate change is intensifying tree mortality, a critical issue in forest ecosystem management, especially in vulnerable subalpine ecosystems. Korean fir (Abies koreana E.H. Wilson), an endemic species of South Korea that grows in subalpine areas, is threatened by climate change-induced drought. However, our understanding of drought's impact on tree mortality, particularly its seasonal and legacy effects, remains limited. To better understand drought-related mortality of Korean fir, we conducted annual mortality surveys, starting in 2012, at 10 fixed transects in Jirisan National Park, identified seasonal and legacy effects using redundancy analysis, and modeled Korean fir mortality, incorporating biotic and abiotic factors, using random forests. We found that early growing season drought had the greatest impact on Korean fir mortality, with legacy effects extending up to three years, while late growing season drought affected mortality only in the previous year. The mortality model achieved high predictive accuracy (94%) and revealed significant site- and size-dependent mortality patterns. These findings provide critical insights into the complex interactions between biotic and abiotic factors affecting tree mortality and offer valuable guidance for conservation strategies aimed at preserving climate-sensitive species in the face of ongoing climate change.
引用
收藏
页数:20
相关论文
共 115 条
  • [11] Great Basin bristlecone pine mortality: Causal factors and management implications
    Bentz, Barbara J.
    Millar, Constance I.
    Vandygriff, James C.
    Hansen, Earl M.
    [J]. FOREST ECOLOGY AND MANAGEMENT, 2022, 509
  • [12] Drought induces lagged tree mortality in a subalpine forest in the Rocky Mountains
    Bigler, Christof
    Gavin, Daniel G.
    Gunning, Charles
    Veblen, Thomas T.
    [J]. OIKOS, 2007, 116 (12) : 1983 - 1994
  • [13] Borcard D., 2018, Numerical ecology with R, P203, DOI [DOI 10.1007/978-3-319-71404-2_6, 10.1007/978-3-319-71404-2_6]
  • [14] Density-dependent vulnerability of forest ecosystems to drought
    Bottero, Alessandra
    D'Amato, Anthony W.
    Palik, Brian J.
    Bradford, John B.
    Fraver, Shawn
    Battaglia, Mike A.
    Asherin, Lance A.
    [J]. JOURNAL OF APPLIED ECOLOGY, 2017, 54 (06) : 1605 - 1614
  • [15] Tree mortality response to drought-density interactions suggests opportunities to enhance drought resistance
    Bradford, John B.
    Shriver, Robert K.
    Robles, Marcos D.
    McCauley, Lisa A.
    Woolley, Travis J.
    Andrews, Caitlin A.
    Crimmins, Michael
    Bell, David M.
    [J]. JOURNAL OF APPLIED ECOLOGY, 2022, 59 (02) : 549 - 559
  • [16] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [17] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [18] [Brondizio E.S. IPBES IPBES], 2019, IPBES secretariat, P1144, DOI DOI 10.5281/ZENODO.3553579
  • [19] Bias Correction of GCM Precipitation by Quantile Mapping: How Well Do Methods Preserve Changes in Quantiles and Extremes?
    Cannon, Alex J.
    Sobie, Stephen R.
    Murdock, Trevor Q.
    [J]. JOURNAL OF CLIMATE, 2015, 28 (17) : 6938 - 6959
  • [20] Topographic, soil, and climate drivers of drought sensitivity in forests and shrublands of the Pacific Northwest, USA
    Cartwright, Jennifer M.
    Littlefield, Caitlin E.
    Michalak, Julia L.
    Lawler, Joshua J.
    Dobrowski, Solomon Z.
    [J]. SCIENTIFIC REPORTS, 2020, 10 (01)