Modeling the Potential Hibernation Habitat Distribution of the Endangered Bats Myotis rufoniger and Plecotus ognevi

This study predicted the potential hibernation habitats of two endangered bat species, <i>Myotis rufoniger</i> and <i>Plecotus ognevi</i>, using a Random Forest-based species distribution model (SDM) that integrated occurrence records and environmental variables. The model incorporated climatic (BIO1, BIO12), topographic (DEM), and land cover variables. Both models exhibited statistically significant predictive performance, with <i>P. ognevi</i> (AUC=0.8054, TSS=0.634) showing higher reliability than <i>M. rufoniger</i> (AUC=0.7351, TSS=0.3824). Variable importance analysis indicated that DEM, BIO1, and BIO12 were key predictors for <i>M. rufoniger</i>, while BIO1, DEM, and BIO12 were most influential for <i>P. ognevi</i>, suggesting that climatic and topographic factors predominantly shaped habitat suitability. Predicted suitability maps revealed that <i>M. rufoniger</i> favored lowland agricultural areas, whereas <i>P. ognevi</i> was primarily associated with high-elevation mountainous regions. These findings provide quantitative insights into the environmental requirements of hibernating bats and offer a robust scientific basis for developing conservation and management strategies for endangered species in Korea.

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GEO DATA
Published
2025-12-31
DOI
https://doi.org/10.22761/gd.2025.0055
Primary Topic
Bat Biology and Ecology Studies
Type
article
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article

Modeling the Potential Hibernation Habitat Distribution of the Endangered Bats Myotis rufoniger and Plecotus ognevi

Sung Ha-Cheol, Taek-Woo Lee, Chulhyun Choi
GEO DATA
Bat Biology and Ecology Studies
article

Modeling the Potential Hibernation Habitat Distribution of the Endangered Bats Myotis rufoniger and Plecotus ognevi

Sung Ha-Cheol, Taek-Woo Lee, Chulhyun Choi
article en

Abstract

This study predicted the potential hibernation habitats of two endangered bat species, <i>Myotis rufoniger</i> and <i>Plecotus ognevi</i>, using a Random Forest-based species distribution model (SDM) that integrated occurrence records and environmental variables. The model incorporated climatic (BIO1, BIO12), topographic (DEM), and land cover variables. Both models exhibited statistically significant predictive performance, with <i>P. ognevi</i> (AUC=0.8054, TSS=0.634) showing higher reliability than <i>M. rufoniger</i> (AUC=0.7351, TSS=0.3824). Variable importance analysis indicated that DEM, BIO1, and BIO12 were key predictors for <i>M. rufoniger</i>, while BIO1, DEM, and BIO12 were most influential for <i>P. ognevi</i>, suggesting that climatic and topographic factors predominantly shaped habitat suitability. Predicted suitability maps revealed that <i>M. rufoniger</i> favored lowland agricultural areas, whereas <i>P. ognevi</i> was primarily associated with high-elevation mountainous regions. These findings provide quantitative insights into the environmental requirements of hibernating bats and offer a robust scientific basis for developing conservation and management strategies for endangered species in Korea.

GEO DATAVol. 7(4)
Chonnam National University (KR), National Institute of Ecology (IN), National Institute of Ecology (KR)
National Institute of Ecology, Ministry of Environment, Ministry of Education, India
Openalex Percentile: Top 22%
Bat Biology and Ecology Studies
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Modeling the Potential Hibernation Habitat Distribution of the Endangered Bats Myotis rufoniger and Plecotus ognevi — Sung Ha-Cheol, Taek-Woo Lee, et al. · GEO DATA (2025) | TGRS Research Map | TGRS