欢迎访问《生态学杂志》官方网站,今天是 分享到:

生态学杂志 ›› 2025, Vol. 44 ›› Issue (10): 3511-3520.doi: 10.13292/j.1000-4890.202510.019

• 技术与方法 • 上一篇    

基于Biomod2组合模型预测台湾水青冈潜在分布区

张金锦,宋颖,吴雪睿,姜小龙*,徐刚标*   

  1. (中南林业科技大学, 长沙 410004)

  • 出版日期:2025-10-10 发布日期:2025-10-14

Predicting the distribution of Fagus hayatae based on Biomod2 ensemble model.

ZHANG Jinjin, SONG Ying, WU Xuerui, JIANG Xiaolong*, XU Gangbiao*   

  1. (Central South University of Forestry and Technology, Changsha 410004, China).
  • Online:2025-10-10 Published:2025-10-14

摘要: 台湾水青冈(Fagus hayatae Palib.)是中国特有珍稀树种,被列为国家二级重点保护野生植物,是水青冈属中唯一从大陆亚热带山地到台湾岛间断分布的物种。本研究通过构建Biomod2组合模型,预测台湾水青冈的潜在适宜分布区及限制其分布的生态环境因素,为制定有效的保护措施提供理论支撑。基于采集的台湾水青冈82条地理分布数据信息,通过气候、地形和土壤3种数据和Biomod2组合模型,对台湾水青冈的适宜分布范围、影响其分布的主要环境变量、未来气候背景下适宜生境的变化和质心转移进行评价分析。结果表明,组合物种分布模型中,随机森林(RF)、广义加性模型(GAM)和广义增强模型(GBM)单个模型的评估分值均接近于1,组合模型达到优秀标准。昼夜温差月均值(Bio2)、等温性(Bio3)和海拔(elev)是影响台湾水青冈适宜分布的主要环境因素。当前气候条件下,台湾水青冈总适生区面积约为5.10×105 km2,高适生区主要分布在西南和台湾等地区,潜在分布区与实际分布区呈现高度吻合。在未来气候条件下,台湾水青冈的高适宜分布面积将大幅度缩减,其中在2081—2100s的SSP2-4.5排放情景下减少最多,适生区质心大多向高纬度方向移动。未来气候下西南地区台湾水青冈的面积将大幅度缩减,台湾地区稳定生长,建议在西南和华中大幅度缩减地区提前建立自然保护区。研究结果可为该濒危植物的就地保护提供科学依据,同时也可为其迁地保护位点的选择提供参考。


关键词: 气候变化, 分布动态, 孑遗植物, 濒危物种

Abstract: Fagus hayatae Palib. is a rare and endemic tree species in China. It is classified as a national secondgrade key protected wild species of China, and is the only species of genus Fagus that has been intermittently distributed from the subtropical mountains of mainland to Taiwan Island of China. In this study, we constructed a Biomod2 ensemble model to predict the potential suitable distribution area of F. hayatae and the environmental factors that limit its distribution, providing theoretical support for formulating effective protection measures. Based on the geographic distribution data of 82 raw occurrence records of F. hayatae, the suitable distribution range, the main environmental variables affecting its distribution, the changes in suitable habitats and the centroid shift under future climate conditions were evaluated and analyzed with three types of data: climate, topography, and soil, and the Biomod2 ensemble model. The results showed that the evaluation scores of the individual models-Random Forest (RF), Generalized Additive Model (GAM) and Generalized Boosted Model (GBM)-in the Biomod2 ensemble model were all close to 1, indicating that the ensemble model reached an excellent standard. The monthly mean diurnal range (Bio2), isothermality (Bio3), and elevation (elev) were the main environmental factors affecting the suitable distribution of F. hayatae. The total suitable area of F. hayatae under the current climatic conditions was about 5.10×105 km2, and the highly suitable areas were mainly distributed in the southwest and Taiwan of China. The potential distribution area and the actual distribution area showed a high degree of coincidence. Under future climate conditions, the highly suitable distribution area of F. hayatae will be significantly reduced. Among them, the reduction will be the greatest under the SSP24.5 emission scenario from 2081 to 2100, and the centroid of the suitable distribution area will mostly shift towards higher latitudes. In the future climate, F. hayatae will be drastically reduced in Southwest China and grow stably in Taiwan of China. It is suggested that nature reserves should be established in advance in the drastically reduced areas in Southwest and Central China. The results can provide scientific basis for in situ conservation of this endangered species, and also offer a reference for the selection of ex-situ conservation sites.


Key words: climatic change, distribution dynamics, relict plant, endangered species