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优化MaxEnt模型预测气候变化下中华穿山甲潜在适生区及保护建议OACHSSCD

Optimized MaxEnt modeling of potential Chinese Pangolin(Manis pentadactyla)habitats under climate change:implications for conservation

中文摘要英文摘要

结合R语言kuenm包优化MaxEnt模型参数,系统预测中华穿山甲在当前及未来气候情景下的潜在适生区分布格局,为其种群恢复及栖息地保护提供科学依据.基于经过严格筛选的 132 个中华穿山甲分布点位数据及 8 个环境因子,运用R语言kuenm包优化MaxEnt模型参数组合,结合ArcGIS平台分析其当前与未来(2041-2060 年、2081-2100 年)6 个气候情景下的潜在适生区分布、通过贡献率、刀切法检验及响应曲线评估主导环境因子,并预测适生区动态变化.结果显示:(1)优化后的模型验证指标为遗漏率=0.0303、delta.AICc=0、平均AUC=0.965>0.9,模型预测精度达到优秀水平.(2)关键影响因子依次为年降水量bio12(贡献率 79.1%)、降水季节性 bio15(9.3%)、1 月份平均最高气温 tmax1(5.6%).(3)当前潜在适生区总面积约112.45×104km2,集中分布在我国南部地区,其中高适生区面积约为 39.1×104km2(约占 34.77%),中适生区面积约为 28.52×104 km2(约占 25.36%),低适生区面积约为 44.83×104km2(约占 39.87%).(4)未来气候变暖下,SSP245 情景适生区显著扩张(2050s达171.59×104km2),而 2090s-SSP585 情景则导致高适生区面积锐减 52.05%.(5)未来中华穿山甲潜在适生区质心迁移方向呈现差异化时空特征:SSP126 情景下表现为先北偏西移后东南移,SSP245 情景下呈现先北移后西南移,SSP585 情景下则显示先东北移后显著西移的迁移轨迹.研究成果可为中华穿山甲保护实践提供空间决策建议,提升物种保护效能.

This study integrates the kuenm R package to optimize MaxEnt model parameters for the systematic prediction of potential suitable habitat patterns of Manis pentadactyla under both current and future climate scenarios.The findings aim to provide a scientific foundation for population recovery and habitat conservation efforts for the Chinese Pangolin.Based on 132 rigorously screened occurrence records and eight key environmental variables,the MaxEnt model was parameterized using kuenm R package.The spatial distributions of suitable habitats under current conditions and projected future scenarios(2041-2060 and 2081-2100)were analyzed in ArcGIS.The primary environmental drivers were identified through variable contribution rates,jackknife tests,and response curves.Shifts in the spatiotemporal patterns of suitable habitats were assessed.(1)The optimized model demonstrated excellent predictive performance,with an omission rate of 0.0303,delta AICc=0,and a mean AUC of 0.965(>0.9).(2)The most influential environmental variables were annual precipitation(bio12;79.1%contribution),precipitation seasonality(bio15;9.3%),and maximum temperature in January(tmax1;5.6%).(3)The current total area of suitable habitat was approximately 112.45×10 km2,primarily distributed in southern China,comprising highly suitable(39.1×10 km2,34.77%),moderately suitable(28.52×10 km2,25.36%),and low—suitability(44.83×10 km2,39.87%)regions.(4)Under future climate warming condition,the SSP245 scenario projected a substantial expansion in suitable habitat area,reaching 171.59×10 km2 by the 2050s.In contrast,under the SSP585 scenario for the 2090s,the highly suitable habitat area was sharply reduced by 52.05%.(5)The migration trajectories of habitat centroids exhibited distinct spatiotemporal differentiation:under SSP126,the centroid initially shifted northwest before moving southeast;under SSP245,it moved northward and then southwest;under SSP585,it shifted northeast and then markedly westward.The results of this study offer spatially explicit recommendations to inform conservation planning for the Chinese Pangolin and contribute to enhancing the effectiveness of species protection measures.

陈春晖;黄丽;汪安童;张梓扬;展超雨;罗萧;黄琰彬;刘宝

福建农林大学林学院,福州 350002福建省林业科学研究院,福州 350012福建农林大学林学院,福州 350002福建农林大学林学院,福州 350002福建农林大学林学院,福州 350002福州水玉簪农林科技有限公司,福州 350002福建君子峰国家级自然保护区管理局,三明 365200福建农林大学林学院,福州 350002

中华穿山甲优化MaxEnt模型环境因子适生区预测气候变化迁移路线

Manis pentadactylaOptimized MaxEnt modelenvironmental factorsprediction of suitable areasclimate changemigration route

《生态学报》 2026 (3)

1408-1421,14

福建君子峰国家级自然保护区重点保护动物监测项目(KH230107A)2025年中央财政国家重点保护野生动植物专项——福建中华穿山甲种群资源监测与保护(KH250430A)

10.20103/j.stxb.202505301348

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