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生态学杂志 ›› 2025, Vol. 44 ›› Issue (12): 4092-4099.doi: 10.13292/j.1000-4890.202512.014

• 研究报告 • 上一篇    下一篇

基于MaxEnt模型的北京黑鹳潜在适生区预测

张微1*,律江1,王文学1,田恒玖2   

  1. 1北京市西山试验林场管理处, 北京 100093; 2北京市野生动物救护中心, 北京 101300)

  • 出版日期:2025-12-10 发布日期:2025-12-10

Prediction of potentially suitable habitats of Ciconia nigra in Beijing based on MaxEnt model.

ZHANG Wei1*, LYU Jiang1, WANG Wenxue1, TIAN Hengjiu2   

  1. (1Administration of Xishan Mountain Experimental Forest Farm, Beijing 100093, China; 2Beijing Wildlife Rescue and Rehabilitation Center, Beijing 101300, China).

  • Online:2025-12-10 Published:2025-12-10

摘要: 黑鹳(Ciconia nigra)是我国国家一级重点保护野生动物,种群数量稀少,为掌握黑鹳在北京适生区分布和探讨气候变化对其适生区的影响,本文基于100个黑鹳有效分布点位以及14个气候、植被和地形等环境变量数据,利用最大熵模型(MaxEnt)预测当代和未来3种气候情景下黑鹳在北京潜在适生区,采用环境变量贡献率评估影响其分布的主要环境变量,并分析未来气候情景下其潜在适生区分布格局变化。结果表明:(1)影响黑鹳分布的主要环境变量为地表覆盖类型(24.0%)、距河流距离(18.8%)、海拔(18.3%)、距道路距离(9.1%)、年降水(5.6%)和最干月降水(5.4%)。(2)当前黑鹳在北京的适生区集中分布在房山拒马河、门头沟永定河、延庆官厅水库和密云水库等沿河流域以及周边区域,总面积为2168.89 km2,占北京市总面积13.2%,其中高、中、低适生区面积分别为58.36 km2(2.7%)、415.87 km2(19.2%)和1694.66 km2(78.1%)。(3)未来黑鹳在北京的适生区面积在SSP1-2.6(低排放经济路径)和SSP2-4.5(中排放经济路径)气候情景下总体呈现增加趋势,而在SSP5-8.5(高排放经济路径)情景下其表现为先增加后急剧减少。适生区的收缩区域集中在北京西南部和中部的房山、门头沟和昌平区,扩增区域主要分布在北部的延庆、怀柔和密云区。不同气候情景下,黑鹳适生区分布质心均向东北方向的高海拔地区迁移。这为保护北京黑鹳物种资源和制定其应对气候变化相关策略提供了科学依据。


关键词: 黑鹳, 适生区, 气候变化, 最大熵模型

Abstract: Black Stork (Ciconia nigra) is a firstclass national protected animal in China with endangered populations. We used the data of 100 distribution points of C. nigra and 14 environmental variables, including climatic, vegetation, topographic, hydrologic, and human disturbances, to assess the potentially suitable distribution areas of C. nigra in Beijing and to explore the impact of climate change on its suitable habitat. The maximum entropy model (MaxEnt) was then applied to simulate the potentially suitable distribution of C. nigra in Beijing under current and three future climate scenarios. The contribution rates of environmental variables to the species distribution model were analyzed to evaluate the key factors influencing potentially suitable distribution. We further analyzed the changes of potentially suitable distribution areas and patterns. The results showed that: (1) The key environmental variables influencing potentially suitable distribution of C. nigra were land cover types (24.0%), distance to rivers (18.8%), elevation (18.3%), distance to roads (9.1%), annual precipitation (5.6%), and precipitation in the driest month (5.4%). (2) Currently, the potentially suitable distributions of C. nigra in Beijing were mainly concentrated along river basins and surrounding areas, including the Juma River in Fangshan, Yongding River in Mentougou, Guanting Reservoir in Yanqing, and Miyun Reservoir. The total suitable areas were estimated at 2168.89 km2, accounting for 13.2% of Beijing’s total area, with highly suitable areas of 58.36 km2 (2.7%), moderately suitable areas of 415.87 km2 (19.2%), and lowly suitable areas of 1694.66 km2 (78.1%). (3) The potentially suitable distribution area of C. nigra showed an overall increasing trend under SSP1-2.6 (Low-emission Economic Pathway) and SSP2-4.5 (Mid-emission Economic Pathway) scenarios, while it exhibited an initial increase followed by a sharp decrease under SSP5-8.5 (High-emission Economic Pathway) scenario. The contraction areas predominantly occurred in southwestern and central regions of Beijing such as Fangshan, Mentougou, and Changping. Conversely, the expansion areas were mainly distributed in northern regions of Beijing like Yanqing, Huairou, and Miyun. Under different climate scenarios, the centroid of C. nigra’s potentially suitable distribution shifted towards the northeastern and higher altitude regions. Our results provide scientific basis for the conservation of C. nigra resources and for formulating effective strategies to cope with climate change.


Key words: Ciconia nigra, suitable habitat, climate change, MaxEnt