青海省（含三江源国家公园）雪豹适宜生境1km空间分布图 (2019年)

青海省境内内且包括三江源国家公园范围内雪豹适宜生境空间分布栅格图。基于野生动物本底调查或者查阅文献获得的物种分布位点；收集4大类77小类环境变量，包括气候变量（19个生物气候因子、月降水量、月平均最低温度、月平均最高温度、平均温度）；地形变量（海拔、坡度、地形曲率）；植被变量（植被归一化指数、植被类型、植被覆盖度等）；人为干扰变量（人口分布距离、道路分布距离等）。删减在1 km内出现的多个重复分布点，剔除相关性较高（| r |≥0.8）的环境变量，只选择高相关性中一个具有更多生态学含义的环境变量用于模型的构建。在Maxent建模中，选取特征分类参数中5种参数的组合模式及1~5每间隔0.5设置不同的β值（正规化系数）选取响应曲线较光滑且AICc、BIC得分最低的参数组合。分别以75%和25%位点数据为训练集和测试集，选择刀切法研判环境变量贡献率，设置10次重复运算次数，采用AUC值（0.5-1）检验结果，以0.85为临界值，高于0.85即可后续分析。使用ArcGIS的重分类功能将分布概率（P）划分为4个等级：P∈[0.6，1]为物高适宜区，P∈[0.4，0.6）为中适宜区；P∈[0.2，0.4）为低适宜区；P∈[0，0.2）为不适宜区。

Spatial distribution raster map of suitable snow leopard habitats within Qinghai Province, including the Sanjiangyuan National Park region. Species distribution records were obtained through wildlife baseline surveys and literature review. A total of 77 environmental variables under 4 major categories were collected, including climatic variables (19 bioclimatic factors, monthly precipitation, monthly mean minimum temperature, monthly mean maximum temperature, and mean temperature), topographic variables (elevation, slope, terrain curvature), vegetation variables (Normalized Difference Vegetation Index, vegetation type, vegetation coverage, etc.), and anthropogenic disturbance variables (distance to population distribution, distance to road networks, etc.). Duplicate distribution records occurring within 1 km were removed, and highly correlated environmental variables (|r| ≥ 0.8) were eliminated; only one environmental variable with stronger ecological interpretability among the correlated pairs was retained for model construction. For Maxent modeling, combinations of 5 feature class parameters were tested, with β values (regularization coefficients) set at intervals of 0.5 ranging from 1 to 5. The parameter combination resulting in the smoothest response curves and the lowest AICc and BIC scores was selected. The distribution records were split into 75% training set and 25% test set. Jackknife test was used to evaluate the contribution rate of each environmental variable, and 10 replicate runs were set. Model performance was assessed using the AUC value (ranging from 0.5 to 1), with a threshold of 0.85; models with AUC > 0.85 were retained for subsequent analysis. The ArcGIS Reclassify tool was used to categorize the habitat suitability probability (P) into four levels: P ∈ [0.6, 1] as highly suitable habitat, P ∈ [0.4, 0.6) as moderately suitable habitat, P ∈ [0.2, 0.4) as lowly suitable habitat, and P ∈ [0, 0.2) as unsuitable habitat.

搜集汇总

背景与挑战

背景概述

该数据集提供了2019年青海省及三江源国家公园范围内雪豹适宜生境的空间分布栅格图，基于多类环境变量和Maxent建模方法构建，将生境适宜性分为四个等级。数据适用于生态学研究，特别是雪豹保护相关领域。