ACTA THERIOLOGICA SINICA ›› 2025, Vol. 45 ›› Issue (3): 312-323.DOI: 10.16829/j.slxb.150911
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Weixi WANG1, Yi LIU1, Dan XIANG1, Jichi HUANG1, Li YUE1, Hao CHEN3, Shize LI1,2, Mingming ZHANG1()
Received:
2024-01-29
Accepted:
2024-10-15
Online:
2025-05-31
Published:
2025-06-03
Contact:
Mingming ZHANG
王维熙1, 刘义1, 向丹1, 黄继池1, 岳立1, 陈浩3, 李仕泽1,2, 张明明1()
通讯作者:
张明明
作者简介:
王维熙 (1998- ),男,硕士研究生,主要从事野生动物研究.
基金资助:
CLC Number:
Weixi WANG, Yi LIU, Dan XIANG, Jichi HUANG, Li YUE, Hao CHEN, Shize LI, Mingming ZHANG. Preliminary exploration of the spatial ecological relationships of Carnivorous species in Renhuai, Guizhou[J]. ACTA THERIOLOGICA SINICA, 2025, 45(3): 312-323.
王维熙, 刘义, 向丹, 黄继池, 岳立, 陈浩, 李仕泽, 张明明. 贵州仁怀食肉目动物的空间生态关系初探[J]. 兽类学报, 2025, 45(3): 312-323.
类型 Type | 因子 Factor | 代码Code | 属性 Property |
---|---|---|---|
气候 Climate | 平均气温日较差 Mean diurnal range | Bio2 | 连续变量 Continuous variable |
等温性 Isothermality | Bio3 | 连续变量 Continuous variable | |
全年气温范围 Temperature annual range | Bio7 | 连续变量 Continuous variable | |
年降水量 Annual precipitation | Bio12 | 连续变量 Continuous variable | |
降水季节性 Precipitation seasonality | Bio15 | 连续变量 Continuous variable | |
最冷季节降水量 Precipitation of coldest quarter | Bio19 | 连续变量 Continuous variable | |
地形 Terrain | 海拔 Elevation | Elevation | 连续变量 Continuous variable |
坡度 Slope | Slope | 连续变量 Continuous variable | |
坡向 Aspect | Aspect | 连续变量 Continuous variable | |
植被 Vegetation | 归一化植被指数 Normalized difference vegetation index | NDVI | 连续变量 Continuous variable |
人为干扰 Electronic jamming | 人类影响指数 Human influence index | HII | 连续变量 Continuous variable |
夜间灯光指数 Introduction for harmonized nighttime light dataset | IHNL | 连续变量 Continuous variable | |
土地利用类型 Land use type | 耕地 Cropland | a | 分类变量 Classified variable |
林地 Forest | b | 分类变量 Classified variable | |
草地 Grassland | c | 分类变量 Classified variable | |
灌丛 Shrubland | d | 分类变量 Classified variable | |
湿地 Wetland | e | 分类变量 Classified variable | |
水体 Water | f | 分类变量 Classified variable | |
建筑用地 Building land | g | 分类变量 Classified variable | |
裸露地 Bareland | h | 分类变量 Classified variable | |
未利用地 Unused land | i | 分类变量 Classified variable |
Table 1 Environmental variables for predicting suitable habitats for carnivorous species
类型 Type | 因子 Factor | 代码Code | 属性 Property |
---|---|---|---|
气候 Climate | 平均气温日较差 Mean diurnal range | Bio2 | 连续变量 Continuous variable |
等温性 Isothermality | Bio3 | 连续变量 Continuous variable | |
全年气温范围 Temperature annual range | Bio7 | 连续变量 Continuous variable | |
年降水量 Annual precipitation | Bio12 | 连续变量 Continuous variable | |
降水季节性 Precipitation seasonality | Bio15 | 连续变量 Continuous variable | |
最冷季节降水量 Precipitation of coldest quarter | Bio19 | 连续变量 Continuous variable | |
地形 Terrain | 海拔 Elevation | Elevation | 连续变量 Continuous variable |
坡度 Slope | Slope | 连续变量 Continuous variable | |
坡向 Aspect | Aspect | 连续变量 Continuous variable | |
植被 Vegetation | 归一化植被指数 Normalized difference vegetation index | NDVI | 连续变量 Continuous variable |
人为干扰 Electronic jamming | 人类影响指数 Human influence index | HII | 连续变量 Continuous variable |
夜间灯光指数 Introduction for harmonized nighttime light dataset | IHNL | 连续变量 Continuous variable | |
土地利用类型 Land use type | 耕地 Cropland | a | 分类变量 Classified variable |
林地 Forest | b | 分类变量 Classified variable | |
草地 Grassland | c | 分类变量 Classified variable | |
灌丛 Shrubland | d | 分类变量 Classified variable | |
湿地 Wetland | e | 分类变量 Classified variable | |
水体 Water | f | 分类变量 Classified variable | |
建筑用地 Building land | g | 分类变量 Classified variable | |
裸露地 Bareland | h | 分类变量 Classified variable | |
未利用地 Unused land | i | 分类变量 Classified variable |
Fig. 4 Spatial distributions of suitable habitat for the 7 carnivorous species. a: Prionailurus bengalensis; b: Meles leucurus; c: Paguma larvata; d: Mustela kathiah; e: Viverricula indica; f: Melogale moschata; g: Arctonyx collaris
物种Species | 非适宜栖息地 Non-suitable habitat | 低适宜栖息地 Low-suitable habitat | 中适宜栖息地 Mid-suitable habitat | 高适宜栖息地 High-suitable habitat |
---|---|---|---|---|
豹猫 Prionailurus bengalensis | 758.784 | 789.360 | 215.613 | 24.242 |
亚洲狗獾 Meles leucurus | 1 172.133 | 354.416 | 249.014 | 12.437 |
花面狸 Paguma larvata | 832.071 | 512.522 | 430.653 | 12.754 |
黄腹鼬 Mustela kathiah | 967.555 | 369.801 | 449.818 | 0.826 |
小灵猫 Viverricula indica | 909.090 | 520.811 | 342.766 | 15.333 |
鼬獾 Melogale moschata | 606.579 | 788.602 | 379.273 | 13.546 |
猪獾 Arctonyx collaris | 499.978 | 837.379 | 449.818 | 0.826 |
Table 2 Area statistics of suitable habitats for 7 carnivorous species
物种Species | 非适宜栖息地 Non-suitable habitat | 低适宜栖息地 Low-suitable habitat | 中适宜栖息地 Mid-suitable habitat | 高适宜栖息地 High-suitable habitat |
---|---|---|---|---|
豹猫 Prionailurus bengalensis | 758.784 | 789.360 | 215.613 | 24.242 |
亚洲狗獾 Meles leucurus | 1 172.133 | 354.416 | 249.014 | 12.437 |
花面狸 Paguma larvata | 832.071 | 512.522 | 430.653 | 12.754 |
黄腹鼬 Mustela kathiah | 967.555 | 369.801 | 449.818 | 0.826 |
小灵猫 Viverricula indica | 909.090 | 520.811 | 342.766 | 15.333 |
鼬獾 Melogale moschata | 606.579 | 788.602 | 379.273 | 13.546 |
猪獾 Arctonyx collaris | 499.978 | 837.379 | 449.818 | 0.826 |
环境因子 Variables | 环境因子对物种分布模型的置换重要性 The permutation importance of environmental variables for species distribution models/% | ||||||
---|---|---|---|---|---|---|---|
豹猫 Prionailurus bengalensis | 亚洲狗獾 Meles leucurus | 花面狸 Paguma larvata | 黄腹鼬 Mustela kathiah | 小灵猫 Viverricula indica | 鼬獾 Melogale moschata | 猪獾 Arctonyx collaris | |
平均气温日较差 Mean diurnal range | 0 | 3.3 | 10.7 | 7.4 | 10.4 | 0.2 | 0 |
等温性 Isothermality | 3.0 | 1.0 | 2.3 | 0 | 0.2 | 0 | 3.5 |
全年气温范围 Temperature annual range | 32.3 | 26.7 | 30.6 | 5.6 | 36.6 | 12.3 | 0.4 |
年降水量 Annual precipitation | 0 | 5.4 | 0.8 | 7.9 | 5.3 | 2.1 | 0.3 |
降水季节性 Precipitation seasonality | 10.9 | 0 | 9.9 | 0 | 0.2 | 23.1 | 0 |
最冷季节降水量Precipitation of coldest quarter | 2.0 | 1.4 | 3.3 | 0 | 16.2 | 4.2 | 5.0 |
海拔 Elevation | 12.2 | 10.8 | 3.3 | 0 | 0 | 1.1 | 0 |
坡度 Slope | 2.9 | 9.3 | 3.9 | 2.5 | 4.9 | 9.9 | 18.7 |
坡向 Aspect | 4.4 | 3.4 | 0.9 | 0.4 | 0 | 2.0 | 1.8 |
归一化植被指数 Normalized difference vegetation index(NDVI) | 1.0 | 4.9 | 3.8 | 28.1 | 8.9 | 19.5 | 35.6 |
人类影响指数 Human influence index (HII) | 5.8 | 1.2 | 17.8 | 6.0 | 12.5 | 21.0 | 5.1 |
夜间灯光指数 Introduction for harmonized nighttime light dataset (IHNL) | 12.7 | 24.3 | 7.6 | 24.6 | 3.3 | 3.8 | 22.2 |
土地利用类型 Land use type | 12.9 | 8.3 | 5.1 | 7.5 | 1.6 | 0.9 | 7.4 |
Table 3 The permutation importance of environmental variables for species distribution models
环境因子 Variables | 环境因子对物种分布模型的置换重要性 The permutation importance of environmental variables for species distribution models/% | ||||||
---|---|---|---|---|---|---|---|
豹猫 Prionailurus bengalensis | 亚洲狗獾 Meles leucurus | 花面狸 Paguma larvata | 黄腹鼬 Mustela kathiah | 小灵猫 Viverricula indica | 鼬獾 Melogale moschata | 猪獾 Arctonyx collaris | |
平均气温日较差 Mean diurnal range | 0 | 3.3 | 10.7 | 7.4 | 10.4 | 0.2 | 0 |
等温性 Isothermality | 3.0 | 1.0 | 2.3 | 0 | 0.2 | 0 | 3.5 |
全年气温范围 Temperature annual range | 32.3 | 26.7 | 30.6 | 5.6 | 36.6 | 12.3 | 0.4 |
年降水量 Annual precipitation | 0 | 5.4 | 0.8 | 7.9 | 5.3 | 2.1 | 0.3 |
降水季节性 Precipitation seasonality | 10.9 | 0 | 9.9 | 0 | 0.2 | 23.1 | 0 |
最冷季节降水量Precipitation of coldest quarter | 2.0 | 1.4 | 3.3 | 0 | 16.2 | 4.2 | 5.0 |
海拔 Elevation | 12.2 | 10.8 | 3.3 | 0 | 0 | 1.1 | 0 |
坡度 Slope | 2.9 | 9.3 | 3.9 | 2.5 | 4.9 | 9.9 | 18.7 |
坡向 Aspect | 4.4 | 3.4 | 0.9 | 0.4 | 0 | 2.0 | 1.8 |
归一化植被指数 Normalized difference vegetation index(NDVI) | 1.0 | 4.9 | 3.8 | 28.1 | 8.9 | 19.5 | 35.6 |
人类影响指数 Human influence index (HII) | 5.8 | 1.2 | 17.8 | 6.0 | 12.5 | 21.0 | 5.1 |
夜间灯光指数 Introduction for harmonized nighttime light dataset (IHNL) | 12.7 | 24.3 | 7.6 | 24.6 | 3.3 | 3.8 | 22.2 |
土地利用类型 Land use type | 12.9 | 8.3 | 5.1 | 7.5 | 1.6 | 0.9 | 7.4 |
环境因子 Variables | 适应范围 Suitable ranges | ||||||
---|---|---|---|---|---|---|---|
豹猫 Prionailurus bengalensis | 亚洲狗獾 Meles leucurus | 花面狸 Paguma larvata | 黄腹鼬 Mustela kathiah | 小灵猫 Viverricula indica | 鼬獾 Melogale moschata | 猪獾 Arctonyx collaris | |
平均气温日较差 Mean diurnal range/℃ | < 7.15 | 无影响 Unprevailing | < 7.20 | < 7.15 | < 7.18 | < 7.20 | 无影响 Unprevailing |
等温性 Isothermality/℃ | > 26.5 | > 26.7 | > 26.7 | 无影响 Unprevailing | > 26.7 | > 26.7 | > 26.7 |
全年气温范围 Temperature annual range/℃ | < 26.8 | < 27.0 | < 27.0 | < 27.0 | < 26.9 | < 26.9 | < 27.0 |
年降水量 Annual precipitation/mm | > 1 050 | > 1 050 | > 1 050 | > 1 050 | > 1 050 | < 1 045 | < 1 046 |
降水季节性 Precipitation seasonality/mm | > 68.3 | 无影响 Unprevailing | > 68.3 | 无影响 Unprevailing | > 68.3 | > 68.3 | > 68.2 |
最冷季节降水量 Precipitation of coldest quarter/mm | < 52.0 | < 52.0 | < 52.0 | > 52.5 | < 52.0 | < 52.2 | < 51.3 |
海拔 Elevation/m | > 1 000 | > 1 000 | >1 000 | > 910 | > 1 020 | > 910 | > 1 000 |
坡度Slope/(°) | < 20 | < 20 | > 20 | < 18 | > 20 | > 22 | > 22 |
坡向 Aspect | 北North (0°)、东北 Northeast (45°)、东East (90°) | 西南Southwest (225°)、西West (270°)、西北Northwest (315°) | 北North (0°)、东北Northeast (45°)、东East (90°)、东南Southeast (135°) | 北North (0°)、东北Northeast (45°)、东East (90°)、东南Southeast (135°) | 南South (180°) | 西南Southwest (225°)、西West (270°)、西北Northwest (315°) | 西南Southwest (225°)、西West (270°)、西北Northwest (315°) |
归一化植被指数 Normalized difference vegetation Index (NDVI) | > 0.60 | > 0.60 | > 0.60 | > 0.60 | > 0.63 | > 0.63 | > 0.67 |
人类影响指数 Human influence index (HII) | < 20 | < 25 | < 23 | < 20 | < 22 | < 21 | < 22 |
夜间灯光指数 Introduction for harmonized nighttime light dataset (IHNL) | < 10 | < 10 | < 10 | < 10 | < 9 | < 9 | < 10 |
土地利用类型 Land use type | 耕地、林地、 草地 Cultivated land,Forest, Grassland | 耕地、林地、 草地、灌丛 Cultivated land,Forest, Grassland, Shrubland | 草地、灌丛 Grassland,Shrubland | 灌丛、湿地、水体、建设用地 Shrubland, Wetland, Water bodies, Construction land | 耕地、林地 Cultivated land, Forest | 耕地、林地 Cultivated land, Forest | 草地、灌丛 Grassland, Shrubland |
Table 4 Suitable ranges of environmental factors corresponding to the potential distribution of spec
环境因子 Variables | 适应范围 Suitable ranges | ||||||
---|---|---|---|---|---|---|---|
豹猫 Prionailurus bengalensis | 亚洲狗獾 Meles leucurus | 花面狸 Paguma larvata | 黄腹鼬 Mustela kathiah | 小灵猫 Viverricula indica | 鼬獾 Melogale moschata | 猪獾 Arctonyx collaris | |
平均气温日较差 Mean diurnal range/℃ | < 7.15 | 无影响 Unprevailing | < 7.20 | < 7.15 | < 7.18 | < 7.20 | 无影响 Unprevailing |
等温性 Isothermality/℃ | > 26.5 | > 26.7 | > 26.7 | 无影响 Unprevailing | > 26.7 | > 26.7 | > 26.7 |
全年气温范围 Temperature annual range/℃ | < 26.8 | < 27.0 | < 27.0 | < 27.0 | < 26.9 | < 26.9 | < 27.0 |
年降水量 Annual precipitation/mm | > 1 050 | > 1 050 | > 1 050 | > 1 050 | > 1 050 | < 1 045 | < 1 046 |
降水季节性 Precipitation seasonality/mm | > 68.3 | 无影响 Unprevailing | > 68.3 | 无影响 Unprevailing | > 68.3 | > 68.3 | > 68.2 |
最冷季节降水量 Precipitation of coldest quarter/mm | < 52.0 | < 52.0 | < 52.0 | > 52.5 | < 52.0 | < 52.2 | < 51.3 |
海拔 Elevation/m | > 1 000 | > 1 000 | >1 000 | > 910 | > 1 020 | > 910 | > 1 000 |
坡度Slope/(°) | < 20 | < 20 | > 20 | < 18 | > 20 | > 22 | > 22 |
坡向 Aspect | 北North (0°)、东北 Northeast (45°)、东East (90°) | 西南Southwest (225°)、西West (270°)、西北Northwest (315°) | 北North (0°)、东北Northeast (45°)、东East (90°)、东南Southeast (135°) | 北North (0°)、东北Northeast (45°)、东East (90°)、东南Southeast (135°) | 南South (180°) | 西南Southwest (225°)、西West (270°)、西北Northwest (315°) | 西南Southwest (225°)、西West (270°)、西北Northwest (315°) |
归一化植被指数 Normalized difference vegetation Index (NDVI) | > 0.60 | > 0.60 | > 0.60 | > 0.60 | > 0.63 | > 0.63 | > 0.67 |
人类影响指数 Human influence index (HII) | < 20 | < 25 | < 23 | < 20 | < 22 | < 21 | < 22 |
夜间灯光指数 Introduction for harmonized nighttime light dataset (IHNL) | < 10 | < 10 | < 10 | < 10 | < 9 | < 9 | < 10 |
土地利用类型 Land use type | 耕地、林地、 草地 Cultivated land,Forest, Grassland | 耕地、林地、 草地、灌丛 Cultivated land,Forest, Grassland, Shrubland | 草地、灌丛 Grassland,Shrubland | 灌丛、湿地、水体、建设用地 Shrubland, Wetland, Water bodies, Construction land | 耕地、林地 Cultivated land, Forest | 耕地、林地 Cultivated land, Forest | 草地、灌丛 Grassland, Shrubland |
物种 Species | 生态位宽度 Niche breadth | 豹猫 Prionailurus bengalensis | 亚洲狗獾 Meles leucurus | 花面狸 Paguma larvata | 黄腹鼬 Mustela kathiah | 小灵猫 Mustela kathiah | 鼬獾 Melogale moschata | 猪獾 Arctonyx collaris |
---|---|---|---|---|---|---|---|---|
豹猫 Prionailurus bengalensis | 0.890 3 | 1.000 0 | 0.907 2 | 0.935 7 | 0.879 6 | 0.939 6 | 0.903 0 | 0.846 4 |
0.986 4 | 0.996 1 | 0.988 6 | 0.996 2 | 0.992 0 | 0.978 6 | |||
亚洲狗獾 Meles leucurus | 0.831 6 | 0.918 4 | 1.000 0 | 0.907 6 | 0.885 0 | 0.927 1 | 0.884 4 | 0.879 1 |
0.989 5 | 0.986 5 | 0.993 5 | 0.986 4 | 0.987 1 | ||||
花面狸 Paguma larvata | 0.906 4 | 0.901 6 | 0.923 0 | 1.000 0 | 0.921 7 | 0.944 3 | 0.941 6 | 0.876 6 |
0.995 2 | 0.997 2 | 0.997 2 | 0.986 6 | |||||
黄腹鼬 Mustela kathiah | 0.945 9 | 0.870 9 | 0.982 3 | 0.935 0 | 1.000 0 | 0.906 3 | 0.905 1 | 0.885 7 |
0.992 8 | 0.993 0 | 0.986 5 | ||||||
小灵猫 Mustela kathiah | 0.882 1 | 0.908 3 | 0.949 3 | 0.902 0 | 0.920 9 | 1.000 0 | 0.925 9 | 0.882 7 |
0.995 6 | 0.987 2 | |||||||
鼬獾 Melogale moschata | 0.886 0 | 0.783 0 | 0.815 9 | 0.901 3 | 0.954 2 | 0.842 6 | 1.000 0 | 0.892 9 |
0.988 8 | ||||||||
猪獾 Arctonyx collaris | 0.835 0 | 0.683 7 | 0.748 9 | 0.777 0 | 0.986 9 | 0.764 3 | 0.795 2 | 1.000 0 |
Table 5 The overlap degree of geographic distribution and ecological niche and the width of ecological niche of the 7 carnivorous species
物种 Species | 生态位宽度 Niche breadth | 豹猫 Prionailurus bengalensis | 亚洲狗獾 Meles leucurus | 花面狸 Paguma larvata | 黄腹鼬 Mustela kathiah | 小灵猫 Mustela kathiah | 鼬獾 Melogale moschata | 猪獾 Arctonyx collaris |
---|---|---|---|---|---|---|---|---|
豹猫 Prionailurus bengalensis | 0.890 3 | 1.000 0 | 0.907 2 | 0.935 7 | 0.879 6 | 0.939 6 | 0.903 0 | 0.846 4 |
0.986 4 | 0.996 1 | 0.988 6 | 0.996 2 | 0.992 0 | 0.978 6 | |||
亚洲狗獾 Meles leucurus | 0.831 6 | 0.918 4 | 1.000 0 | 0.907 6 | 0.885 0 | 0.927 1 | 0.884 4 | 0.879 1 |
0.989 5 | 0.986 5 | 0.993 5 | 0.986 4 | 0.987 1 | ||||
花面狸 Paguma larvata | 0.906 4 | 0.901 6 | 0.923 0 | 1.000 0 | 0.921 7 | 0.944 3 | 0.941 6 | 0.876 6 |
0.995 2 | 0.997 2 | 0.997 2 | 0.986 6 | |||||
黄腹鼬 Mustela kathiah | 0.945 9 | 0.870 9 | 0.982 3 | 0.935 0 | 1.000 0 | 0.906 3 | 0.905 1 | 0.885 7 |
0.992 8 | 0.993 0 | 0.986 5 | ||||||
小灵猫 Mustela kathiah | 0.882 1 | 0.908 3 | 0.949 3 | 0.902 0 | 0.920 9 | 1.000 0 | 0.925 9 | 0.882 7 |
0.995 6 | 0.987 2 | |||||||
鼬獾 Melogale moschata | 0.886 0 | 0.783 0 | 0.815 9 | 0.901 3 | 0.954 2 | 0.842 6 | 1.000 0 | 0.892 9 |
0.988 8 | ||||||||
猪獾 Arctonyx collaris | 0.835 0 | 0.683 7 | 0.748 9 | 0.777 0 | 0.986 9 | 0.764 3 | 0.795 2 | 1.000 0 |
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