Biodiv Sci ›› 2022, Vol. 30 ›› Issue (9): 22342. DOI: 10.17520/biods.2022342
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Shuanggui Wang1, Zhihong Guo1, Bojian Gu2, Tianti Li3, Yubing Su1, Bocheng Ma1, Hongxin Guan1, Qiaowen Huang3, Fang Wang2,*(), Zhuojin Zhang2,*(
)
Received:
2022-06-21
Accepted:
2022-09-22
Online:
2022-09-20
Published:
2022-09-28
Contact:
Fang Wang,Zhuojin Zhang
Shuanggui Wang, Zhihong Guo, Bojian Gu, Tianti Li, Yubing Su, Bocheng Ma, Hongxin Guan, Qiaowen Huang, Fang Wang, Zhuojin Zhang. Habitat use of the North China leopard (Panthera pardus japonensis) in the Liupanshan Mountains and its implications for conservation planning[J]. Biodiv Sci, 2022, 30(9): 22342.
协变量 Covariate | 描述 Description | 数据类型 Data type | 变量类型 Covariate type | 方差膨胀因子 Variance inflation factor |
---|---|---|---|---|
生境因素 Habitat factor | ||||
崎岖度 Roughness (ROU) | 250 m × 250 m网格内的崎岖度 Roughness within 250 m × 250 m grids | 连续变量 Continuous | ψ | 1.55 |
夏季归一化植被指数 Summer NDVI (SNV) | 夏季(7月)平均NDVI Average NDVI in summer (July) | 连续变量 Continuous | ψ | 1.73 |
冬季归一化植被指数 Winter NDVI (WNV) | 冬季(1月)平均NDVI Average NDVI in winter (January) | 连续变量 Continuous | ψ | 1.72 |
人类因素 Human factor | ||||
距道路距离 Road (ROA) | 距最近道路的距离 Distance to the nearest road | 连续变量 Continuous | ψ | 1.30 |
距居民点距离 Residence (RES) | 距最近居民点的距离 Distance to the nearest residence | 连续变量 Continuous | ψ | 1.49 |
距农田距离 Cropland (CRO) | 距最近农田的距离 Distance to the nearest cropland | 连续变量 Continuous | ψ | 2.63 |
生物气候因素 Bioclimate factor | ||||
最冷月最低温 Minimum temperature of coldest month (TMI) | 最冷月最低温 Minimum temperature of coldest month (BIO 6) | 连续变量 Continuous | ψ | 2.09 |
最干月降水量 Precipitation of driest month (DPR) | 最干月降水量 Precipitation of driest month (BIO 14) | 连续变量 Continuous | ψ | 1.46 |
地表覆盖因素 Landcover factor | ||||
农田-自然植被占比 Cropland-natural vegetation percentage (CVP) | 农田-自然植被镶嵌带面积占比* Percentage area of cropland-natural vegetation mixture* | 连续变量 Continuous | ψ | 1.50 |
草地占比 Grassland percentage (GRP) | 草地面积占比* Percentage area of grassland* | 连续变量 Continuous | ψ | 1.60 |
草地-灌丛-森林占比 Grassland-shrub-forest percentage (GSP) | 草地-灌丛-森林镶嵌带面积占比* Percentage area of grassland-shrub-forest mixture* | 连续变量 Continuous | ψ | 1.23 |
针叶林占比 Needle-leaved forest percentage (NEP) | 针叶林面积占比* Percentage area of needle-leaved forest* | 连续变量 Continuous | ψ | 1.69 |
阔叶林占比 Broad-leaved forest percentage (BRP) | 阔叶林面积占比* Percentage area of broad-leaved forest* | 连续变量 Continuous | ψ | 2.46 |
季节因素 Season factor | ||||
季节 Season (SEA) | 生长季(5-10月)或非生长季(11月至次年4月) Growing season (May-October) or non-growing season (November-next April) | 类型变量 Categorical | p | - |
Table 1 Occupancy model covariate table of North China leopard
协变量 Covariate | 描述 Description | 数据类型 Data type | 变量类型 Covariate type | 方差膨胀因子 Variance inflation factor |
---|---|---|---|---|
生境因素 Habitat factor | ||||
崎岖度 Roughness (ROU) | 250 m × 250 m网格内的崎岖度 Roughness within 250 m × 250 m grids | 连续变量 Continuous | ψ | 1.55 |
夏季归一化植被指数 Summer NDVI (SNV) | 夏季(7月)平均NDVI Average NDVI in summer (July) | 连续变量 Continuous | ψ | 1.73 |
冬季归一化植被指数 Winter NDVI (WNV) | 冬季(1月)平均NDVI Average NDVI in winter (January) | 连续变量 Continuous | ψ | 1.72 |
人类因素 Human factor | ||||
距道路距离 Road (ROA) | 距最近道路的距离 Distance to the nearest road | 连续变量 Continuous | ψ | 1.30 |
距居民点距离 Residence (RES) | 距最近居民点的距离 Distance to the nearest residence | 连续变量 Continuous | ψ | 1.49 |
距农田距离 Cropland (CRO) | 距最近农田的距离 Distance to the nearest cropland | 连续变量 Continuous | ψ | 2.63 |
生物气候因素 Bioclimate factor | ||||
最冷月最低温 Minimum temperature of coldest month (TMI) | 最冷月最低温 Minimum temperature of coldest month (BIO 6) | 连续变量 Continuous | ψ | 2.09 |
最干月降水量 Precipitation of driest month (DPR) | 最干月降水量 Precipitation of driest month (BIO 14) | 连续变量 Continuous | ψ | 1.46 |
地表覆盖因素 Landcover factor | ||||
农田-自然植被占比 Cropland-natural vegetation percentage (CVP) | 农田-自然植被镶嵌带面积占比* Percentage area of cropland-natural vegetation mixture* | 连续变量 Continuous | ψ | 1.50 |
草地占比 Grassland percentage (GRP) | 草地面积占比* Percentage area of grassland* | 连续变量 Continuous | ψ | 1.60 |
草地-灌丛-森林占比 Grassland-shrub-forest percentage (GSP) | 草地-灌丛-森林镶嵌带面积占比* Percentage area of grassland-shrub-forest mixture* | 连续变量 Continuous | ψ | 1.23 |
针叶林占比 Needle-leaved forest percentage (NEP) | 针叶林面积占比* Percentage area of needle-leaved forest* | 连续变量 Continuous | ψ | 1.69 |
阔叶林占比 Broad-leaved forest percentage (BRP) | 阔叶林面积占比* Percentage area of broad-leaved forest* | 连续变量 Continuous | ψ | 2.46 |
季节因素 Season factor | ||||
季节 Season (SEA) | 生长季(5-10月)或非生长季(11月至次年4月) Growing season (May-October) or non-growing season (November-next April) | 类型变量 Categorical | p | - |
模型 Models | 自由度 K | 赤池信息指数 AIC | ΔAIC ΔAIC | 权重 Weight | 占域率 Occurrence rate (ψ) | 探测率 Detection rate (p)* | ||
---|---|---|---|---|---|---|---|---|
ψ(SNV, ROA, RES, TMI, DPR, GRP, BRP), p(SEA) | 10 | 309.763 | 0.000 | 0.44 | 0.132 | 0.055/0.004 | ||
ψ(ROU, WNV, RES, CRO, TMI, CVP, GRP), p(SEA) | 10 | 310.807 | 1.044 | 0.30 | 0.133 | 0.054/0.005 | ||
ψ(SNV, CRO, TMI, DPR, BRP), p(SEA) | 8 | 311.254 | 1.491 | 0.18 | 0.137 | 0.051/0.004 | ||
ψ(ROU, WNV, ROA, RES, TMI, DPR, GRP), p(SEA) | 10 | 311.338 | 1.575 | 0.08 | 0.142 | 0.054/0.004 | ||
模型加权平均结果 Model weighted average results | 0.135 | 0.053/0.004 |
Table 2 Equivalent optimal occupancy models of North China leopard
模型 Models | 自由度 K | 赤池信息指数 AIC | ΔAIC ΔAIC | 权重 Weight | 占域率 Occurrence rate (ψ) | 探测率 Detection rate (p)* | ||
---|---|---|---|---|---|---|---|---|
ψ(SNV, ROA, RES, TMI, DPR, GRP, BRP), p(SEA) | 10 | 309.763 | 0.000 | 0.44 | 0.132 | 0.055/0.004 | ||
ψ(ROU, WNV, RES, CRO, TMI, CVP, GRP), p(SEA) | 10 | 310.807 | 1.044 | 0.30 | 0.133 | 0.054/0.005 | ||
ψ(SNV, CRO, TMI, DPR, BRP), p(SEA) | 8 | 311.254 | 1.491 | 0.18 | 0.137 | 0.051/0.004 | ||
ψ(ROU, WNV, ROA, RES, TMI, DPR, GRP), p(SEA) | 10 | 311.338 | 1.575 | 0.08 | 0.142 | 0.054/0.004 | ||
模型加权平均结果 Model weighted average results | 0.135 | 0.053/0.004 |
模型成分 Model component | 协变量 Covariate | 估计值 Estimate | 标准误 SE | 权重 Weight | 95%置信区间 95% confidence interval |
---|---|---|---|---|---|
占域 Occupancy | 截距 Intercept | -3.520 | 5.152 | - | -13.617~6.578 |
崎岖度 Roughness | 0.112 | 1.484 | 0.38 | -2.796~3.021 | |
夏季NDVI Summer NDVI | 4.180 | 4.934 | 0.18 | -5.490~13.850 | |
冬季NDVI Winter NDVI | 3.084 | 2.120 | 0.82 | -1.071~7.239 | |
距道路距离 Distance to road | 0.235 | 0.324 | 0.52 | -0.400~0.871 | |
距居民点距离 Distance to residence | -1.686 | 2.078 | 0.82 | -5.760~2.388 | |
距农田距离 Distance to cropland | 0.296 | 1.665 | 0.48 | -2.967~3.559 | |
最冷月最低温 Minimum temperature of coldest month | -3.007 | 1.778 | 1 | -6.493~0.478 | |
最干月降水量 Precipitation of the driest month | 0.114 | 0.107 | 0.26 | -0.096~0.324 | |
农田-自然植被占比Cropland-natural vegetation percentage | 0.178 | 0.112 | 0.3 | -0.041~0.396 | |
草地占比 Grassland percentage | -1.820 | 2.092 | 0.82 | -5.919~2.279 | |
阔叶林占比 Broad-leaved forest percentage | 0.048 | 0.174 | 0.62 | -0.292~0.389 | |
探测 Detection | 截距 Intercept | -1.820 | 0.289 | - | -2.390~1.256 |
季节 Season | -2.510 | 0.769 | - | -4.015~-1.000 |
Table 3 Covariates contribution to North China leopard occurrence and detection probability
模型成分 Model component | 协变量 Covariate | 估计值 Estimate | 标准误 SE | 权重 Weight | 95%置信区间 95% confidence interval |
---|---|---|---|---|---|
占域 Occupancy | 截距 Intercept | -3.520 | 5.152 | - | -13.617~6.578 |
崎岖度 Roughness | 0.112 | 1.484 | 0.38 | -2.796~3.021 | |
夏季NDVI Summer NDVI | 4.180 | 4.934 | 0.18 | -5.490~13.850 | |
冬季NDVI Winter NDVI | 3.084 | 2.120 | 0.82 | -1.071~7.239 | |
距道路距离 Distance to road | 0.235 | 0.324 | 0.52 | -0.400~0.871 | |
距居民点距离 Distance to residence | -1.686 | 2.078 | 0.82 | -5.760~2.388 | |
距农田距离 Distance to cropland | 0.296 | 1.665 | 0.48 | -2.967~3.559 | |
最冷月最低温 Minimum temperature of coldest month | -3.007 | 1.778 | 1 | -6.493~0.478 | |
最干月降水量 Precipitation of the driest month | 0.114 | 0.107 | 0.26 | -0.096~0.324 | |
农田-自然植被占比Cropland-natural vegetation percentage | 0.178 | 0.112 | 0.3 | -0.041~0.396 | |
草地占比 Grassland percentage | -1.820 | 2.092 | 0.82 | -5.919~2.279 | |
阔叶林占比 Broad-leaved forest percentage | 0.048 | 0.174 | 0.62 | -0.292~0.389 | |
探测 Detection | 截距 Intercept | -1.820 | 0.289 | - | -2.390~1.256 |
季节 Season | -2.510 | 0.769 | - | -4.015~-1.000 |
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