Biodiv Sci ›› 2021, Vol. 29 ›› Issue (12): 1700-1717. DOI: 10.17520/biods.2021134
• Reviews • Previous Articles Next Articles
Received:
2021-04-12
Accepted:
2021-09-03
Online:
2021-12-20
Published:
2021-10-06
Contact:
Yuehui Li
Yuehui Li. A review on estimating population size of large and medium-sized mammals[J]. Biodiv Sci, 2021, 29(12): 1700-1717.
估算原理 Theory | 数据来源 Data sources | 估算模型 Estimation models | 关键技术或参数 Key technology or parameter | 程序 Programs |
---|---|---|---|---|
距离取样法 Distance sampling method | 人视觉观测个体 To observe the animal individuals by insight | 距离取样模型 Distance sampling model | - | DISTANCE |
红外相机观测个体 To observe the animal individuals by infrared cameras | 距离取样模型 Distance sampling model | 动物与相机的距离 Distance between animals and cameras | ||
红外相机数据 + 卫星定位追踪数据 Infrared cameras data + satellite tracking data | 结合移动数据的距离取样法模型 Movement with distance sampling model | 跟踪数据 Satellite tracking data | ||
粪便数量和分布 Abundance and distribution of faeces | 距离取样模型 + 粪便数量与个体数量转化模型 Distance sampling model + conversion function from pellet group density to animal density | 粪便分解速率 Faeces decay rate | ||
动物鸣叫记录 Animal call records | 样点距离取样模型 Point-transect sampling model | 鸣叫个体与样点的距离Distances to detected animals | ||
标志重捕法 Capture- recapture method | 动物个体 Animal individuals | 非空间标志重捕模型 Non-spatial capture-recapture model | 非空间模型 Non-spatial capture-recapture model: Capture, Capwire, Program mark 空间模型 Spatial capture-recapture model: DENSITY, SPACECAP | |
动物DNA DNA from animal body | 非空间标志重捕模型、空间标志重捕模型 Capture- recapture model, spatial capture-recapture model | DNA微卫星技术识别个体 To distinguish by DNA microsatellite | ||
红外相机数据 Data from infrared cameras | 空间标志重捕模型 Spatial capture-recapture model | 利用照片识别个体Distinguishment of the target individuals in photos | ||
动物鸣叫记录 Animal call records | 空间标志重捕模型 + 鸣叫声数量与个体数量转化模型Spatial capture-recapture model + conversion function from call density to animal density | 个体的鸣叫次数和群体内鸣叫个体的数量比例 Call rate per individual and calling individual percentage of the group | ||
基于遇见率法 Encounter-based method | 红外相机数据 Data from infrared cameras | 随机遇见模型、随机遇见-停留时间模型、空间-事件模型、时间-事件模型 Random encounter model, random encounter and staying time model, space-to-event model, time-to-event model | 动物移动的速度 Animal movement speed | - |
遥感影像直接计数法 Direct count method from remotely sensed imagery | 高分辨率卫星遥感影像或航拍影像 Very high-resolution satellite imagery or aerial imagery | 人工目视识别计数、监督识别、非监督识别、利用多期影像识别 Manual counts, image segmentation, supervised classification, unsupervised classification, multi-temporal image classification | 从所处景观中辨别出动物个体 To detect the target individuals from background landscapes | - |
Table 1 Framework of methods estimating the population size of large and medium-sized mammals
估算原理 Theory | 数据来源 Data sources | 估算模型 Estimation models | 关键技术或参数 Key technology or parameter | 程序 Programs |
---|---|---|---|---|
距离取样法 Distance sampling method | 人视觉观测个体 To observe the animal individuals by insight | 距离取样模型 Distance sampling model | - | DISTANCE |
红外相机观测个体 To observe the animal individuals by infrared cameras | 距离取样模型 Distance sampling model | 动物与相机的距离 Distance between animals and cameras | ||
红外相机数据 + 卫星定位追踪数据 Infrared cameras data + satellite tracking data | 结合移动数据的距离取样法模型 Movement with distance sampling model | 跟踪数据 Satellite tracking data | ||
粪便数量和分布 Abundance and distribution of faeces | 距离取样模型 + 粪便数量与个体数量转化模型 Distance sampling model + conversion function from pellet group density to animal density | 粪便分解速率 Faeces decay rate | ||
动物鸣叫记录 Animal call records | 样点距离取样模型 Point-transect sampling model | 鸣叫个体与样点的距离Distances to detected animals | ||
标志重捕法 Capture- recapture method | 动物个体 Animal individuals | 非空间标志重捕模型 Non-spatial capture-recapture model | 非空间模型 Non-spatial capture-recapture model: Capture, Capwire, Program mark 空间模型 Spatial capture-recapture model: DENSITY, SPACECAP | |
动物DNA DNA from animal body | 非空间标志重捕模型、空间标志重捕模型 Capture- recapture model, spatial capture-recapture model | DNA微卫星技术识别个体 To distinguish by DNA microsatellite | ||
红外相机数据 Data from infrared cameras | 空间标志重捕模型 Spatial capture-recapture model | 利用照片识别个体Distinguishment of the target individuals in photos | ||
动物鸣叫记录 Animal call records | 空间标志重捕模型 + 鸣叫声数量与个体数量转化模型Spatial capture-recapture model + conversion function from call density to animal density | 个体的鸣叫次数和群体内鸣叫个体的数量比例 Call rate per individual and calling individual percentage of the group | ||
基于遇见率法 Encounter-based method | 红外相机数据 Data from infrared cameras | 随机遇见模型、随机遇见-停留时间模型、空间-事件模型、时间-事件模型 Random encounter model, random encounter and staying time model, space-to-event model, time-to-event model | 动物移动的速度 Animal movement speed | - |
遥感影像直接计数法 Direct count method from remotely sensed imagery | 高分辨率卫星遥感影像或航拍影像 Very high-resolution satellite imagery or aerial imagery | 人工目视识别计数、监督识别、非监督识别、利用多期影像识别 Manual counts, image segmentation, supervised classification, unsupervised classification, multi-temporal image classification | 从所处景观中辨别出动物个体 To detect the target individuals from background landscapes | - |
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