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A stochastic model of jaguar abundance in the Peruvian Amazon under climate variation scenarios

机译:气候变化场景下秘鲁亚马逊捷豹丰富的随机模型

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摘要

The jaguar (Panthera onca) is the dominant predator in Central and South America, but is now considered near‐threatened. Estimating jaguar population size is difficult, due to uncertainty in the underlying dynamical processes as well as highly variable and sparse data. We develop a stochastic temporal model of jaguar abundance in the Peruvian Amazon, taking into account prey availability, under various climate change scenarios. The model is calibrated against existing data sets and an elicitation study in Pacaya Samiria. In order to account for uncertainty and variability, we construct a population of models over four key parameters, namely three scaling parameters for aquatic, small land, and large land animals and a hunting index. We then use this population of models to construct probabilistic evaluations of jaguar populations under various climate change scenarios characterized by increasingly severe flood and drought events and discuss the implications on jaguar numbers. Results imply that jaguar populations exhibit some robustness to extreme drought and flood, but that repeated exposure to these events over short periods can result in rapid decline. However, jaguar numbers could return to stability—albeit at lower numbers—if there are periods of benign climate patterns and other relevant factors are conducive.
机译:捷豹(Panthera Onca)是中美洲和南美洲的主导捕食者,但现在被认为濒临威胁。由于潜在的动态过程以及高度可变和稀疏数据,估计捷豹人口大小是困难的。在各种气候变化方案下,我们在秘鲁亚马逊中开发了在秘鲁亚马逊的Jaguar丰富的随机时间模型。该模型针对PACAYA Samiria的现有数据集和引发研究校准。为了解释不确定性和变化,我们构建了四个关键参数的模型,即水生,小地和大陆动物和狩猎指数的三个缩放参数。然后,我们使用这种模型群体在各种气候变化方案下构建捷豹人群的概率评估,其特征在于越来越严厉的洪水和干旱事件,并讨论了对捷豹数的影响。结果暗示捷豹种群对极端干旱和洪水表现出一些稳健性,但在短时间内重复接触这些事件可能会迅速下降。然而,捷豹数量可以恢复到较低数字的稳定 - 如果有良性气候模式和其他相关因素有利于较低的。

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