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Validating movement corridors for African elephants predicted from resistance-based landscape connectivity models

机译:从基于电阻的横向连接模型预测的非洲大象的验证运动走廊

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ContextResistance-based connectivity models are widely used conservation tools for spatial prioritization and corridor planning, but there are no generally accepted methods and recommendations for validating whether these models accurately predict actual movement routes. Hence, despite growing interest and recognition of the importance of protecting landscape connectivity, the practical utility of predictions derived from connectivity models remains unclear.ObjectivesThe difficulties in validations are mainly related to the unavailability of independent data and lack of appropriate, easily applied statistical frameworks. Here, we present a case study where two independently collected datasets were used to validate resistance-based landscape connectivity models and movement corridors identified by these models.MethodsWe used annual aerial counts to evaluate the connectivity model, and a field survey to assess the performance of predicted corridors. We applied these two independent datasets to validate a previously developed connectivity model for the African elephant (Loxodonta africana) in the Borderland region between Kenya and Tanzania.ResultsThe results of this study confirm that the resistance-based connectivity model is a valid approach for predicting movement corridors for the African elephant. We show that high connectivity values are a strong predictor of the presence of large numbers of the elephants across the years. The probability of observing elephants increased with increasing connectivity values, while accounting for seasonality is an important factor for accurately predicting movements from connectivity models.ConclusionMovement corridors derived from resistance-based connectivity models have a strong predictive power and can be successfully used in spatial conservation prioritization.
机译:基于ContexTresistance的连接模型是广泛应用的空间优先级和走廊规划的保护工具,但是没有通常接受的方法和建议用于验证这些模型是否准确地预测实际运动路线。因此,尽管对保护景观连接的重要性产生了兴趣和识别,但是从连接模型中得出的预测的实用效用仍然不清楚。验证中的难题主要与独立数据的不可用,缺乏适当的,容易应用的统计框架。在这里,我们展示了一个案例研究,其中两个独立收集的数据集用于验证这些模型所识别的电阻的横向连接模型和运动走廊。普遍的年度空中计数来评估连接模型,以及评估性能的现场调查预测走廊。我们应用这两个独立数据集以验证肯尼亚和坦桑尼亚之间的边境地区非洲大象(Loxodonta Africana)的先前开发的连接模型。该研究的结果证实,基于电阻的连通模型是预测运动的有效方法非洲大象的走廊。我们表明,高连接值是多年来大量大象存在的强大预测因素。观察大象的概率随着连续性值的增加而增加,同时核算季节性是准确地预测连接模型的运动的重要因素。包括基于电阻的连接模型的控制流动器具有强大的预测功率,并且可以成功地用于空间保护优先级。

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