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GPS measurement error influences on movement model parameterization

机译:GPS测量误差对运动模型参数化的影响

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摘要

Global positioning system (GPS) technology has increased the accuracy and efficiency in recording animal locations and has provided data used to parameterize movement models. Although numerous studies have investigated the quality and accuracy of location data associated with different brands of GPS collars, none of these studies has investigated the influence of measurement error on the parameters used to create movement models. We used Monte Carlo simulation to quantify the measurement error for estimates of turning angle and step length as a function of distance between consecutive locations. We show that estimates of turning angle and step length are accurate only when the distance between two locations is large relative to the measurement error. Estimates of turning angle are particularly susceptible to error for short step lengths. The consequences of choosing poor data-collecting schedules are discussed, and suggestions for designing appropriate data-collecting schedules are provided.
机译:全球定位系统(GPS)技术提高了记录动物位置的准确性和效率,并提供了用于参数化运动模型的数据。尽管许多研究调查了与不同品牌GPS项圈相关的位置数据的质量和准确性,但这些研究都没有调查测量误差对用于创建运动模型的参数的影响。我们使用蒙特卡洛模拟来量化测量误差,以估计转弯角和步长与连续位置之间距离的关系。我们表明,仅当两个位置之间的距离相对于测量误差较大时,转弯角和步长的估算才是准确的。对于短步长,转弯角度的估计尤其容易出错。讨论了选择不良的数据收集计划的后果,并提供了设计适当的数据收集计划的建议。

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