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Characterization of Location Error in Wireless Sensor Networks: Analysis and Applications

机译:无线传感器网络中位置误差的表征:分析和应用

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One task in which inaccurate measurements are often used is location discovery, a process where the nodes in a network determine their locations. We have focused on location discovery as the primary target of our study since many sensor network tasks are dependent on location information. We demonstrate the benefits of location error analysis for system software and applications in wireless sensor networks. The technical highlight of our work is a statistically validated parameterized model of location errors that can be used to evaluate the impact of a location discovery algorithm on subsequent tasks. We prove that the distribution of location error can be approximated with a family of Weilbull distribution.s Then, we show that while performing the location discovery task, the nodes in a network can estimate the parameters of the distribution. Finally, we describe how applications can use the estimated statistical parameters to: (i) estimate the confidence intervals for their results, (ii) organize resource consumption to achieve optimal results in presence of estimated magnitude of error.
机译:通常使用不准确测量的任务是位置发现,网络中的节点确定其位置的过程。由于许多传感器网络任务取决于位置信息,我们专注于我们研究的主要目标作为我们的研究。我们展示了无线传感器网络中系统软件和应用程序的位置误差分析的好处。我们工作的技术亮点是统计上验证的参数化的位置错误模型,可用于评估位置发现算法对后续任务的影响。我们证明了位置错误的分布可以近似于威尔伯尔分布的家庭。然后,我们表明,在执行位置发现任务时,网络中的节点可以估计分布的参数。最后,我们描述了应用程序如何使用估计的统计参数来:(i)估计其结果的置信区间,(ii)组织资源消耗以实现估计误差幅度的最佳结果。

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