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Decision-aware data suppression in wireless sensor networks for target tracking applications

机译:用于目标跟踪应用的无线传感器网络中的决策感知数据抑制

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摘要

Target tracking applications of wireless sensor networks (WSNs) may provide a high performance only when a reliable collection of target positions from sensor nodes is ensured. The performance of target tracking in WSNs is affected by transmission delay, failure probability, and nodes energy depletion. These negative factors can be effectively mitigated by decreasing the amount of transmitted data. Thus, the minimization of data transfers from sensor nodes is an important research issue for the development of WSN-based target tracking applications. In this paper, a data suppression approach is proposed for target chasing in WSNs. The aim of the considered target chasing task is to catch a moving target by a mobile sink in the shortest time. According to the introduced approach, a sensor node sends actual target position to the mobile sink only if this information is expected to be useful for minimizing the time in which target will be caught by the sink. The presented method allows sensor nodes to evaluate the usefulness of sensor readings and select those readings that have to be reported to the sink. Experiments were performed in a simulation environment to compare effectiveness of the proposed approach against state-of-the-art methods. Results of the experiments show that the presented suppression method enables a substantial reduction in the amount of transmitted data with no significant negative effect on target chasing time.
机译:仅当确保从传感器节点可靠收集目标位置时,无线传感器网络(WSN)的目标跟踪应用程序才能提供高性能。 WSN中目标跟踪的性能受传输延迟,故障概率和节点能量消耗的影响。这些负面因素可以通过减少传输数据量来有效缓解。因此,从传感器节点的数据传输的最小化对于基于WSN的目标跟踪应用程序的开发是一个重要的研究问题。本文提出了一种数据抑制方法,用于无线传感器网络中的目标跟踪。所考虑的目标追逐任务的目的是在最短的时间内通过移动水槽捕获移动的目标。根据引入的方法,仅当期望该信息对于最小化目标将被接收器捕获的时间有用时,传感器节点才将实际目标位置发送到移动接收器。提出的方法允许传感器节点评估传感器读数的有用性,并选择必须报告给接收器的那些读数。在模拟环境中进行了实验,以比较所提出的方法与最新方法的有效性。实验结果表明,所提出的抑制方法能够大大减少传输的数据量,并且对目标追赶时间没有明显的负面影响。

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