Alpha-beta filter based target tracking in clustered wireless sensor networks

Surendra Sharma, Sarang Deshpande, K. Sivalingam
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引用次数: 11

Abstract

The emerging field of wireless sensor networks (WSNs) allows novel methods of designing surveillance and tracking systems. Tracking moving targets in WSNs is a canonical application of practical importance to military as well as civilian fields. Since WSNs are highly constrained in computation, communication and energy resources, the application is required to be designed with minimal resource consumption. The collaborative and distributed approach in WSN is suited for effective utilization of scarce resources. In this paper, a Hierarchical Clustered network architecture has been considered for target tracking. A computationally simple predictive target tracking approach using α-β filter is proposed, evaluated and compared against a Kalman filter based approach.
基于Alpha-beta滤波器的聚类无线传感器网络目标跟踪
无线传感器网络(WSNs)的新兴领域为设计监视和跟踪系统提供了新的方法。在无线传感器网络中跟踪运动目标是一种典型的应用,在军事和民用领域都具有重要的实际意义。由于无线传感器网络在计算、通信和能源方面受到高度限制,因此要求应用程序的设计以最小的资源消耗为前提。无线传感器网络的协作和分布式方式适合于稀缺资源的有效利用。本文考虑了一种用于目标跟踪的分层聚类网络结构。提出了一种计算简单的基于α-β滤波器的预测目标跟踪方法,并与基于卡尔曼滤波的方法进行了评估和比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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