一种基于优化的无线传感器网络移动数据采集分布式算法

Miao Zhao, Yuanyuan Yang
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引用次数: 12

摘要

最近的进展表明,基于锚点的移动数据采集在无线传感器网络中具有巨大的潜力。在该方案中,移动采集器在每次周期性的数据采集过程中,在每个锚点停留一段时间,通过多跳通信从附近的传感器采集数据。本文提出了一种基于优化的分布式数据采集算法。我们采用适当定义的网络效用函数来表征数据采集性能,并将问题形式化为保证网络寿命约束下的网络效用最大化问题。为了有效地解决该问题,我们将其分解为两组子问题,并以分布式的方式进行求解,从而便于可扩展的实现。最后,给出了数值结果来证明所提出的分布式算法的收敛性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Optimization Based Distributed Algorithm for Mobile Data Gathering in Wireless Sensor Networks
Recent advances have shown a great potential of anchor based mobile data gathering in wireless sensor networks. In such a scheme, during each periodic data gathering tour, the mobile collector stays at each anchor point for a period of sojourn time and collects data from nearby sensors via multi-hop communications. We provide an optimization based distributed algorithm for such data gathering in this paper. We adopt network utility, which is a properly defined function, to characterize the data gathering performance, and formalize the problem as a network utility maximization problem under the constraint of guaranteed network lifetime. To efficiently solve the problem, we decompose it into two sets of subproblems and solve them in a distributed manner, which facilitates the scalable implementations. Finally, we provide numerical results to demonstrate the convergence of the proposed distributed algorithm.
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