Distributed Projection-Based Algorithms for Source Localization in Wireless Sensor Networks

Published: 2015, Last Modified: 15 Nov 2024IEEE Trans. Wirel. Commun. 2015EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: In this paper, we investigate source localization for wireless sensor networks based on received signal strength. We first formulate the localization problem as the intersection computation of a group of sensing rings, and then convert this non-convex problem into two weighted convex optimization problems. We next propose a unified distributed alternating projection algorithm to solve the resulting weighted optimization problems, where sensor nodes can communicate only locally with their neighbors over a time-varying jointly-connected topology. We also show that sensor nodes' estimates can achieve consensus on a possible minimizer. Both theoretical analysis and some comparative simulations reveal that the proposed approach has good estimation performance in both the consistent and inconsistent cases.
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