Title :
Distributed Projection-Based Algorithms for Source Localization in Wireless Sensor Networks
Author :
Yanqiong Zhang ; Youcheng Lou ; Yiguang Hong ; Lihua Xie
Author_Institution :
Key Lab. of Syst. & Control, Acad. of Math. & Syst. Sci., Beijing, China
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.
Keywords :
convex programming; wireless sensor networks; distributed projection-based algorithms; localization problem; nonconvex problem; received signal strength; sensing rings; sensor nodes; source localization; time-varying jointly-connected topology; unified distributed alternating projection algorithm; weighted convex optimization problems; weighted optimization problems; wireless sensor networks; Convergence; Convex functions; Optimization; Sensors; Topology; Wireless communication; Wireless sensor networks; Source localization; constrained convex optimization; distributed algorithms; intersection computation; wireless sensor networks;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2015.2402672