Title :
Connectivity-based virtual potential field localization in wireless sensor networks
Author :
Chao Yang ; Weiping Zhu ; Wei Wang ; Lijun Chen ; Daoxu Chen ; Jiannong Cao
Author_Institution :
State Key Lab. for Novel Software Technol., Nanjing Univ., Nanjing, China
Abstract :
In wireless sensor networks, the connectivity-based localization protocols are widely studied due to low cost and no requirement for special hardware. Many connectivity-based algorithms rely on distance estimation between nodes according to their hop count, which often yields large errors in anisotropic sensor network. In this paper, we propose a virtual potential field algorithm, in which the estimated positions of unknown nodes are iteratively adjusted by eliminating the inconsistency to the connectivity constraint. Unlike current connectivity-based algorithms, VPF effectively exploits the connectivity constraint information, regardless of distance estimation between nodes, thus achieving high localization accuracy in both isotropic and anisotropic sensor networks. Simulation results show that VPF improves the localization accuracy by an average of 47% compared with MDS in isotropic network, and 42% compared with PDM in anisotropic network. As a refinement procedure, the average improvement factor of VPF is 56% and 50%, based on MDS and PDM respectively.
Keywords :
distance measurement; estimation theory; iterative methods; sensor placement; wireless sensor networks; MDS; PDM; VPF; anisotropic sensor network; connectivity constraint information; connectivity-based algorithms; connectivity-based localization protocols; distance estimation; hop count; localization accuracy; virtual potential field algorithm; wireless sensor networks; Accuracy; Estimation; Euclidean distance; Force; Heuristic algorithms; Mathematical model; Protocols; connectivity constraint; dynamic step size; virtual force; virtual potential field; wireless sensor network;
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2014 IEEE
Conference_Location :
Istanbul
DOI :
10.1109/WCNC.2014.6952825