DocumentCode :
2187539
Title :
Two stages signal strength difference localization algorithm using SDP relaxation
Author :
Guo, Xiansheng ; Chu, Lei ; Pi, Yiming ; Zou, Yuexian
Author_Institution :
Dept. of Electronic Engineering, University of Electronic Science Technology of China, Chengdu, China
fYear :
2015
fDate :
21-24 July 2015
Firstpage :
957
Lastpage :
961
Abstract :
We present a novel two stages signal strength difference (TS-SSD) localization algorithm in this letter. A new model using TS-SSD technique is derived to eliminate the effects of path loss exponent and unknown transmit power. And a total least squares (TLS) solution is given to estimate the distances between anchor and target nodes. Then a low-rank matrix completion framework is established to estimate the distances among all the unknown target nodes. After obtaining all distance measurements, a simple but robust approach based on Semidefinite Programming (SDP) relaxation is applied to estimate the location of target nodes. Compared with some existing algorithms, the proposed approach has three-fold merits: firstly, it locates multiple targets using less anchor nodes simultaneously; secondly, it shows more robustness to path model error and noise level; thirdly, it has higher localization accuracy than some existing methods. Simulation results illustrate the superiority of our proposed algorithm.
Keywords :
Accuracy; Frequency modulation; Noise level; Noise measurement; Robustness; Signal to noise ratio; Symmetric matrices; Localization; SDP; matrix completion; two stages signal strength difference (TS-SSD);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Digital Signal Processing (DSP), 2015 IEEE International Conference on
Conference_Location :
Singapore, Singapore
Type :
conf
DOI :
10.1109/ICDSP.2015.7252019
Filename :
7252019
Link To Document :
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