DocumentCode :
3754225
Title :
Improving target tracking by incorporating shadowing fading
Author :
Zhenghuan Wang;Fei Gao;Heng Liu;Shengxin Xu;Yaping Ni;Jie Yang
Author_Institution :
School of Information and Electronics, Beijing Institute of Technology
fYear :
2015
Firstpage :
1215
Lastpage :
1219
Abstract :
To accurately localize the target, wireless positioning systems use range measurements from different anchors, which are deployed around the monitored region in advance. In most applications where the target such as a human body has a certain volume, the target will shadow the wireless links comprised of the anchors, making the received signal strength (RSS) of these links suffer great loss. Therefore, in this paper, we propose a hybrid approach which integrates shadowing fading and range measurements of the links to enhance the performance of target tracking. Due to the nonlinearity of the shadowing loss model and the range model, particle filtering (PF) maximizing the posterior distribution of the target state is employed to fusion the two kinds of measurements. Moreover, the posterior Cramer-Rao lower bound (PCRLB) is derived to explore the best possible performance of the hybrid approach. Simulation results show that the tracking performance is significantly improved when the shadowing fading is exploited.
Keywords :
"Target tracking","Shadow mapping","Monitoring","Atmospheric measurements","Particle measurements","Fading channels","Loss measurement"
Publisher :
ieee
Conference_Titel :
Signal and Information Processing (GlobalSIP), 2015 IEEE Global Conference on
Type :
conf
DOI :
10.1109/GlobalSIP.2015.7418391
Filename :
7418391
Link To Document :
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