Title :
On tracking multiple indistinguishable targets
Author :
Ye Zhu ; Vikram, Anil ; Huirong Fu
Author_Institution :
Cleveland State Univ., Cleveland, OH, USA
Abstract :
In this paper, we propose a generic approach to tracking multiple indistinguishable moving targets with wireless sensor networks. The tracking algorithm first separates the aggregate signals from multiple indistinguishable targets via the Blind Source Separation (BSS) method. Through the analysis on both the temporal and the spatial correlation of the separated individual signals, the tracking algorithm determines the real-time location of a target and its moving track. A voting scheme based on the spatial information is designed to better estimate the moving track. Furthermore, we analyze and discuss the influence of signal attenuation and the tracking resolution of the proposed tracking approach. Both empirical experiments and simulations show that the proposed approach can both accurately and precisely track multiple indistinguishable moving targets.
Keywords :
blind source separation; correlation methods; signal resolution; target tracking; wireless sensor networks; BSS method; aggregate signals; blind source separation method; multiple indistinguishable moving target tracking; realtime location; signal attenuation; spatial correlation; temporal correlation; tracking resolution; voting scheme; wireless sensor networks;
Conference_Titel :
Mobile Adhoc and Sensor Systems (MASS), 2012 IEEE 9th International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4673-2433-5
DOI :
10.1109/MASS.2012.6502496