Title :
Dynamic Sensors Selection for Overlapped Multiple-Target Tracking Using Eagerness
Author :
Armaghani, Farzaneh R. ; Gondal, Iqbal ; Kamruzzaman, Joarder
Author_Institution :
GSIT, Monash Univ., Melbourne, VIC, Australia
Abstract :
Efficient target tracking applications use active sensor nodes collaboratively to track multiple moving targets by balancing the trade-off between the quality of tracking and network´s lifetime. In this paper, we propose a low-energy dynamic sensor selection (LEDS) scheme to track multiple targets by estimating energy consumption of sensors and information utility projection of the targets on sensors to calculate the eagerness in tracking. Eagerness represents the eligibility of a sensor node to be selected for tracking, considering relative profiles of other sensors and location of all the targets in its vicinity. LEDS enables an even distribution of energy consumption among the nodes to prolong their remaining energies. Our results show that the proposed scheme can significantly improve the network lifetime over the existing methods while maintaining the high tracking accuracy in congested areas where multiple concurrent targets overlap.
Keywords :
target tracking; wireless sensor networks; LEDS scheme; active sensor nodes; dynamic sensors selection; eagerness; information utility projection; low-energy dynamic sensor selection scheme; multiple concurrent targets; multiple moving target tracking; network lifetime; overlapped multiple-target tracking; sensor energy consumption estimation; tracking quality; Energy measurement; Estimation; Heuristic algorithms; Light emitting diodes; Sensors; Target tracking; Trajectory;
Conference_Titel :
Vehicular Technology Conference (VTC Fall), 2012 IEEE
Conference_Location :
Quebec City, QC
Print_ISBN :
978-1-4673-1880-8
Electronic_ISBN :
1090-3038
DOI :
10.1109/VTCFall.2012.6399266