Title :
The pyroelectric sensor based system: Human tracking and self-calibration scheme
Author :
Wu, Peng ; Li, Fangmin
Author_Institution :
Sch. of Inf. Eng., Wuhan Univ. of Technol., Wuhan, China
Abstract :
The paper presents a distributed human tracking system based on pyroelectric sensors. The developing process of the system mainly includes two aspects: distributed tracking algorithm and self-calibration scheme. In the tracking algorithm, a distributed information filter is constructed with joint probabilistic data association (JPDA) and consensus method. The self-calibration utilizes Kullback-Leibler divergences to construct objective function and information projection to realize calibration process. A distributed message passing scheme is developed among neighboring sensor nodes to get distributed calibration. The simulation and experimental results verified the validity of tracking algorithm and improved tracking performance after using the proposed distributed self-calibration.
Keywords :
distributed algorithms; distributed sensors; distributed tracking; information filtering; message passing; pyroelectric detectors; Kullback-Leibler divergences; consensus method; distributed human tracking system; distributed information filter; distributed message passing scheme; distributed tracking algorithm; information projection; joint probabilistic data association; neighboring sensor nodes; objective function; pyroelectric sensors; self-calibration scheme; Calibration; Humans; Information filters; Target tracking; Trajectory;
Conference_Titel :
Information Science and Technology (ICIST), 2012 International Conference on
Conference_Location :
Hubei
Print_ISBN :
978-1-4577-0343-0
DOI :
10.1109/ICIST.2012.6221766