Title :
Multi-target tracking using multi-modal sensing withwaveform configuration
Author :
Zhang, Jun Jason ; Papandreou-Suppappola, Antonia ; Rangaswamy, Muralidhar
Author_Institution :
SenSIP Center, Arizona State Univ., Tempe, AZ, USA
Abstract :
We investigated the joint multi-modal operation of the asymmetric character of the fields of view of radar and electro optical (EO) sensors for multi-target tracking applications. We proposed a joint multi-modal sensing mode based on using dynamic agility selection to optimize the tracking performance of multiple maneuvering targets. The proposed method jointly designs waveforms for radar sensing and resolution switching modes for EO sensing, when both sensor measurements experience high false alarm rates. Rao-Blackwellized particle filtering is used to track an unknown number of targets within an adaptive framework that yields the optimized joint sensor configuration. We demonstrated the performance of the proposed adaptive tracking system using numerical simulations.
Keywords :
optical radar; optical sensors; target tracking; adaptive tracking system; dynamic agility selection; electro optical sensor; multimodal sensing mode; multiple maneuvering target; multitarget tracking application; numerical simulation; radar sensing; tracking performance; waveform configuration; Adaptive filters; Design methodology; Electrooptic devices; Laser radar; Multimodal sensors; Optical sensors; Radar applications; Radar measurements; Radar tracking; Target tracking; Multi-modal sensing; Rao-Blackwellized particle filter; multiple target tracking; waveform-agile sensing;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495807