DocumentCode :
2212947
Title :
A joint radar-acoustic particle filter tracker with acoustic propagation delay compensation
Author :
Cevher, Volkan ; Borkar, Milind ; McClellan, James H.
Author_Institution :
Georgia Inst. of Technol., Atlanta, GA, USA
fYear :
2006
fDate :
4-8 Sept. 2006
Firstpage :
1
Lastpage :
5
Abstract :
In this paper, a novel particle filter tracker is presented for target tracking using collocated radar and acoustic sensors. Real-time tracking of the target´s position and velocity in Cartesian coordinates is performed using batches of range and direction-of-arrival estimates. For robustness, the filter aligns the radar and acoustic data streams to account for acoustic propagation delays. The filter proposal function uses a Gaussian approximation to the full tracking posterior for improved efficiency. To incorporate the aligned acoustic data into the tracker, a two-stage weighting strategy is proposed. Computer simulations are provided to demonstrate the effectiveness of the algorithm.
Keywords :
Gaussian processes; acoustic filters; direction-of-arrival estimation; particle filtering (numerical methods); target tracking; Cartesian coordinates; Gaussian approximation; acoustic data streams; acoustic propagation delay compensation; acoustic sensors; collocated radar; direction-of-arrival estimates; filter proposal function; joint radar-acoustic particle filter tracker; target tracking; two-stage weighting strategy; Acoustic measurements; Acoustics; Approximation methods; Estimation; Europe; Proposals; Radar;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Conference, 2006 14th European
Conference_Location :
Florence
ISSN :
2219-5491
Type :
conf
Filename :
7071110
Link To Document :
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