Title :
Covert sonar tracking
Author :
Blanding, Wayne R. ; Willett, Peter K. ; Bar-Shalom, Yaakov ; Lynch, Robert S.
Author_Institution :
Dept. of Electr. & Comput. Eng., Connecticut Univ., Storrs, CT
Abstract :
Applying covert sonar tracking using low probability of intercept (LPI) sonar systems to the torpedo attack problem where a torpedo tracks and intercepts a target has the potential to improve attack success. Using realistic simulations of the ocean environment and acoustic interactions, we show that the maximum likelihood-probabilistic data association (ML-PDA) algorithm is well suited to this problem. Previous ML-PDA implementations used a multi-pass grid search to find the maximum of the log likelihood ratio. Use of either a genetic algorithm or a newly developed "intelligent search" algorithm is shown to be significantly more efficient making possible real-time implementation. Reliable tracking down to 5dB (postprocessing SNR: in a resolution cell) using a 10-frame sliding window is demonstrated, this being 3.5 dB better than the multi-pass grid search. The ML-PDA algorithm is also shown to be effective in tracking the target through realistic maneuvers
Keywords :
genetic algorithms; maximum likelihood estimation; search problems; sonar signal processing; sonar tracking; target tracking; ML-PDA algorithm; acoustic interactions simulation; covert sonar tracking; genetic algorithm; intelligent search algorithm; log likelihood ratio; low probability of intercept sonar; maximum likelihood-probabilistic data association; multipass grid search; ocean environment; target tracking; torpedo attack problem;
Conference_Titel :
Aerospace Conference, 2005 IEEE
Conference_Location :
Big Sky, MT
Print_ISBN :
0-7803-8870-4
DOI :
10.1109/AERO.2005.1559497