DocumentCode :
1360745
Title :
Rate Distortion Bounds on Passive Sonar Performance
Author :
Meng, Tianzhu ; Buck, John R.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Massachusetts Dartmouth, North Dartmouth, MA, USA
Volume :
58
Issue :
1
fYear :
2010
Firstpage :
326
Lastpage :
336
Abstract :
Information theory provides a novel perspective on passive sonar performance analysis. This approach begins by partitioning the search space and then considers the problem of assigning a source to the correct partition based on pressure observations from a hydrophone array. Prior work described necessary conditions for achieving arbitrarily small probability of error (Pe) as a tradeoff between signal-to-noise ratio (SNR) and the range accuracy of the partitions. This paper presents a method to extend these results using the rate-distortion function to find necessary conditions for any Pe . The Gaussian channel bound sets an upper limit on the information rate received at the array. Through the rate-distortion function, this upper limit on the information rate implies a lower bound on Pe for a given partition. Furthermore, the current work describes a tradeoff between range accuracy, Pe and SNR. Examples of this tradeoff are evaluated for both one-dimensional (bearing) and two-dimensional (range-depth) estimation problems.
Keywords :
rate distortion theory; sonar; Gaussian channel bound; error probability; hydrophone array; information theory; passive sonar performance; rate distortion bounds; search space partitioning; Bearing estimation; passive sonar; performance bound; rate-distortion theory;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2009.2031281
Filename :
5229143
Link To Document :
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