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Rate Distortion Bounds on Passive Sonar Performance.
- Source :
- IEEE Transactions on Signal Processing; Jan2010, Vol. 58 Issue 1, p326-336, 11p
- Publication Year :
- 2010
-
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 (P<subscript>e</subscript>) 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 P<subscript>e</subscript>. 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 Fe for a given partition. Furthermore, the current work describes a tradeoff between range accuracy, P<subscript>e</subscript> and SNR. Examples of this tradeoff are evaluated for both one-dimensional (bearing) and two-dimensional (range-depth) estimation problems. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 1053587X
- Volume :
- 58
- Issue :
- 1
- Database :
- Complementary Index
- Journal :
- IEEE Transactions on Signal Processing
- Publication Type :
- Academic Journal
- Accession number :
- 47843654
- Full Text :
- https://doi.org/10.1109/TSP.2009.2031281