Rate Distortion Bounds on Passive Sonar Performance

被引:9
|
作者
Meng, Tianzhu [1 ]
Buck, John R. [1 ]
机构
[1] Univ Massachusetts, Dept Elect & Comp Engn, N Dartmouth, MA 02747 USA
关键词
Bearing estimation; passive sonar; performance bound; rate-distortion theory; PARAMETER-ESTIMATION; NOISE;
D O I
10.1109/TSP.2009.2031281
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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-e) 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-e. 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 P-e for a given partition. Furthermore, the current work describes a tradeoff between range accuracy, P-e and SNR. Examples of this tradeoff are evaluated for both one-dimensional (bearing) and two-dimensional (range-depth) estimation problems.
引用
收藏
页码:326 / 336
页数:11
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