Passive Sonar Target Detection Using Statistical Classifier and Adaptive Threshold

被引:24
作者
Alaie, Hamed Komari [1 ]
Farsi, Hassan [1 ]
机构
[1] Univ Birjand, Dept Elect & Comp Engn, Birjand 97175, Iran
来源
APPLIED SCIENCES-BASEL | 2018年 / 8卷 / 01期
关键词
passive sonar; target detection; adaptive threshold; Bayesian classifier; k-means; maximum likelihood estimation; MATCHED-FILTER;
D O I
10.3390/app8010061
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This paper presents the results of an experimental investigation about target detecting with passive sonar in Persian Gulf. Detecting propagated sounds in the water is one of the basic challenges of the researchers in sonar field. This challenge will be complex in shallow water (like Persian Gulf) and noise less vessels. Generally, in passive sonar, the targets are detected by sonar equation (with constant threshold) that increases the detection error in shallow water. The purpose of this study is proposed a new method for detecting targets in passive sonars using adaptive threshold. In this method, target signal (sound) is processed in time and frequency domain. For classifying, Bayesian classification is used and posterior distribution is estimated by Maximum Likelihood Estimation algorithm. Finally, target was detected by combining the detection points in both domains using Least Mean Square (LMS) adaptive filter. Results of this paper has showed that the proposed method has improved true detection rate by about 24% when compared other the best detection method.
引用
收藏
页数:17
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