Research on performance of the Page Test independent of unknown signal length

Bo You, Zhiming Cai
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Abstract

The change of the probability distribution function (PDF), or related parameters, is one of the basic changes of the statistical characteristics when the sonar target signal emerges or disappears. The Page Test can detect transients effectively based on this principle. It is more difficult for the Page Test to detect passive sonar signals because of unknown signal parameters. Generally based on Newman-Pearson criterion, given the certain transient length, the Page Test works well with these parameters which are calculated with the detection performance model, such as the threshold and the bias. When the real signal length mismatches the designed one, those parameters are no longer accurate and performance of the detector decreases remarkably. In this paper the time-varying-threshold Page Test (VPT) insensitive to the signal length is researched. The theoretical detection probability (Pd) model of the VPT is more complicated than the routine Page Test because the threshold changes with the length of continuous nonzero detection results. The methods to calculate the normal and latent Pd of nonzero initial state are deduced in this paper. The theoretical analyses and the simulated results of Pd are compared between the VPT and the routine Page Test (PT) on two cases of matched transient signal length and mismatched one. The sea trial data of certain bearing channel after beam-forming are used to test these two methods. The results indicate that the former is better than the mismatched PT, but inferior to the matched one. In fact the signal length matched detection can not be realized because the signal length can not be obtained.
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不受未知信号长度影响的页面测试性能研究
概率分布函数(PDF)或相关参数的变化是声纳目标信号出现或消失时统计特性的基本变化之一。基于这一原则,Page Test可以有效地检测瞬态。由于被动声呐信号参数未知,给Page Test检测被动声呐信号增加了难度。Page Test一般基于Newman-Pearson准则,在给定一定的瞬态长度的情况下,使用检测性能模型计算的阈值和偏置等参数可以很好地工作。当实际信号长度与设计信号长度不匹配时,这些参数将不再准确,检测器的性能将显著下降。本文研究了对信号长度不敏感的时变阈值页测试方法。由于阈值随连续非零检测结果的长度而变化,VPT的理论检测概率(Pd)模型比常规Page Test更为复杂。本文推导了非零初始状态的正态和潜态Pd的计算方法。在瞬态信号长度匹配和不匹配两种情况下,对VPT和常规页测试的理论分析和仿真结果进行了比较。用波束形成后某方位航道的海上试验数据对这两种方法进行了验证。结果表明,前者优于不匹配PT,但低于匹配PT。实际上,由于无法获得信号长度,因此无法实现信号长度匹配检测。
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