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

机译:独立于未知信号长度的页面测试性能研究

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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.
机译:概率分布函数(PDF)或相关参数的变化是当声卡目标信号出现或消失时统计特性的基本变化之一。页面测试可以基于此原则有效地检测瞬态。由于未知的信号参数,页面测试更难以检测被动声纳信号。通常基于Newman-Pearson标准,鉴于某些瞬态长度,页面测试适用于使用检测性能模型(例如阈值和偏置)计算的这些参数。当实际信号长度不匹配时,这些参数不再准确,并且检测器的性能显着降低。在本文中,研究了对信号长度不敏感的时变阈值页面测试(VPT)。 VPT的理论检测概率(PD)模型比例程页面测试更复杂,因为阈值随着连续非零检测结果的长度而变化。在本文中推出了计算非零初始状态的正常和潜在Pd的方法。在匹配的瞬态信号长度和不匹配的两个情况下,比较了PD的理论分析和PD的模拟结果。梁成形后某些轴承通道的海上试验数据用于测试这两种方法。结果表明,前者比不匹配的PT更好,但差不多。实际上,不能实现信号长度匹配的检测,因为不能获得信号长度。

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