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Improved passive acoustic band-limited energy detection for cetaceans

机译:鲸类动物的改进的无源声带限制能量检测

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Acoustic detection of cetaceans is challenged by the variability of calls and the presence of variable background noise. One detection method is to start with frequency band-limited signal and noise estimates, and apply a likelihood ratio test (LRT). These detectors suffer from false alarms when broadband signals overlap the band of interest, triggering detection. Some detectors only consider previous samples, causing further false alarms. The authors propose a method of reducing false alarms by defining a guard band that is not expected to contain energy from the species of interest. A second LRT is performed by testing the ratio of the signal estimate in the signal band with the signal estimate of the guard band. This method is shown to reduce false alarms with a small reduction in detection performance. A detection method is also presented that can be optimized for high processing efficiency, while improving false-alarm rejection from signals that are longer in duration than the signal of interest. Performance is demonstrated on real cetacean recordings and ocean noise. The detection algorithm is implemented in PAMGUARD, an open source Java application designed for passive acoustic monitoring (PAM) of cetaceans. (C) 2016 Elsevier Ltd. All rights reserved.
机译:通话的可变性和可变的背景噪声的存在对鲸类动物的声学检测提出了挑战。一种检测方法是从频带受限的信号和噪声估计开始,然后应用似然比测试(LRT)。当宽带信号与感兴趣的频带重叠时,这些检测器会遭受误报,从而触发检测。一些检测器仅考虑先前的样本,从而导致进一步的误报。作者提出了一种通过定义一个保护带来减少误报的方法,该保护带不应包含感兴趣物种的能量。通过测试信号频带中的信号估计与保护频带的信号估计之比来执行第二个LRT。该方法可以减少误报,并降低检测性能。还提出了一种检测方法,该方法可以针对高处理效率进行优化,同时改善持续时间长于目标信号的信号的误报警拒绝率。在真实的鲸类记录和海洋噪声中可以证明其性能。该检测算法在PAMGUARD中实现,PAMGUARD是为鲸类动物的被动声学监视(PAM)设计的开源Java应用程序。 (C)2016 Elsevier Ltd.保留所有权利。

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