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Impulsive source separation with application to sperm whale clicks

机译:脉冲源分离及其在抹香鲸点击中的应用

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This paper proposes a new method for impulsive source separation in multi-input single-output (MISO) systems based on impulse spacing. The primary application of the method is the classification of click trains from multiple marine mammals. The impulse spacing can be modeled as a renewal process, so to classify sources, an algorithm is developed to maximize the likelihood of click assignment based on the impulse spacing distributions. A theoretical lower bound on the performance is derived and the algorithm shown to get reasonably close to the bound. Additionally, the algorithm is further extended for use when the impulse spacing distribution parameters are unknown. The algorithm is tested with recordings of sperm whales, and the separation is shown to be accurate.
机译:提出了一种基于脉冲间隔的多输入单输出(MISO)系统中脉冲源分离的新方法。该方法的主要应用是对来自多种海洋哺乳动物的点击序列进行分类。可以将脉冲间隔建模为更新过程,因此为了对源进行分类,开发了一种算法,可以基于脉冲间隔分布最大化点击分配的可能性。得出了性能的理论下限,并且算法显示出可以合理地接近该上限。另外,当脉冲间隔分布参数未知时,该算法可进一步扩展使用。该算法已通过抹香鲸的记录进行了测试,并且证明了分离的准确性。

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