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Auditory-like filterbank: An optimal speech processor for efficient human speech communication

机译:类似于听觉的滤波器库:用于高效人类语音通信的最佳语音处理器

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摘要

The transmitter and the receiver in a communication system have to be designed optimally with respect to one another to ensure reliable and efficient communication. Following this principle, we derive an optimal filterbank for processing speech signal in the listener's auditory system (receiver), so that maximum information about the talker's (transmitter) message can be obtained from the filterbank output, leading to efficient communication between the talker and the listener. We consider speech data of 45 talkers from three different languages for designing optimal filterbanks separately for each of them. We find that the computationally derived optimal filterbanks are similar to the empirically established auditory (cochlear) filterbank in the human ear. We also find that the output of the empirically established auditory filterbank provides more than 90% of the maximum information about the talker's message provided by the output of the optimal filterbank. Our experimental findings suggest that the auditory filterbank in human ear functions as a near-optimal speech processor for achieving efficient speech communication between humans.
机译:通信系统中的发送器和接收器必须相对于彼此进行最佳设计,以确保可靠和有效的通信。遵循此原理,我们导出了用于在听者的听觉系统(接收者)中处理语音信号的最佳滤波器组,以便可以从滤波器组输出中获得有关讲话者(发送者)消息的最大信息,从而导致讲话者与语音扬声器之间的有效通信。听众。我们考虑来自三种不同语言的45个讲话者的语音数据,分别针对每个讲话者设计最佳滤波器组。我们发现,计算得出的最佳滤波器组类似于在人耳中根据经验建立的听觉(耳蜗)滤波器组。我们还发现,凭经验建立的听觉滤波器组的输出提供了最佳滤波器组的输出所提供的有关发话人消息的最大信息的90%以上。我们的实验结果表明,人耳中的听觉滤波器组可作为实现人与人之间有效语音交流的近最佳语音处理器。

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