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Combined Software/Hardware Implementation of a Filterbank Front-End for Speech Recognition

机译:Filterbank前端的组合软件/硬件实现,用于语音识别

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摘要

In this paper, a cost-effective implementation of a programmable filterbank front-end for speech recognition is presented. The objective has been to design a real-time bandpass filtering system with a filterbank of 16 filters, with analog audio input and analog output. The output consists of 16 analog signals, which are the envelopes of the filter outputs of the audio signal. These analog signals are then led to an analog neural computer, which performs the feature-based recognition task. One of the main objectives has been to allow the user to easily change the filter specifications without affecting the remaining system, thus a software implementation of the filterbank was preferred. In addition, the neural computer requires analog input. Therefore, we implemented the filterbank on a PC, with the input A/D and the output D/A performed by the PC stereo soundcard. Since multiple analog outputs are necessary for the neural computer (one for each filter), it then follows that the soundcard output should contain the multiplexed 16 filter outputs, while a hardware module is needed for demultiplexing the soundcard output into the final 16 analog signals.
机译:在本文中,提出了一种用于语音识别的可编程滤波器组前端的经济高效的实现方式。目的是设计一个实时带通滤波系统,该系统具有由16个滤波器组成的滤波器组,并具有模拟音频输入和模拟输出。输出包含16个模拟信号,它们是音频信号的滤波器输出的包络。然后将这些模拟信号导入模拟神经计算机,该计算机执行基于特征的识别任务。主要目的之一是允许用户轻松更改过滤器规格而不影响其余系统,因此,首选使用软件来实现过滤器组。另外,神经计算机需要模拟输入。因此,我们在PC上实现了滤波器组,其中输入A / D和输出D / A由PC立体声声卡执行。由于神经计算机需要多个模拟输出(每个滤波器一个),因此,声卡输出应包含多路复用的16个滤波器输​​出,而硬件模块则需要将声卡输出多路分解为最终的16个模拟信号。

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