基于手机的滤波器参数优化鲁棒语音识别使用似然最大化

B. Kouhi-Jelehkaran, H. Bakhshi, F. Razzazi, S. Amini
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引用次数: 2

摘要

语音识别系统的精度随着说话者与麦克风之间距离的增大而降低。通过采用传声器阵列并对接收信号进行适当滤波,可以提高识别器的精度。人们提出了许多不同的方法。这些方法可以分为两种主要方法:在阵列处理和识别两个独立阶段执行的系统,以及使用识别阶段的似然声学信息以基于话语的方式校准阵列处理阶段的参数的系统。本文提出了一种新的麦克风阵列处理方法,该方法基于语言手机调整阵列处理参数。在识别阶段存储并使用优化后的滤波器参数。使用波斯语来发现语音识别准确性的任何改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Phone-based filter parameter optimization for robust speech recognition using likelihood maximization
Accuracy of speech recognition systems decreases when the distance between talker and microphone increases. By the using of microphone arrays and appropriate filtering of received signals, the accuracy of recognizer can be increased. Many different methods have been proposed. These methods can be classified in two main approaches: Systems that perform in two independent stages of array processing and recognition, and systems that use the likelihood acoustic information of recognition stage to calibrate the parameters of array processing stage on an utterance-based manner. In this paper a new approach to microphone array processing is proposed in which the parameters of array processing are adjusted based on phones used in language. Optimized filter parameters are stored and used during recognition phase. Persian language is used to find any improvement in speech recognition accuracy.
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