基于改进GLR算法的英语口语学习语音识别技术研究

Zhang Tian
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引用次数: 0

摘要

目前,语言教学软件对英语口语学习的结果缺乏良好的反馈,对英语口语学习进行有效的评价是最重要的。本文根据英语的发音特点和英语口语学习者的需求,采用改进的GLR(广义最大似然比检测)算法实现英语口语的语音识别过程,并为学习者提供英语口语练习的发音评分系统,帮助学习者及时提高发音。综合评价结果表明,与统计算法和动态记忆算法相比,改进后的GLR算法在运算速度和处理性能上均有提高,更适合于英语口语学习中的语音识别任务,为英语口语学习中的语音识别领域提供了新的思路。
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Research on Speech Recognition Technology of Oral English Learning Based on Improved GLR Algorithm
At present, the language teaching software lacks good feedback on the results of oral English learning, and the most important thing in oral English learning is to evaluate it effectively. In this paper, according to the pronunciation characteristics of English and the needs of spoken English learners, the speech recognition process of spoken English is realized by using the improved GLR (Generalized Maximum Likelihood Ratio Detection) algorithm, and a pronunciation scoring system for spoken English practice is provided for learners to help them improve their pronunciation in time. Comprehensive evaluation results show that the improved GLR algorithm improves the operation speed and processing performance compared with statistical algorithm and dynamic memory algorithm, which is more suitable for the task of speech recognition in oral English learning, and provides a new idea in the field of speech recognition in oral English learning.
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