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在孤立词语音识别中动态时间规正的改进算法
Improved DTW algorithm on isolated-word speech recognition
【摘要】 动态时间规正(Dynamic Time Warping)是语音识别中的一种经典算法,算法简单有效,因此在实现孤立词识别系统中获得了广泛的应用。提出一种DTW的改进算法,采用两次在时间域上的规正,使计算程序简洁规范,计算量减少。经实验验证,改进DTW算法在不降低识别率的前提下,提高了识别速度,提高了系统的实用性。
【Abstract】 Dynamic Time Warping is a kind of classical algorithm in speech recognition system.Because the algorithm is simple and valid,it achieves extensive application in speech recognition of single word.This paper raises improved DTW algorithm with twice time warping,so that it will make program normative and reduce the calculation work.Analysis of the simulation results shows that the improved DTW algorithm not only can increase recognition speed but also improve practicability of speech recognition system,without reducing recognition rate.
【基金】 中央高校基本科研业务费专项资金No.HEUCF100826~~
- 【文献出处】 计算机工程与应用 ,Computer Engineering and Applications , 编辑部邮箱 ,2010年25期
- 【分类号】TN912.34
- 【被引频次】12
- 【下载频次】187