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Speech recognition algorithm based on neural network and hidden Markov model 被引量:4

Speech recognition algorithm based on neural network and hidden Markov model
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摘要 This study proposes a hybrid model of speech recognition parallel algorithm based on hidden Markov model( HMM) and artificial neural network( ANN). First,the algorithm uses HMM for time-series modeling of speech signals and calculates the voice to the HMM of the output probability score. Second,with the probability score as input to the neural network,the algorithm gets information for classification and recognition and makes a decision based on the hybrid model. Finally,Matlab software is used to train and test sample data. Simulation results show that using the strong time-series modeling ability of HMM and the classification features of the neural network,the proposed algorithm possesses stronger noise immunity than the traditional HMM. Moreover,the hybrid model corrects the individual flaws of the HMM and the neural network,and greatly improves the speed and performance of speech recognition. This study proposes a hybrid model of speech recognition parallel algorithm based on hidden Markov model( HMM) and artificial neural network( ANN). First,the algorithm uses HMM for time-series modeling of speech signals and calculates the voice to the HMM of the output probability score. Second,with the probability score as input to the neural network,the algorithm gets information for classification and recognition and makes a decision based on the hybrid model. Finally,Matlab software is used to train and test sample data. Simulation results show that using the strong time-series modeling ability of HMM and the classification features of the neural network,the proposed algorithm possesses stronger noise immunity than the traditional HMM. Moreover,the hybrid model corrects the individual flaws of the HMM and the neural network,and greatly improves the speed and performance of speech recognition.
出处 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2018年第4期28-37,102,共11页 中国邮电高校学报(英文版)
基金 supported by China Postdoctoral Science Foundation Special Funded Projects ( 2018T110095 ) Project funded by China Postdoctoral Science Foundation ( 2017M620765 ) National Key Research and Development Program of China ( 2017YFB0102603) Junior Fellowships for Advanced Innovation Think-tank Program of China Association for Science and Technology ( DXB-ZKQN-2017035)
关键词 speech recognition HMM neural network speech recognition HMM neural network
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