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ANN/HMM混合模型在语音识别中的应用 被引量:4

ANN/HMM Hybrid Model in Speech Recognition
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摘要 结合HMM较强的处理时间序列的能力以及ANN的学习能力强、识别速度快等特点提出了一种ANN/HMM混合模型,该模型具有较强的处理时间序列的能力。本文主要介绍了该模型的结构以及模型的训练算法。在此基础上将其应用于语音识别的建模,并通过相应实验验证了该模型的可行性。 This paper introduces the ANN/HMM hybrid model and its application to speech recognition. The hybrid model combines the ability of HMM to deal with the time series and the learning ability of ANN. The training algorithm of the model is also presented.
作者 刘明宇
出处 《自动化技术与应用》 2009年第6期122-124,共3页 Techniques of Automation and Applications
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参考文献5

  • 1HAIFENG LI,THIERRY ARTIRES, PATRICK GALLINARI,BERNADETTE DORIZZI.Topology inference for an ANN/HMM hybrid on-line handwriting recognition system. Lipo Wang, Jagath C.Rajapakse, Kuniluko Fukushuna,SooYoung Lee, Xin Yao.Proceedings of the 9th International Conference, 2002 . Neural Information Processing,2002,5.-2479-2483.
  • 2HAIFENG LI, THIERIY ARTIIRES,PATRICK GALLINARI,BERNADETTE DORIZZI.VQ-based on-line handwritten character recognition through learning and adaptive edit distances.Proceedings of the 9th International Conference,2002. Neural Information Processing, 2002,4: 2008-2012.
  • 3HAIFENG LI,THIERRY ARTIERES, PATRICK GALLINARI.Data driven design of an ANN/HMM system for on-line unconstrained handwritten character recognition. Proceedings. Fourth IEEE International Conference, 2002. Multimodal Interfaces, 2002:149-154.
  • 4LIXIAO-GE,SHAO LI-HONG,LI NA.The Realization of Artificial Neural Network BP Algorithm.Computer Knowledge and Technology. 2008, (5): 921-923.
  • 5MA LIN,LI HAIFENG,HAN JIQING,AND PATRICK GALLINARI. Hidden control neural network and HMM hybrid approach for on-line cursive handwriting recognition.Nanjing, China, 2003. Neural Networks and Signal Processing,2003,1,236- 239.

同被引文献20

  • 1李凡,吴军,黄刚.基于BPNN/HMM神经网络的声学模型研究[J].华中科技大学学报(自然科学版),2004,32(9):9-11. 被引量:2
  • 2陈继光,祝令德.基于神经网络的马尔可夫预测模型[J].计算机工程与应用,2006,42(6):225-226. 被引量:16
  • 3何珏,刘加.汉语连续语音中HMM模型状态数优化方法研究[J].中文信息学报,2006,20(6):83-88. 被引量:7
  • 4LIXIAO-GE,SHAO LI-HONG,LI NA.The Realization of Artificial Neural Network BP Algorithm[J]. Computer Knowledge and Technology. 2008, (5). 921-923.
  • 5MA LIN,LI HAIFENG,HAN IIQING,AND PATRICKGALLINARI.Hidden control neural network and HMM hybrid approach for on-line cursive handwriting recognition. Nanjing, China,2003[C].Neural Networks and Signal Processing, 2003(1): 236-239.
  • 6HAIFENG LI,THIERRY ARTIERES,PATRICK GALLINARI.Data driven design of an ANN/HMM system for on-line unconstrained handwritten character recognition [C].Proceedings.Fou_rth IEEE International Conference,2002. Multimodal Interfaces,2002,149-154.
  • 7HAIFENG LI,THIERRY ARTIRES,PATRICKGALLINARI,BERNADETTE DORIZZI.Topology inference for an ANN/HMM hybrid on-line handwriting recognition system[C].Proceedings of the 9th International Conference, 2002 . Neural Information Processing, 2002, (5):2479-2483.
  • 8HAIFENG LI,THIERIY ARTIIRES,PATRICKGALLINARI,BERNADETFE DORIZZI.VQ-based on-line hand- written character recognition through learning and adaptive edit distances[C].Proceedings of the 9th International Conference, 2002. Neural Information Processing, 2002, (4). 2008-2012.
  • 9姚丹霖,陈火旺,殷建平.基于ANN的HMM训练算法.计算机工程与科学,1999,21(A1):11-14.
  • 10于江德,樊孝忠,尹继豪.隐马尔可夫模型在自然语言处理中的应用[J].计算机工程与设计,2007,28(22):5514-5516. 被引量:14

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