Natural Language Human-Machine Interface Using Artificial Neural Networks

  • Maciej Majewski
  • Wojciech Kacalak
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 3973)


In this paper there is a natural language interface presented, which consists of the intelligent mechanisms of human identification, speech recognition, word and command recognition, command syntax and result analysis, command safety assessment, technological process supervision as well as human reaction assessment. In this paper there is also a review of the selected issues on recognition of speech commands in natural language given by the operator of the technological device. A view is offered of the complexity of the recognition process of the operator’s words and commands using neural networks made of a few layers of neurons. The paper presents research results of speech recognition and automatic recognition of commands in natural language using artificial neural networks.


Recognition Rate Speech Recognition Voice Communication Voice Command Vocal Tract Length 
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  1. 1.
    Kacalak, W., Majewski, M.: Automatic Recognition of Voice Commands in Natural Language Using Artificial Neural Networks. In: Artificial Neural Networks in Engineering ANNIE 2004 Conference, St. Louis, pp. 831–836. ASME Press, New York (2004)Google Scholar
  2. 2.
    Majewski, M., Kacalak, W.: Intelligent Human-Machine Voice Communication System. Engineering Mechanics International Journal 12(3), 193–200 (2005)Google Scholar
  3. 3.
    Majewski, M., Kacalak, W.: Intelligent Layer of Human-Machine Voice Communication. In: Khosla, R., Howlett, R.J., Jain, L.C. (eds.) KES 2005. LNCS, vol. 3683, pp. 930–936. Springer, Heidelberg (2005)CrossRefGoogle Scholar
  4. 4.
    Majewski, M., Kacalak, W.: Intelligent Human-Machine Speech Communication System. In: Huang, D.-S., Zhang, X.-P., Huang, G.-B. (eds.) ICIC 2005. LNCS, vol. 3645, pp. 3441–3450. Springer, Heidelberg (2005)Google Scholar
  5. 5.
    O’Shaughnessy, D.: Speech Communications: Human and Machine. IEEE Press, New York (2000)MATHGoogle Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2006

Authors and Affiliations

  • Maciej Majewski
    • 1
  • Wojciech Kacalak
    • 1
  1. 1.Department of Mechanical EngineeringTechnical University of KoszalinKoszalinPoland

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