Abstract
The article describes research and development of intelligent speech interaction systems between mobile lifting devices and their human operators. A general processing scheme, using several functional modules, for the interaction has been presented. The paper proposes an intelligent subsystem for assessment of human operator’s ability for efficient processing of information streams from many sources. The paper also formulates rigorously developed concepts of process information mining and assessment of task execution and correlated working conditions using hybrid neural networks. These methods enable a variety of analyzes of task parameters and working conditions and allow us to classify different process quality classes and safety condition types. Furthermore, the methodology allows us to determine regression of task execution quality assessment. The presented research offers the possibility of motivating and inspiring further development of the intelligent speech interaction system and methods that have been elaborated in this paper.
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Kacalak, W., Majewski, M., Budniak, Z.: Interactive systems for designing machine elements and assemblies. Manag. Prod. Eng. Rev. 6(3), 21–34 (2015). De Gruyter Open
Kumar, A., Metze, F., Kam, M.: Enabling the rapid development and adoption of speech-user interfaces. IEEE Comput. 47(1), 40–47 (2014)
Ortiz, C.L.: The road to natural conversational speech interfaces. IEEE Internet Comput. 18(2), 74–78 (2014)
Majewski, M., Zurada, J.M.: Sentence recognition using artificial neural networks. Knowl.-Based Syst. 21(7), 629–635 (2008). Elsevier
Specht, D.F.: A general regression neural network. IEEE Trans. Neural Netw. 2(6), 568–576 (1991)
Kohonen, T.: Self-Organization and Associative Memory. Springer (1984)
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This project is financed by the National Centre for Research and Development, Poland (NCBiR), under the Applied Research Programme—Grant agreement No. PBS3/A6/28/2015.
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Majewski, M., Kacalak, W. (2016). Intelligent Speech Interaction of Devices and Human Operators. In: Silhavy, R., Senkerik, R., Oplatkova, Z.K., Silhavy, P., Prokopova, Z. (eds) Software Engineering Perspectives and Application in Intelligent Systems. ICTIS CSOC 2017 2016. Advances in Intelligent Systems and Computing, vol 465. Springer, Cham. https://doi.org/10.1007/978-3-319-33622-0_42
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DOI: https://doi.org/10.1007/978-3-319-33622-0_42
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