Abstract
The paper presents a concept of smart lifting devices with speech-based interaction using patterns and antipatterns. It proposes reasoning models for inference mechanism of implicit relations between commands, tasks and processes in the interactive crane control. The developed models can be used in automation of command recognition, safety analysis and assessment in human-machine interaction. In the concept, commands, tasks and processes are processed using probabilistic neural networks and neural classifiers. The commands provide information about actions and objects. The data about tasks are based on operations and targets. The processes depend on parameters and working conditions. As the result, the extracted structured data with associated information allows for development of patterns and antipatterns for the crane control and safety analysis by uncovering implicit relations between commands, tasks and processes.
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References
Kumar, A., Metze, F., Kam, M.: Enabling the rapid development and adoption of speech-user interfaces. Computer 47(1), 40–47 (2014). IEEE
Majewski, M., Kacalak, W.: Conceptual design of innovative speech interfaces with augmented reality and interactive systems for controlling loader cranes. In: Silhavy, R., Senkerik, R., Oplatkova, Z.K., Silhavy, P., Prokopova, Z. (eds.) Artificial Intelligence Perspectives in Intelligent Systems. AISC, vol. 464, pp. 237–247. Springer, Switzerland (2016). doi:10.1007/978-3-319-33625-1_22
Majewski, M., Kacalak, W.: 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. AISC, vol. 465, pp. 471–482. Springer, Switzerland (2016). doi:10.1007/978-3-319-33622-0_42
Majewski, M., Kacalak, W.: Building innovative speech interfaces using patterns and antipatterns of commands for controlling loader cranes. In: International Conference on Computational Science and Computational Intelligence, pp. 525–530. IEEE Xplore Digital Library (2016)
Majewski, M., Zurada, J.M.: Sentence recognition using artificial neural networks. Knowl. Based Syst. 21(7), 629–635 (2008). Elsevier
Specht, D.F.: Probabilistic neural networks. Neural Netw. 3(1), 109–118 (1990). Elsevier
Acknowledgements
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. (2017). Smart Control of Lifting Devices Using Patterns and Antipatterns. In: Silhavy, R., Senkerik, R., Kominkova Oplatkova, Z., Prokopova, Z., Silhavy, P. (eds) Artificial Intelligence Trends in Intelligent Systems. CSOC 2017. Advances in Intelligent Systems and Computing, vol 573. Springer, Cham. https://doi.org/10.1007/978-3-319-57261-1_48
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DOI: https://doi.org/10.1007/978-3-319-57261-1_48
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