Hardware-software complex for control biotechnological systems using intelligent information technologies

Authors

  • Сергей Германович Тихомиров Voronezh State University of Engineering Technologies image/svg+xml
  • Игорь Алексеевич Авцинов Voronezh State University of Engineering Technologies image/svg+xml
  • Ярослав Александрович Туровский Voronezh State University, Institute if Control Sciences RAS
  • Александр Сергеевич Суровцев Voronezh State University of Engineering Technologies image/svg+xml
  • Артем Александрович Адаменко Voronezh State University of Engineering Technologies image/svg+xml
  • Елена Николаевна Ковалева Voronezh State University of Engineering Technologies image/svg+xml

DOI:

https://doi.org/10.17308/sait.2019.3/1316

Keywords:

evolutionary algorithm, isolates, artificial neural networks, hardware analog artificial neural network, software artificial neural network

Abstract

It is proposed an approach to controlling of biotechnical systems, which consists in using intelligent information technologies in the control system. A variant of constructing the controlling subject is considered, one of an element of which is an artificial neural network. An evolutionary algorithm is used to train artificial neural networks. It is carried out an optimization of the evolutionary algorithm of the training of artificial neural networks by the using of “isolation” mechanism. It is developed software and hardware complex of modelling, identification and control of biotechnical systems. A series of computational experiments shows the efficiency of the proposed method to ensure optimal control of biotechnical systems.

Author Biographies

  • Сергей Германович Тихомиров, Voronezh State University of Engineering Technologies

    doctor of technical sciences, professor, Voronezh State University of Engineering Technologies, Department of Information and Control Systems

  • Игорь Алексеевич Авцинов, Voronezh State University of Engineering Technologies

    doctor of technical sciences, professor, Voronezh State University of Engineering Technologies, Department of Information and Control Systems

  • Ярослав Александрович Туровский, Voronezh State University, Institute if Control Sciences RAS

    PhD, Voronezh State University, Department of Digital Technologies; senior researcher, Institute if Control Sciences RAS

  • Александр Сергеевич Суровцев, Voronezh State University of Engineering Technologies

    Postgraduate Student, Voronezh State University of Engineer-ing Technologies, Department of Information and Control Systems

  • Артем Александрович Адаменко, Voronezh State University of Engineering Technologies

    Postgraduate Student, Voronezh State University of Engineering Technologies, Department of Information and Control Systems

  • Елена Николаевна Ковалева, Voronezh State University of Engineering Technologies

    PhD, Voronezh State University of Engineering Technologies, Department of Higher Mathematics and Information Technologies

References

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Published

2019-06-25

Issue

Section

Intelligent Information Systems

How to Cite

Hardware-software complex for control biotechnological systems using intelligent information technologies. (2019). Proceedings of Voronezh State University. Series: Systems Analysis and Information Technologies, 3, 158-165. https://doi.org/10.17308/sait.2019.3/1316

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