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St. Petersburg Polytechnical University Journal. Computer Science. Telecommunication and Control Systems, 2019, Volume 12, Issue 2, Pages 39–49
DOI: https://doi.org/10.18721/JCSTCS.12204
(Mi ntitu236)
 

This article is cited in 1 scientific paper (total in 1 paper)

Software of Computer, Telecommunications and Control Systems

Multicriterial optimisation of rectificational process based on SPEA2 algorithm

D. A. Kostenko, V. A. Onufriev, V. P. Shkodyrev

Peter the Great St. Petersburg Polytechnic University
Full-text PDF (488 kB) Citations (1)
Abstract: This article describes the process of multicriterial optimization using the Pareto efficiency method. A large-scale industrial plant was taken as a controllable object. The object was decomposed and represented as a hierarchy of embedded orgraphs. The orgraph’s vertices mark the current state of the product while the edges stand for technological operations. Based on the object’s technical documentation, a list of influencing factors is created. The list contains every technological parameter affecting the quality of the final product. A neural network trained on a set of statistical data is utilized to identify dependencies between discrete influencing factors and the product quality. These dependencies are then processed with the SPEA2 algorithm, outputting a set of combinations of optimized parameters values known as the Pareto front.
Keywords: Pareto efficiency, multicriterial optimisation, identification, SPEA2, neural network.
Received: 30.12.2018
Document Type: Article
UDC: 004.942
Language: Russian
Citation: D. A. Kostenko, V. A. Onufriev, V. P. Shkodyrev, “Multicriterial optimisation of rectificational process based on SPEA2 algorithm”, St. Petersburg Polytechnical University Journal. Computer Science. Telecommunication and Control Sys, 12:2 (2019), 39–49
Citation in format AMSBIB
\Bibitem{KosOnuShk19}
\by D.~A.~Kostenko, V.~A.~Onufriev, V.~P.~Shkodyrev
\paper Multicriterial optimisation of rectificational process based on SPEA2 algorithm
\jour St. Petersburg Polytechnical University Journal. Computer Science. Telecommunication and Control Sys
\yr 2019
\vol 12
\issue 2
\pages 39--49
\mathnet{http://mi.mathnet.ru/ntitu236}
\crossref{https://doi.org/10.18721/JCSTCS.12204}
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  • This publication is cited in the following 1 articles:
    Citing articles in Google Scholar: Russian citations, English citations
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