{"id":9823,"date":"2026-04-05T10:01:30","date_gmt":"2026-04-05T09:01:30","guid":{"rendered":"https:\/\/izvestiyakbncran.ru\/?page_id=9823"},"modified":"2026-04-07T10:44:18","modified_gmt":"2026-04-07T09:44:18","slug":"25-6-9","status":"publish","type":"page","link":"https:\/\/izvestiyakbncran.ru\/index.php\/25-6-9\/","title":{"rendered":"25.6.9"},"content":{"rendered":"\n

\u041e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u043e\u0433\u043e \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 PSOJaya<\/strong><\/h1>\n\n\n\n

\u0415. \u041c. \u041a\u0430\u0437\u0430\u043a\u043e\u0432\u0430<\/strong><\/p>\n\n\n\n

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\u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442<\/strong><\/p>\n\n\n\n

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\u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f<\/em><\/strong>. \u041c\u0435\u0442\u043e\u0434 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u043e\u0435\u043c \u0447\u0430\u0441\u0442\u0438\u0446 (PSO \u2013 Particle swarm optimization) \u0438 Jaya \u2013 \u044d\u0442\u043e \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0434\u043b\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u043e\u043f\u0442\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0432 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438. \u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 \u044d\u0442\u0438\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0438\u043c\u0435\u0435\u0442 \u0441\u0432\u043e\u0438 \u0441\u0438\u043b\u044c\u043d\u044b\u0435 \u0438 \u0441\u043b\u0430\u0431\u044b\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u044b, \u0438 \u0432\u044b\u0431\u043e\u0440 \u043c\u0435\u0436\u0434\u0443 \u043d\u0438\u043c\u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438. \u0412 \u0434\u0430\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u0435
\u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0433\u0438\u0431\u0440\u0438\u0434 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432 PSO \u0438 Jaya \u0434\u043b\u044f \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 PSO, Jaya, PSOJaya \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u043e\u0439 \u0441\u0435\u0442\u0438
(\u0418\u041d\u0421) \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043d\u0430\u0431\u043e\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 Balance Scale. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0440\u0430\u0431\u043e\u0442\u044b \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u043e\u0433\u043e \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c\u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432 Backpropagation (\u043c\u0435\u0442\u043e\u0434 \u043e\u0431\u0440\u0430\u0442\u043d\u043e\u0433\u043e \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f
\u043e\u0448\u0438\u0431\u043a\u0438), PSO, Jaya. \u0412 \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0445 \u0440\u0430\u0441\u0447\u0435\u0442\u0430\u0445 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0441\u0440\u0435\u0434\u043d\u0435\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u043c\u0435\u0434\u0438\u0430\u043d\u044b, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u0438 \u00ab\u043b\u0443\u0447\u0448\u0435\u0433\u043e\u00bb \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043e\u0448\u0438\u0431\u043e\u043a \u043f\u043e\u0441\u043b\u0435 30 \u0441\u0438\u043c\u0443\u043b\u044f\u0446\u0438\u0439.
\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0418\u041d\u0421, \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u0430\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e PSOJaya, \u0438\u043c\u0435\u0435\u0442 \u043b\u0443\u0447\u0448\u0443\u044e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c, \u0447\u0435\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Backpropagation, PSO \u0438 Jaya.<\/p>\n\n\n\n

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\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430<\/strong>: <\/em>\u044d\u0432\u0440\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c, \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f, \u043c\u0435\u0442\u043e\u0434 \u0440\u043e\u044f \u0447\u0430\u0441\u0442\u0438\u0446 (PSO), Jaya, \u043c\u0435\u0442\u043e\u0434 \u043e\u0431\u0440\u0430\u0442\u043d\u043e\u0433\u043e \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u043e\u0448\u0438\u0431\u043a\u0438 (Backpropagation), \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c, \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043d\u0430\u044f \u0433\u0438\u0431\u0440\u0438\u0434\u0438\u0437\u0430\u0446\u0438\u044f, \u0418\u041d\u0421, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f<\/p>\n\n\n\n

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\u0414\u043b\u044f \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/strong> \u041a\u0430\u0437\u0430\u043a\u043e\u0432\u0430 \u0415. \u041c. \u041e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u043e\u0433\u043e \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 PSOJaya \/\/ \u0418\u0437\u0432\u0435\u0441\u0442\u0438\u044f \u041a\u0430\u0431\u0430\u0440\u0434\u0438\u043d\u043e-\u0411\u0430\u043b\u043a\u0430\u0440\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0443\u0447\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0420\u0410\u041d. 2023. \u2116 6(116). \u0421. 95\u2013102. DOI: 10.35330\/1991-6639-2023-6-116-95-102<\/p>\n\n\n\n

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\u0418\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u043e\u0431 \u0430\u0432\u0442\u043e\u0440\u0435<\/strong><\/summary>\n

\u041a\u0430\u0437\u0430\u043a\u043e\u0432\u0430 \u0415\u043b\u0435\u043d\u0430 \u041c\u0443\u0441\u043e\u0432\u043d\u0430<\/strong>, \u043c\u043b. \u043d\u0430\u0443\u0447. \u0441\u043e\u0442\u0440. \u043e\u0442\u0434\u0435\u043b\u0430 \u043d\u0435\u0439\u0440\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0438 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f, \u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043d\u043e\u0439 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438 \u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u2013 \u0444\u0438\u043b\u0438\u0430\u043b \u041a\u0430\u0431\u0430\u0440\u0434\u0438\u043d\u043e-\u0411\u0430\u043b\u043a\u0430\u0440\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0443\u0447\u043d\u043e\u0433\u043e
\u0446\u0435\u043d\u0442\u0440\u0430 \u0420\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u043e\u0439 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0438 \u043d\u0430\u0443\u043a;
360000, \u0420\u043e\u0441\u0441\u0438\u044f, \u0433. \u041d\u0430\u043b\u044c\u0447\u0438\u043a, \u0443\u043b. \u0428\u043e\u0440\u0442\u0430\u043d\u043e\u0432\u0430, 89 \u0410;
shogenovae@inbox.ru, ORCID: https:\/\/orcid.org\/0000-0002-5819-9396<\/p>\n\n\n\n

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\u0421\u043f\u0438\u0441\u043e\u043a \u043b\u0438\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u044b<\/strong><\/summary>\n
    \n
  1. Kennedy J., Eberhart R. <\/em>Particle Swarm Optimization. IEE International Conference on Neural Networks. 1995. Pp. 1942\u20131948. DOI: 10.1109\/ICNN.1995.488968<\/li>\n\n\n\n
  2. Rao R.<\/em> Jaya: A simple and new optimization algorithm for solving constrained and unconstrained optimization problems. Int J Indus Eng Comput. 2016. Vol. 1. No. 7. Pp. 19\u201334. DOI: 10.5267\/j.ijiec.2015.8.004<\/li>\n\n\n\n
  3. \u041a\u0430\u0440\u043f\u0435\u043d\u043a\u043e \u0410. \u041f. <\/em>\u0421\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u043f\u043e\u0438\u0441\u043a\u043e\u0432\u043e\u0439 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438. \u0410\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b, \u0432\u0434\u043e\u0445\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u0438\u0440\u043e\u0434\u043e\u0439. 2 \u0438\u0437\u0434\u0430\u043d\u0438\u0435. \u041c.: \u041c\u0413\u0422\u0423 \u0438\u043c. \u041d. \u042d. \u0411\u0430\u0443\u043c\u0430\u043d\u0430, 2017. 446 \u0441.<\/li>\n\n\n\n
  4. Garg H.<\/em> A hybrid PSO-GA algorithm for constrained optimization problems. Applied Mathematics and Computation. 2016. Vol. 274. Pp. 292\u2013305. DOI: 10.1016\/j.amc.2015.11.001<\/li>\n\n\n\n
  5. Mirjalili S., Hashim S.-Z.M.<\/em> A new hybrid PSOGSA algorithm for function optimization. Proceedings of ICCIA 2010-2010 International Conference on Computer and Information Application. 2010. Pp. 374\u2013377. DOI: 10.1109\/ICCIA.2010.6141614<\/li>\n\n\n\n
  6. \u015eenel F.A., G\u00f6k\u00e7e F. Y\u00fcksel A.S. et al.<\/em> A novel hybrid PSO\u2013GWO algorithm for optimization problems. Engineering with Computers. 2019. Vol. 35. Pp. 1359\u20131373. DOI: 10.1007\/s00366-018-0668-5<\/li>\n\n\n\n
  7. Zhou Y., Shengyu P.A.<\/em> Hybrid Co-evolutionary particle swarm optimization algorithm for solving constrained engineering design problems. J. Comput. 2010. Vol. 6. No. 5. Pp. 965\u2013972. DOI: 10.4304\/jcp.5.6.965-972<\/li>\n\n\n\n
  8. Mirjalili S.A., Hashim S.-Z.M., Sardroudi H.M. <\/em>Training feedforward neural networks using hybrid particle swarm optimization and gravitational search algorithm. Applied Mathematics and Computation. 2012. Vol. 22. No. 218. Pp. 11125\u201311137. DOI: 10.1016\/j.amc.2012.04.069<\/li>\n\n\n\n
  9. Junior F.-E.F., Yen G.G.<\/em> Particle swarm optimization of deep neural networks architectures for image classification. Swarm and Evolutionary Computation. Vol. 49. 2019. Pp. 62\u201374. DOI: 10.1016\/j.swevo.2019.05.010<\/li>\n\n\n\n
  10. Garro B.A., V\u00e1zquez R.A.<\/em> Designing artificial neural networks using particle swarm optimization algorithms. Computational intelligence and neuroscience. 2015. P. 61. DOI: 10.1155\/2015\/369298<\/li>\n\n\n\n
  11. Zhang J.R., Zhang J., Lok T.M., Lyu M.R. <\/em>A hybrid particle swarm optimization\u2013backpropagation algorithm for feedforward neural network training. Applied mathematics and computation. 2007. Vol. 2. No. 185. Pp. 1026\u20131037.<\/li>\n\n\n\n
  12. Siegler R.<\/em> Balance Scale. UCI Machine Learning Repository. 1994. https:\/\/doi.org\/10.24432\/C5488X.<\/li>\n<\/ol>\n\n\n\n

    <\/p>\n<\/details>\n","protected":false},"excerpt":{"rendered":"

    \u041e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u043e\u0433\u043e \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 PSOJaya \u0415. \u041c. \u041a\u0430\u0437\u0430\u043a\u043e\u0432\u0430 \u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f. \u041c\u0435\u0442\u043e\u0434 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u043e\u0435\u043c \u0447\u0430\u0441\u0442\u0438\u0446 (PSO \u2013 Particle swarm optimization) \u0438 Jaya \u2013 \u044d\u0442\u043e \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0434\u043b\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u043e\u043f\u0442\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0432 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438. \u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 \u044d\u0442\u0438\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0438\u043c\u0435\u0435\u0442 \u0441\u0432\u043e\u0438 \u0441\u0438\u043b\u044c\u043d\u044b\u0435 \u0438 \u0441\u043b\u0430\u0431\u044b\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u044b, \u0438 \u0432\u044b\u0431\u043e\u0440 \u043c\u0435\u0436\u0434\u0443 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-9823","page","type-page","status-publish","hentry"],"yoast_head":"\n25.6.9 - 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