350 rub
Journal Nonlinear World №2 for 2024 г.
Article in number:
Research of nonstationary dynamic models of the organizational and technological process of railway transport technical vehicles repair
Type of article: scientific article
DOI: https://doi.org/10.18127/j20700970-202402-01
UDC: 519.6, 519.7
Authors:

O.V. Druzhinina1, I.V.Makarenkova2, V.V. Maksimova3

1–3 FRС «Computer Science and Control» of RAS (Moscow, Russia)
1ovdruzh@mail.ru; 2imakarenkova@ipiran.ru; 3vmaksimova@mail.ru

Abstract:

The problems of analytical and computer research of dynamic models of repair and operation of technical vehicles used in railway transport are among the urgent problems related to ensuring safety and stability of traffic, with the development of digital twins and the improvement of monitoring and diagnostic systems. The analysis of models described by various types of multidimensional nonlinear differential equations requires the use of modern methods of dynamical systems theory, numerical optimization and computer algebra. The purpose of the article is to conduct a qualitative and numerical analysis of mathematical models of organizational and technological processes (OTP) in railway transport, as well as the synthesis of new controlled OTP models. Nonstationary generalizations of a two-dimensional dynamic model describing the repair process of railway transport equipment are proposed. Various cases of using constant and time-dependent parameters are considered. The case of linear and exponential dependences of parameters on time is studied. For the studied models, trajectories are obtained taking into account the variation of constant parameters and taking into account the choice of parametric dependencies, a comparative analysis of the results is presented. The formulation of the problem of optimal control of the number of repaired and repaired railway wagons is proposed. Promising methods for solving this problem using numerical optimization methods, including those inspired by nature, are described. The results can be used in the tasks of constructing and analyzing mathematical models of dynamic systems, in the tasks of numerical modeling of transport systems and technological processes, in the tasks of optimizing the number of vehicles and improving the transportation process, as well as in the tasks of creating digital counterparts in the transport industry.

Pages: 5-17
For citation

Druzhinina O.V., Makarenkova I.V., Maksimova V.V. Research of nonstationary dynamic models of the organizational and technological process of railway transport technical vehicles repair. Nonlinear World. 2024. V. 22. № 2. P. 5-17. DOI: https://doi.org/10.18127/ j20700970-202402-01 (In Russian)

References
  1. Chulichkov A.I. Matematicheskie modeli nelinejnoj dinamiki. Izd. 2-e. M.: Fizmatlit. 2003 (In Russian).
  2. Timoshenko D.V. Matematicheskoe modelirovanie nelinejnyh dinamicheskih sistem. Rostov-na-Donu – Taganrog: Yuzhnyj federal'nyj un-t. 2019 (In Russian).
  3. Ruchkin K.A. Sovremennye metody i algoritmy prognozirovaniya nelinejnyh dinamicheskih sistem. Izv. TRTU. 2005. № 10(54). S. 36–44 (In Russian).
  4. Shabanova V.G., Mamedova T.F. Kaledin O.E. Optimizaciya processa upravleniya dinamikoj nelinejnoj sistemy i ee chislennaya realizaciya. Modelirovanie, optimizaciya i informacionnye tekhnologii. 2018. T. 6. № 1. S. 140–152 (In Russian).
  5. Russkih S.V., Shklyarchuk F.N. Chislennoe reshenie sistem nelinejnyh differencial'nyh uravnenij vtorogo poryadka s peremennymi koefficientami odnoshagovym metodom Galerkina. Komp'yuternye issledovaniya i modelirovanie. 2023. T. 15. № 5. S. 1153–1167 (In Russian).
  6. Masina O.N., Petrov A.A., Druzhinina O.V. Ispol'zovanie vysokourovnevyh yazykov programmirovaniya dlya resheniya zadach modelirovaniya. Elec: EGU im. I.A. Bunina. 2023 (In Russian).
  7. Trubeckov D.I. Fenomen matematicheskoj modeli Lotki–Vol'terry i skhodnyh s nej. Izv. vuzov. Ser. Prikladnaya nelinejnaya dinamika. 2011. № 2. S. 69–88 (In Russian).
  8. Almasri A., Cibulin V.G. Analiz dinamicheskoj sistemy «zhertva – hishchnik – superhishchnik»: semejstvo ravnovesij i ego razrushenie. Komp'yuternye issledovaniya i modelirovanie. 2023. T. 15. № 6. S. 1601–1615 (In Russian).
  9. Giricheva E.E. Vliyanie napravlennyh peremeshchenij hishchnika na formirovanie prostranstvennyh struktur v modeli trekhvidovogo soobshchestva s uchetom vseyadnosti hishchnika. Komp'yuternye issledovaniya i modelirovanie. 2023. T. 15. № 6. S. 1617–1634 (In Russian).
  10. Nguen B.H., Ha D.T., Cibulin V.G. Mul'tistabil'nost' dlya sistemy trekh konkuriruyushchih vidov. Komp'yuternye issledovaniya i modelirovanie. 2022. T. 14. № 6. S. 1325–1342 (In Russian).
  11. Pyh Yu.A. Obobshchennye sistemy Lotki–Vol'terra: teoriya i prilozheniya. SPb.: SPbGIPSR. 2017 (In Russian).
  12. Turanov H.T., Chuev N.P., Portnova O.Yu. Chislennoe modelirovanie dvizheniya gruzovyh vagonov na pod"ezdnyh putyah promyshlennyh predpriyatij v Maple. Transport: nauka, tekhnika, upravlenie. Nauchnyj informacionnyj sbornik. 2013. № 12. S. 7–14 (In Russian).
  13. Turanov H.T., Chuev N.P., Portnova O.Yu. Matematicheskoe modelirovanie dvizheniya gruzovyh vagonov na pod"ezdnyh putyah predpriyatiya. Nauka i tekhnika transporta. 2013. № 1. S. 26–42 (In Russian).
  14. Chuev N.P., Skripaj A.S. Analiticheskie issledovaniya dinamiki chislennosti podvizhnogo sostava. Vestnik Ural'skogo gosudarstvennogo universiteta putej soobshcheniya. 2014. № 1 (21). S. 4–13 (In Russian).
  15. Chuev N.P., Gorohova K.O. O nekotoryh differencial'nyh modelyah iznosa i remonta tekhnicheskih sredstv zheleznodorozhnogo transporta. Vestnik Ural'skogo gosudarstvennogo universiteta putej soobshcheniya. 2015. №3(27). S. 4–13 (In Russian).
  16. Turanov H.T., Ilesaliev D.I. Issledovanie matematicheskoj modeli obespecheniya vagonami zernoelevatorov. Transport: nauka, tekhnika, upravlenie. Nauchnyj informacionnyj sbornik. 2020. № 5. S. 37–40 (In Russian).
  17. Druzhinina O.V., Makarenkova I.V., Maksimova V.V. Postroenie i komp'yuternoe issledovanie matematicheskih modelej remonta i ekspluatacii tekhnicheskih sredstv zheleznodorozhnogo transporta. Nelinejnyj mir. 2023. T. 21. № 1. S. 5–12. DOI: https://doi.org/10.18127/j20700970-202301-01 (In Russian).
  18. Zheleznyakov A.O., Sidorchuk V.P., Podrezov S.N. Imitacionnaya model' sistemy tekhnicheskogo obsluzhivaniya i remonta radioelektronnogo oborudovaniya. Trudy MAI. 2022. № 123. S. 635–659 (In Russian).
  19. Klyueva A.R. Issledovanie i ocenka sostoyaniya tekhnicheskih ob"ektov na osnove komp'yuternogo modelirovaniya. Inzhenernyj vestnik Dona. 2018. №4 (51). 12 s. (In Russian)
  20. Karasev S. V., Osipov D.V., Sivickij D.A. Matematicheskoe modelirovanie sistem i processov na transporte. Novosibirsk: SGUPS. 2020 (In Russian).
  21. Kulikov M.Yu., Kuzyutin A.S., Dybo M.I. Razrabotka matematicheskoj modeli tekhnologicheskoj sistemy vagonoremontnogo predpriyatiya. Transportnoe mashinostroenie. 2018. № 6 (67). S. 38–45 (In Russian).
  22. Shestakov A.A., Druzhinina O.V. Razrabotka sistemnyh modelej bezopasnosti dvizheniya rel'sovyh ekipazhej. Naukoemkie tekhnologii. 2013. T. 14. № 6. S. 66–71 (In Russian).
  23. Chuev N. P., Portnova O.Yu. Monitoring riskov i mekhanizmy upravleniya imi pri obespechenii promyshlennyh predpriyatij regiona podvizhnym sostavom. Transport Urala. 2013. № 4(39). S. 61–70 (In Russian).
  24. Portnova O.Yu. Risk-menedzhment v sfere obespecheniya promyshlennyh predpriyatij podvizhnym sostavom. Nauka i tekhnika transporta. 2014. № 1. S. 21–36 (In Russian).
  25. Belousov V.V., Druzhinina O.V., Korepanov E.R., Makarenkova I.V., Maksimova V.V. Podhod k ocenke tekhnicheskogo sostoyaniya elementov i uzlov transportnyh sistem s primeneniem metodov nejrosetevogo modelirovaniya i tekhnologii cifrovyh dvojnikov. Nejrokomp'yutery: razrabotka, primenenie. 2021. T. 23. № 5. S. 5–20. DOI: https://doi.org/10.18127/j19998554-202105-01 (In Russian).
  26. Prohorov A., Lysachev M. Cifrovoj dvojnik. Analiz, trendy, mirovoj opyt. Nauch. red. A. Borovkov. M.: OOO «Al'yansPrint». 2020 (In Russian).
  27. Karpenko A.P. Sovremennye algoritmy poiskovoj optimizacii. Algoritmy, vdohnovlennye prirodoj. Izd. 2-e. M.: MGTU im. N.E. Baumana. 2016 (In Russian).
  28. Petrov A.A., Druzhinina O.V., Masina O.N., ShCherbakov A.V. Zadacha poiska optimal'nyh traektorij dlya upravlyaemoj populyacionnoj modeli, uchityvayushchej konkurenciyu i migraciyu. Uchenye zapiski UlGU. Ser. Matematika i informacionnye tekhnologii. 2020. № 2. S.41–54 (In Russian).
  29. Demidova A.V., Druzhinina O.V., Masina O.N., Petrov A.A. Computer research of the controlled models with migration flows. CEUR Workshop Proceedings. 2020. V. 2639. P. 117–129.
  30. Demidova А.V., Druzhinina О.V., Jacimovic M, Masina O.N., Мijajlovic N., Olenev N., Petrov A.A. The generalized algorithms of global parametric optimization and stochastization for dynamical models of interconnected populations. Lecture Notes in Computer Science (LNCS). Springer. 2020. V. 12422. P. 40–54.
Date of receipt: 22.04.2024
Approved after review: 13.05.2024
Accepted for publication: 23.05.2024