Optimization of Intelligent Control System Characteristics for Unmanned Ground Vehicles with the Use of Genetic Algorithms
- Авторлар: Akopov A.S.1, Beklaryan L.A.1
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Мекемелер:
- Central Economics and Mathematics Institute, RAS
- Шығарылым: Том 121, № 1 (2024): THEMED SECTION: FUNDAMENTAL PROBLEMS OF MANAGING UNMANNED VEHICLES IN A SMART CITY
- Беттер: 12-21
- Бөлім: THEMED SECTION: FUNDAMENTAL SCIENTIFIC RESEARCH IN THE FIELD OF NATURAL SCIENCES
- URL: https://journal-vniispk.ru/1605-8070/article/view/302488
- DOI: https://doi.org/10.22204/2410-4639-2024-121-01-12-21
- ID: 302488
Дәйексөз келтіру
Толық мәтін
Аннотация
This paper studies the possibilities of optimizing the main characteristics of the developed intelligent control system for unmanned ground vehicles with the use of genetic algorithms. Authors presented the software architecture designed on the basis of the developed simulation model of the behaviour of unmanned ground vehicles (UGVs) interacting with other road users such as manned ground vehicles (MGVs), pedestrians, etc. A two-objective optimization problem was formulated and solved, the objective functions of which are the output traffic flow and the number of potential accidents with a participation of UGVs. The Monte Carlo experiments were performed to confirm the sensitivity of the objective functions’ values to the control parameters of the model under various configurations of the street road network. The Pareto fronts are computed with the use of the previously created real-coded genetic optimization algorithms. It allows choosing the best trade-offs that provide the most preferable operating modes of the intelligent transportation system under various configurations of digital road networks (DRNs).
Авторлар туралы
Andranik Akopov
Central Economics and Mathematics Institute, RAS
Хат алмасуға жауапты Автор.
Email: akopovas@umail.ru
Professor
Ресей, 47 Nakhimovsky Ave., Moscow, 117418, RussiaLevon Beklaryan
Central Economics and Mathematics Institute, RAS
Email: akopovas@umail.ru
Professor
Ресей, 47 Nakhimovsky Ave., Moscow, 117418, RussiaӘдебиет тізімі
- A.S. Akopov, L.A. Beklaryan Autom. Remote Control, 2015, 76(10), 1817. doi: 10.1134/S0005117915100094.
- A.S. Akopov, L.A Beklaryan Business Informatics, 2022, 16(4), 19 (in Russian). doi: 10.17323/2587-814X.2022.4.19.35.
- A.S. Akopov, L.A. Beklaryan, M. Thakur IEEE Trans. Intel. Transp. Syst., 23(8), 12648. doi: 10.1109/TITS.2021.3115827.
- A.S. Akopov, L.A. Beklaryan Cybern. Inf. Technol., 2021, 21(3), 127. doi: 10.2478/cait-2021-0034.
- A.L. Beklaryan, A.L. Beklaryan, A.S. Akopov Business Informatics, 2023, 17(3), 70 (in Russian). doi: 10.17323/2587-814X.2023.3.70.86.
- P.I. Richards Oper. Res., 1956, 4, 42.
- A. Kotsialos, M. Papageorgiou, C. Diakaki, Y. Pavlis, F. Middelham IEEE Trans. Intel. Transp. Syst., 2002, 3(4), 282. doi: 10.1109/TITS.2002.806804.
- N. Chiabaut, C. Buisson, L. Leclercq IEEE Trans. Intel. Transp. Syst., 2009, 10(2), 355. doi: 10.1109/TITS.2009.2018963.
- M. Keyvan-Ekbatani, M. Yildirimoglu, N. Geroliminis, M. Papageorgiou IEEE Trans. Intel. Transp. Syst., 2015, 16(4), 2141. doi: 10.1109/TITS.2015.2399303.
- Introduction to Mathematical Modeling of Traffic Flows [Vvedeniye v matematicheskoye modelirovaniye transportnykh potokov], Ed. A.V. Gasnikov, RF, Moscow, MIPT Publ., 2010, 362 pp. (in Russian). (https://mipt.ru/education/chair/computational_mathematics/upload/22b/Book-arpglktefbb.pdf).
- M. Di Gangi IEEE Trans. Intel. Transp. Syst., 2011, 12(4), 1157. doi: 10.1109/TITS.2011.2143408.
- M. Florian, M. Mahut, N.Tremblay In Proc. ITSC 2001. IEEE Trans. Intel. Transp. Syst. (Cat. No.01TH8585), USA, CA, Oakland, 2001, pp. 118–121. doi: 10.1109/ITSC.2001.948640.
- J.C. Vilaró, A. Torday and A. Gerodimos IEEE Intel. Transp. Syst. Magaz., 2010, 2(3), 25. doi: 10.1109/MITS.2010.939217.
- D. Helbing In A Perspective Look at Nonlinear Media. Lecture Notes in Physics, Vol. 503, Eds J. Parisi, S.C. Müller, W. Zimmermann, RFG, Berlin, Heidelberg, Springer Verlag, 1998, pp. 122–139. doi: 10.1007/BFb0104959.
- P.A. Lopez, M. Behrisch, L. Bieker-Walz, J. Erdmann, Y. Flötteröd, R. Hilbrich, L. Lücken, J. Rummel, P. Wagner, E. Wiessner In Proc. 2018 21st International Conference on Intelligent Transportation Systems (ITSC), USA, HI, Maui, 2018, pp. 2575–2582. doi: 10.1109/ITSC.2018.8569938.
- S. Panwai, H. Dia IEEE Trans. Intel. Transp. Syst., 2005, 6(3), 314. doi: 10.1109/TITS.2005.853705.
- A. Beklaryan Vestnik TsEMI [Herald of CEMI], 2023, 6(1) (in Russian). doi: 10.33276/S265838870025116-0.
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