ИНТЕГРАЦИЯ МЕТОДОВ КОГНИТИВНОГО АНАЛИЗА В СИСТЕМУ ОЦЕНКИ БЕЗОПАСНОСТИ ДОРОЖНОЙ ИНФРАСТРУКТУРЫ
Article Sidebar
Main Article Content
Abstract
Представлен инновационный подход к оценке опасности участков автомобильных дорог, основанный на интеграции методов когнитивного моделирования и нечеткой логики. Предложена комплексная методика, позволяющая учитывать широкий спектр количественных и качественных характеристик дорожных условий, а также моделировать сложные нелинейные взаимосвязи между различными факторами риска. Разработанный подход включает несколько ключевых этапов: построение детализированной когнитивной карты, отражающей структуру взаимосвязей между факторами безопасности; формализацию факторов опасности с использованием аппарата нечетких множеств; алгоритм анализа рисков, основанный на импульсном моделировании. Отмечены перспективные направления дальнейших исследований, включая интеграцию разработанного подхода с геоинформационными системами, применение методов машинного обучения для автоматической настройки параметров модели и разработку динамических когнитивных карт, способных адаптироваться к изменяющимся условиям в реальном времени.
Article Details
This work is licensed under a Creative Commons Attribution 4.0 International License.
D. KAPSKI, Belarusian National Technical University, Minsk
д-р техн наук, проф.
S. BOGDANOVICH, Belarusian National Technical University, Minsk
канд. техн. наук, доц.
References
Kosko, B. (1986). Fuzzy cognitive maps. International Journal of Man-Machine Studies, 24(1), 65–75. DOI: 10.1016/S0020-7373(86)80040-2
Roberts, F.S. (1986). Diskretnye matematicheskie modeli s prilozheniyami k sotsial'nym, biologicheskim i ekologicheskim zadacham. Moscow: Nauka. (In Russ.)
Zadeh, L.A. (1965). Fuzzy sets. Information and Control, 8(3), 338–353. DOI: 10.1016/S0019-9958(65)90241-X
Mamdani, E.H. & Assilian, S. (1975). An experiment in linguistic synthesis with a fuzzy logic controller. International Journal of Man-Machine Studies, 7(1), 1–13. DOI: 10.1016/S0020-7373(75)80002-2
Hauer, E. (2009). Speed and safety. Transportation Research Record, 2103(1), 10–17. DOI: 10.3141/2103-02
Shankar, V., Mannering, F. & Barfield, W. (1995). Effect of roadway geometrics and environmental factors on rural freeway accident frequencies. Accident Analysis & Prevention, 27(3), 371–389. DOI: 10.1016/0001-4575(94)00078-Z
Bağdatlı Muhammed Emin Cihangir, Akbıyıklı, Rıfat & Papageorgiou, Elpiniki I. (2016). A Fuzzy Cognitive Map Approach Applied in Cost–Benefit Analysis for Highway Projects. International Journal of Fuzzy Systems, (19), 1512–1527. DOI: 10.1007/s40815-016-0252-3
Saaty, T.L. (2008). Decision making with the analytic hierarchy process. International Journal of Services Sciences, 1(1), 83–98. DOI: 10.1504/IJSSCI.2008.017590
Predrycz, W., Ekel, P. & Parreiras, R. (2011). Fuzzy Multicriteria Decision-Making: Models, Methods and Applications. ResearchGate. DOI: 10.1002/978-0-470-97403-2
Papageorgiou, E.I. & Salmeron, J.L. (2013). A review of fuzzy cognitive maps research during the last decade. IEEE Transactions on Fuzzy Systems, 21(1), 66–79. DOI: 10.1109/TFUZZ.2012.2201727
Cordón, O. (2011). A historical review of evolutionary learning methods for Mamdani-type fuzzy rule-based systems: Designing interpretable genetic fuzzy systems. International Journal of Approximate Reasoning, 52(6), 894–913. DOI: 10.1016/j.ijar.2011.03.004
Jang, J.S. (1993). ANFIS: adaptive-network-based fuzzy inference system. IEEE Transactions on Systems, Man, and Cybernetics, 23(3), 665–685. DOI: 10.1109/21.256541
Groumpos, P.P. (2010). Fuzzy cognitive maps: Basic theories and their application to complex systems. In Fuzzy cognitive maps (1–22). DOI: 10.1007/978-3-642-03220-2_1 Berlin; Heidelberg: Springer.
Miao, Y., Liu, Z.Q., Siew, C.K. & Miao, C.Y. (2001). Dynamical cognitive network – an extension of fuzzy cognitive map. IEEE Transactions on Fuzzy Systems, 9(5), 760–770. DOI: 10.1109/91.963762
Guerrero-Ibáñez, J., Zeadally, S. & Contreras-Castillo, J. (2018). Sensor technologies for intelligent transportation systems. Sensors, 18(4), 1212. DOI: 10.3390/s18041212
Shi, Q. & Abdel-Aty, M. (2015). Big data applications in real-time traffic operation and safety monitoring and improvement on urban expressways. Transportation Research. Part C: Emerging Technologies, (58), 380–394. DOI: 10.1016/j.trc.2015.02.022
Most read articles by the same author(s)
- D. KAPSKII, S. BOGDANOVICH, Yu. BURTYL', SENSITIVITY OF THE TRANSPORT INDUSTRY TO CLIMATE CHANGE, Vestnik of Polotsk State University. Part B. Industry. Applied Sciences: No. 1 (2023)
- S. ERMILOV, M. ZHILEVICH, D. KAPSKI, STUDY OF THE DYNAMICS OF THE BRAKE DRIVE WITH AN ANTI-LOCK BRAKING SYSTEM FOR A PARTICULARLY HEAVY-DUTY VEHICLE, Vestnik of Polotsk State University. Part B. Industry. Applied Sciences: No. 1 (2024)
- DU SIZHUO, A. LOBASHOV, D. KAPSKI, DETERMINATION OF RATIONAL PARAMETERS FOR A NETWORK OF CHARGING STATIONS FOR ELECTRIC VEHICLES, Vestnik of Polotsk State University. Part B. Industry. Applied Sciences: No. 2 (2024)
- R. LAGEREV, D. KAPSKI, V. IVANOV, T. VIGERINA, MANAGEMENT OF THE ENTRY FLOW OF CARS ON HIGH-SPEED ROADS OF THE HIGHEST CATEGORY, Vestnik of Polotsk State University. Part B. Industry. Applied Sciences: No. 11 (2017)
- D. KAPSKI, D. KHODOSKIN, IMPROVING THE METHOD FOR CALCULATING POTENTIAL DANGEROUS IN THE CONFLICT ZONE FOR COMMON TRAFFIC FLOW THROUGH CLARIFICATION OF REDUCTION COEFFICIENTS FOR THE SEVERITY OF ROAD ACCIDENTS, Vestnik of Polotsk State University. Part B. Industry. Applied Sciences: No. 2 (2024)
- D. KAPSKI, D. MOZOLEVSKY, V. KUZMENKO, A. POLKHOVSKY’S, A. KORZOVA, N. KISILEVICH, N. ERMAKOVA, E. GORELIK, TRAFFIC MANAGEMENT WHEN CHANGING OBJECTS GRAVITY IN THE AREA OF VEHICLE ASSEMBLY FORMED BY MAIN STREETS CITYWIDE IMPORTANCE IN MINSK, Vestnik of Polotsk State University. Part B. Industry. Applied Sciences: No. 11 (2015)
- D. KAPSKI, D. MOZOLEVSKY, V. KUZMENKO, A. POLKHOVSKY’S, A. KORZOVA, N. KISILEVICH, N. ERMAKOVA, E. GORELIK, DECISION MAKING ON TRANSPORT PLANNING AND MAINTENANCE OF LARGE ROAD JUNCTIONS, Vestnik of Polotsk State University. Part B. Industry. Applied Sciences: No. 11 (2015)