Publications

Journal papers

Vrbanić, F.; Gregurić, M.; Miletić, M.; Ivanjko, E. Reinforcement Learning-Based Dynamic Zone Positions for Mixed Traffic Flow Variable Speed Limit Control with Congestion Detection. Machines 2023, 11, 1058.

Miletić, M.; Ivanjko, E.; Fratrović, T.; Abramović, B. Air Pollution Modeling for Sustainable Urban Mobility with COVID-19 Impact Analysis: Case Study of Skopje. Sustainability 2023, 15, 1370.

Miletić, M., Ivanjko, E., Gregurić, M., Kušić, K.: A review of reinforcement learning applications in adaptive traffic signal control. IET Intell. Transp. Syst. 16, 1269–1285 (2022).

Vrbanić, F.; Miletić, M.; Tišljarić, L.; Ivanjko, E. Influence of Variable Speed Limit Control on Fuel and Electric Energy Consumption, and Exhaust Gas Emissions in Mixed Traffic Flows. Sustainability 2022, 14, 932.

Kušić, K.; Ivanjko, E.; Gregurić, M.; Miletić, M. An Overview of Reinforcement Learning Methods for Variable Speed Limit Control. Appl. Sci. 2020, 10, 4917.

Gregurić, M.; Vujić, M.; Alexopoulos, C.; Miletić, M. Application of Deep Reinforcement Learning in Traffic Signal Control: An Overview and Impact of Open Traffic Data. Appl. Sci. 2020, 10, 4011.

Conference papers

M. Miletić, D. Čakija, F. Vrbanić and E. Ivanjko, "Impact of Connected Vehicles on Learning based Adaptive Traffic Control Systems," 2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Prague, Czech Republic, 2022, pp. 3311-3316

Željko Majstorović, Mladen Miletić, Dino Čakija, Ivana Dusparić, Edouard Ivanjko, Tonči Carić, Impact of the Connected Vehicles Penetration Rate on the Speed Transition Matrices Accuracy, Transportation Research Procedia, Volume 64, 2022, Pages 240-247, ISSN 2352-1465

M. Miletić, E. Ivanjko, S. Mandžuka and D. K. Nečoska, "Combining Neural Gas and Reinforcement Learning for Adaptive Traffic Signal Control," 2021 International Symposium ELMAR, Zadar, Croatia, 2021, pp. 179-182

F. Vrbanić, M. Miletić, E. Ivanjko and Ž. Majstorović, "Creating Representative Urban Motorway Traffic Scenarios: Initial Observations," 2021 International Symposium ELMAR, Zadar, Croatia, 2021, pp. 183-188

F. Vrbanić, E. Ivanjko, S. Mandžuka and M. Miletić, "Reinforcement Learning Based Variable Speed Limit Control for Mixed Traffic Flows," 2021 29th Mediterranean Conference on Control and Automation (MED), PUGLIA, Italy, 2021, pp. 560-565

Pavleski, D., Miletić, M., Nečoska, D.K., Ivanjko, E. (2021). In-Depth Evaluation of Reinforcement Learning Based Adaptive Traffic Signal Control Using TSCLAB. In: Petrović, M., Novačko, L. (eds) Transformation of Transportation. EcoProduction. Springer, Cham.

M. Miletić, K. Kušić, M. Gregurić and E. Ivanjko, "State Complexity Reduction in Reinforcement Learning based Adaptive Traffic Signal Control," 2020 International Symposium ELMAR, Zadar, Croatia, 2020, pp. 61-66

M. Miletić, K. Kušić, M. Gregurić, D. K. Nečoska, E. Ivanjko and H. Kalinić, "Creating A Data-Set For Sustainable Urban Mobility Analysis: Lessons Learned," 2020 International Symposium ELMAR, Zadar, Croatia, 2020, pp. 73-78

M. Miletić, B. Kapusta and E. Ivanjko, "Comparison of Two Approaches for Preemptive Traffic Light Control," 2018 International Symposium ELMAR, Zadar, Croatia, 2018, pp. 57-62

B. Kapusta, M. Miletić, E. Ivanjko and M. Vujić, "Preemptive traffic light control based on vehicle tracking and queue lengths," 2017 International Symposium ELMAR, Zadar, Croatia, 2017, pp. 11-16

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Curriculum Vitae

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