Real-time traffic flow optimization using large language models and reinforcement learning for smart urban mobility
Arvind R. Singh, Muhammad Wasim Abbas Ashraf, Rajkumar Singh Rathore, Bin Li, M. S. Sujatha
Topics & Concepts
Computer scienceTraffic flow (computer networking)Reinforcement learningTraffic congestionTraffic generation modelAdvanced Traffic Management SystemMetropolitan areaIntelligent transportation systemReal-time computingQueueTraffic congestion reconstruction with Kerner's three-phase theoryFloating car dataThroughputTraffic optimizationFlexibility (engineering)Network traffic controlUrban areaTransport engineeringTraffic simulationFlow networkTraffic engineeringSmart cityNetwork packetSimulationQueueing theoryComputer networkTraffic Prediction and Management TechniquesHuman Mobility and Location-Based AnalysisVehicular Ad Hoc Networks (VANETs)