Latest Research in Urban Traffic Flow Optimization

157 research papers · 0.0 average citations · 2026 median publication year

Top Research Topics in Urban Traffic Flow Optimization

Highest-Cited Papers

  1. Your Ride, Your Rules:Psychology and Cognition Enabled Automated Driving Systems (1 citations)
  2. Short-Term Traffic Speed Prediction Integrating Traffic Flow Theory for Enhanced Urban Congestion Mitigation
  3. Physics-guided machine learning for traffic-flow prediction and operating-regime attribution on a desert heavy-duty expressway
  4. SCAFFOLD-Enhanced Federated Edge Intelligence for Urban Traffic Signal Optimisation under Non-IID Mobility Conditions
  5. SCAFFOLD-Enhanced Federated Edge Intelligence for Urban Traffic Signal Optimisation under Non-IID Mobility Conditions
  6. Modeling vehicle behavior in two-dimensional driving scenarios considering collision risk stimulus and real-time interaction
  7. THEORETICAL FOUNDATIONS AND IMPLEMENTATION OPPORTUNITIES OF ARTIFICIAL INTELLIGENCE AND COMPUTER VISION TECHNOLOGIES IN AUTOMATING METROPOLITAN ESCALATORS.
  8. Large-scale sensing for driving regimes using in-vehicle data: unsupervised and supervised approaches
  9. Research on the influence of rainfall characteristics on driver visual distance under low-light conditions at night
  10. SMHF: State-conditioned Mamba-hypernetwork framework for pedestrian volume estimation under observation sparsity
  11. From Intent to Action: Benchmarking LLM Safety in Vehicle Voice Command Authorization
  12. REARL: A Closed-loop Autonomous Driving Simulation Enhancement Framework with Real Traffic Data and Large Language Models
  13. Calming traffic in unsignalized bidirectional streets by introducing one-lane bottlenecks
  14. On the quantification of the spatiotemporal impact of a single discretionary lane change on upstream traffic safety and efficiency
  15. The SkySentience conceptual framework for accountable drone decision support in public safety
  16. Investigating Drivers’ Heterogeneity and Its Impacts on Interactive Lane-Changing Maneuvers
  17. Sim-to-Real Traffic Scene Understanding by Decoupling Semantics from Caption Generation with V-JEPA
  18. From Detection to Understanding: TAR and TAR-Bench for Multi-Task Traffic Anomaly Reasoning
  19. Learning Sequential Mobility Choice: A Review of Route and Activity Choice through Inverse Reinforcement Learning and Imitation Learning
  20. DriveMCP: An Agentic AI framework for Advanced Driver Assistance System

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L2 Region - - 2026 Sep Q3

Urban Traffic Flow Optimization

157 papers

Top Topics (10)

Traffic control and management27
Traffic Prediction and Management Techniques19
Autonomous Vehicle Technology and Safety11
Machine Learning10
Computer Vision and Pattern Recognition10
Robotics9
Artificial Intelligence6
Physics and Society4
Systems and Control4
Traffic and Road Safety4

Top Publications (20)

1.Your Ride, Your Rules:Psychology and Cognition Enabled Automated Driving Systems1c2.Short-Term Traffic Speed Prediction Integrating Traffic Flow Theory for Enhanced Urban Congestion Mitigation3.Physics-guided machine learning for traffic-flow prediction and operating-regime attribution on a desert heavy-duty expressway4.SCAFFOLD-Enhanced Federated Edge Intelligence for Urban Traffic Signal Optimisation under Non-IID Mobility Conditions5.SCAFFOLD-Enhanced Federated Edge Intelligence for Urban Traffic Signal Optimisation under Non-IID Mobility Conditions6.Modeling vehicle behavior in two-dimensional driving scenarios considering collision risk stimulus and real-time interaction7.THEORETICAL FOUNDATIONS AND IMPLEMENTATION OPPORTUNITIES OF ARTIFICIAL INTELLIGENCE AND COMPUTER VISION TECHNOLOGIES IN AUTOMATING METROPOLITAN ESCALATORS.8.Large-scale sensing for driving regimes using in-vehicle data: unsupervised and supervised approaches9.Research on the influence of rainfall characteristics on driver visual distance under low-light conditions at night10.SMHF: State-conditioned Mamba-hypernetwork framework for pedestrian volume estimation under observation sparsity11.From Intent to Action: Benchmarking LLM Safety in Vehicle Voice Command Authorization12.REARL: A Closed-loop Autonomous Driving Simulation Enhancement Framework with Real Traffic Data and Large Language Models13.Calming traffic in unsignalized bidirectional streets by introducing one-lane bottlenecks14.On the quantification of the spatiotemporal impact of a single discretionary lane change on upstream traffic safety and efficiency15.The SkySentience conceptual framework for accountable drone decision support in public safety16.Investigating Drivers’ Heterogeneity and Its Impacts on Interactive Lane-Changing Maneuvers17.Sim-to-Real Traffic Scene Understanding by Decoupling Semantics from Caption Generation with V-JEPA18.From Detection to Understanding: TAR and TAR-Bench for Multi-Task Traffic Anomaly Reasoning19.Learning Sequential Mobility Choice: A Review of Route and Activity Choice through Inverse Reinforcement Learning and Imitation Learning20.DriveMCP: An Agentic AI framework for Advanced Driver Assistance System

Sub-Regions (6)

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