Latest Research in Traffic Prediction and Management Techniques

32 research papers · 2026 median publication year

Top Research Topics in Traffic Prediction and Management Techniques

Highest-Cited Papers

  1. Physics-guided machine learning for traffic-flow prediction and operating-regime attribution on a desert heavy-duty expressway
  2. Modeling vehicle behavior in two-dimensional driving scenarios considering collision risk stimulus and real-time interaction
  3. On the quantification of the spatiotemporal impact of a single discretionary lane change on upstream traffic safety and efficiency
  4. Investigating Drivers’ Heterogeneity and Its Impacts on Interactive Lane-Changing Maneuvers
  5. Learning Sequential Mobility Choice: A Review of Route and Activity Choice through Inverse Reinforcement Learning and Imitation Learning
  6. Drivers’ Perceptions, Understanding, and Real-World Use of Regenerative Braking and One-Pedal Driving in Electric Vehicles
  7. CARLAverse: A Highly Modular, Distributed, and Multimodal Framework for Human-in-the-Loop Simulation
  8. Predicting Train Delays in Finland Using Machine Learning and Weather Data
  9. Development of a Semi-Automated Tool Based on Computer Vision Methods for Safety Assessment of Micromobility Users
  10. Stability Analysis of Nonseparable Mean-Field Games for Pedestrian Flow in Large Corridors
  11. Datasets and data spaces in the autonomous driving domain: insights and trends
  12. The Challenge of Controlling the Queen Elizabeth Way: A Long Heavily Congested Urban Freeway with Dense Consecutive On-Ramp Bottlenecks
  13. LSTM-TCN Forecasting for Short-Term Passenger Flow at Integrated Transport Hubs Using a Population-Mobility Proxy: Ablation Evidence from Shenzhen North Station
  14. Geometric–Dynamic Assessment and Standardization of Passing Trajectories
  15. Vehicle Overacceleration -- A Fundamental Microscopic Mechanism for Traffic Breakdown Control Using Automated Vehicles and AI
  16. Reward-driven mixed and stochastic equilibria for efficient and resilient traffic assignment
  17. Coexisting Microvehicles and Pedestrians: A Novel Modeling Approach
  18. A Low-Speed Behavioral Mechanism for Bicycle Capacity Drop and Queue Discharge
  19. Spatial Asymmetry in Autonomous Vehicle Efficiency Gains for Urban Commuting: A City-Wide Microscopic Simulation Study in Beijing
  20. Urban traffic volume forecasting using machine learning and neural networks
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L3 Region - - 2026 Sep Q3

Traffic Prediction and Management Techniques

32 papers

Top Topics (10)

Traffic control and management6
Traffic Prediction and Management Techniques4
Traffic and Road Safety3
Autonomous Vehicle Technology and Safety2
Machine Learning2
Numerical Analysis1
Econometrics1
Electric Vehicles and Infrastructure1
Robotics1
Artificial Intelligence1

Top Publications (20)

1.Physics-guided machine learning for traffic-flow prediction and operating-regime attribution on a desert heavy-duty expressway2.Modeling vehicle behavior in two-dimensional driving scenarios considering collision risk stimulus and real-time interaction3.On the quantification of the spatiotemporal impact of a single discretionary lane change on upstream traffic safety and efficiency4.Investigating Drivers’ Heterogeneity and Its Impacts on Interactive Lane-Changing Maneuvers5.Learning Sequential Mobility Choice: A Review of Route and Activity Choice through Inverse Reinforcement Learning and Imitation Learning6.Drivers’ Perceptions, Understanding, and Real-World Use of Regenerative Braking and One-Pedal Driving in Electric Vehicles7.CARLAverse: A Highly Modular, Distributed, and Multimodal Framework for Human-in-the-Loop Simulation8.Predicting Train Delays in Finland Using Machine Learning and Weather Data9.Development of a Semi-Automated Tool Based on Computer Vision Methods for Safety Assessment of Micromobility Users10.Stability Analysis of Nonseparable Mean-Field Games for Pedestrian Flow in Large Corridors11.Datasets and data spaces in the autonomous driving domain: insights and trends12.The Challenge of Controlling the Queen Elizabeth Way: A Long Heavily Congested Urban Freeway with Dense Consecutive On-Ramp Bottlenecks13.LSTM-TCN Forecasting for Short-Term Passenger Flow at Integrated Transport Hubs Using a Population-Mobility Proxy: Ablation Evidence from Shenzhen North Station14.Geometric–Dynamic Assessment and Standardization of Passing Trajectories15.Vehicle Overacceleration -- A Fundamental Microscopic Mechanism for Traffic Breakdown Control Using Automated Vehicles and AI16.Reward-driven mixed and stochastic equilibria for efficient and resilient traffic assignment17.Coexisting Microvehicles and Pedestrians: A Novel Modeling Approach18.A Low-Speed Behavioral Mechanism for Bicycle Capacity Drop and Queue Discharge19.Spatial Asymmetry in Autonomous Vehicle Efficiency Gains for Urban Commuting: A City-Wide Microscopic Simulation Study in Beijing20.Urban traffic volume forecasting using machine learning and neural networks
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