A flock-like two-dimensional cooperative vehicle formation model based on potential functions

Research output: Contribution to journalResearch articleContributedpeer-review

Contributors

  • Ruochen Hao - , Delft University of Technology, Tongji University (Author)
  • Meiqi Liu - , Delft University of Technology (Author)
  • Wanjing Ma - , Tongji University (Author)
  • Bart van Arem - , Delft University of Technology (Author)
  • Meng Wang - , Chair of Traffic Process Automation, Delft University of Technology (Author)

Abstract

Due to the manoeuvre complexity, models describing the platoon formation process on urban roads are lacking in the literature. Inspired by flocking behaviours in nature, we proposed a two-dimensional model to describe connected automated vehicle (CAV) group dynamics based on the potential theory, which is composed of the elastic potential energy for the inter-vehicle spring-mass system and the cross-section artificial potential field. The inter-vehicle elastic potential energy enables CAVs to attract each other at long distances, and repel each other otherwise. It also generates incentives for lane changes. The cross-section artificial potential field is able to mimic the lane-keeping behaviour and creates resistance to avoid unnecessary lane changes at very low incentives. These modelling principles can also be applied to human-driven vehicles in a mixed traffic environment. The behavioural plausibility of the model is demonstrated analytically and further verified in a simulation of typical driving scenarios.

Details

Original languageEnglish
Pages (from-to)174-195
Number of pages22
JournalTransportmetrica B
Volume11
Issue number1
Publication statusPublished - 2023
Peer-reviewedYes

External IDs

WOS 000782375700001

Keywords

Keywords

  • connected and automated vehicle, microscopic model, platoon formation, Platoon management, Connected and automated vehicle, Platoon formation, Microscopic model