A flock-like two-dimensional cooperative vehicle formation model based on potential functions
Research output: Contribution to journal › Research article › Contributed › peer-review
Contributors
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 language | English |
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Pages (from-to) | 174-195 |
Number of pages | 22 |
Journal | Transportmetrica B |
Volume | 11 |
Issue number | 1 |
Publication status | Published - 2023 |
Peer-reviewed | Yes |
External IDs
WOS | 000782375700001 |
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ORCID | /0000-0001-6555-5558/work/171064757 |
Keywords
ASJC Scopus subject areas
Keywords
- connected and automated vehicle, microscopic model, platoon formation, Platoon management, Connected and automated vehicle, Platoon formation, Microscopic model