A multiscale framework for capturing oscillation dynamics of autonomous vehicles in data-driven car-following models

Recent advancements in machine learning-based car-following models have shown promise in leveraging vehicle trajectory data to accurately reproduce real-world driving behaviour in simulations. However, existing data-driven car-following models only explicitly consider individual vehicle trajectories...

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Bibliographic Details
Main Authors: Rowan Davies, Haitao He, Hui Fang
Format: Default Article
Published: 2024
Subjects:
Transportation, logistics and supply chains
Civil engineering
Information and computing sciences
Artificial intelligence
Computer vision and multimedia computation
Logistics & Transportation
Autonomous vehicle
Adaptive cruise control
ACC
Car-following model
Data-driven model
Oscillation dynamics
Traffic simulation
Open data
Multiscale calibration
Online Access:https://hdl.handle.net/2134/26533843.v1
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