A Fleet of Miniature Cars for Experiments in Cooperative Driving
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Abstract (arXiv)
We introduce a unique experimental testbed that consists of a fleet of 16 miniature Ackermann-steering vehicles. We are motivated by a lack of available low-cost platforms to support research and education in multi-car navigation and trajectory planning. This article elaborates the design of our miniature robotic car, the Cambridge Minicar, as well as the fleet's control architecture. Our experimental testbed allows us to implement state-of-the-art driver models as well as autonomous control strategies, and test their validity in a real, physical multi-lane setup. Through experiments on our miniature highway, we are able to tangibly demonstrate the benefits of cooperative driving on multi-lane road topographies. Our setup paves the way for indoor large-fleet experimental research.
Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Feb 2019.
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Citing papers per year: 2021: 2; 2022: 2; 2023: 0; 2024: 3; 2025: 1; 2026: 1.
9 papers.
- 2021Mind the Gap! A Study on the Transferability of Virtual vs Physical-world Testing of Autonomous Driving Systemscited by 36
- 2022QGNN: Value Function Factorisation with Graph Neural Networkscited by 14
- 2021Beyond Robustness: A Taxonomy of Approaches towards Resilient Multi-Robot Systemscited by 12
- 2024Autonomous Driving Small-Scale Cars: A Survey of Recent Developmentcited by 6
- 2024Design and Realization of a Benchmarking Testbed for Evaluating Autonomous Platooning Algorithmscited by 1
- 2022Vehicle-road Cooperative Simulation and 3D Visualization Systemcited by 0
- 2024A Distributed Approach to Autonomous Intersection Management via Multi-Agent Reinforcement Learningcited by 0
- 2025Robust and Safe Multi-Agent Reinforcement Learning with Communication for Autonomous Vehicles: From Simulation to Hardwarecited by 0
- 2026A Low-Cost, Open Platform for End-to-End Autonomous Driving on a Miniature Ackermann Vehiclecited by 0
- 2026A Low-Cost, Open Platform for End-to-End Autonomous Driving on a Miniature Ackermann Vehicle3 Sep 2026
- 2025Robust and Safe Multi-Agent Reinforcement Learning with Communication for Autonomous Vehicles: From Simulation to Hardware1 Jun 2025
- 2024A Distributed Approach to Autonomous Intersection Management via Multi-Agent Reinforcement Learning14 May 2024
- 2024Autonomous Driving Small-Scale Cars: A Survey of Recent Development9 Apr 2024
- 2024Design and Realization of a Benchmarking Testbed for Evaluating Autonomous Platooning Algorithms14 Feb 2024
- 2022Vehicle-road Cooperative Simulation and 3D Visualization System14 Jul 2022
- 2022QGNN: Value Function Factorisation with Graph Neural Networks25 May 2022
- 2021Mind the Gap! A Study on the Transferability of Virtual vs Physical-world Testing of Autonomous Driving Systems21 Dec 2021
- 2021Beyond Robustness: A Taxonomy of Approaches towards Resilient Multi-Robot Systems25 Sep 2021