A decentralized approach to collaborative driving coordination
Proceedings. The 7th International IEEE Conference on Intelligent Transportation Systems (IEEE Cat. No.04TH8749)
https://doi.org/10.1109/ITSC.2004.1398942Abstract
Collaborative driving is an important subcomponent of Intelligent Transportation Systems ITS as it strives to create autonomous vehicles that are able to cooperate in order to navigate through urban traffic by using communications. In this paper, we address this problematic using a platoon of cars considered as a multiagent system. To do that, we propose a hierarchical architecture based on three layers (guidance, management, traffic control) which can be used to develop centralized platoons (where a head vehicle-agent coordinates other vehicle-agents by applying coordination rules) and decentralized platoons (where the platoon is considered as a team of vehicle-agents maintaining the platoon together). We propose the model of teamwork used in multiagent systems as a decentralized alternative to previous coordination centralized on the platoon's leader and outline its benefits using collaborative driving simulation scenarios.
References (19)
- R. R. Stough, Intelligent Transportation Systems: Cases and Policies. Edward Elgar Pub. LTD, 2001.
- Q. Xu, K. Hedrick, R. Sengupta, and J. VanderWerf, "Effects of vehicle-vehicle / roadside-vehicle communication on adaptive cruise controlled highway systems," in IEEE VTC, Fall 2002.
- S. Tsugawa, S. Kato, K. Tokuda, T. Matsui, and H. Fujii, "A cooperative driving system with automated vehiclues and inter- vehicle communications in demo 2000," in Proceedings of the IEEE Intelligent Transportation Systems Conference, 2001.
- M. Tambe and W. Zhang, "Towards flexible teamwork in persistent teams: extended report," Journal of Autonomous Agents and Multi- agent Systems, special issue on Best of ICMAS 98, vol. 3, pp. 159- 183, 2000.
- P. Varaiya, "Smart cars on smart roads: problems of control," IEEE Transactions on Automatic Control, vol. 32, 1993.
- Auto21, [Online], April 2004, http://www.auto21.ca/, (consulted the 30th of April 2004).
- S. Hallé, B. Chaib-draa, and J. Laumonier, "Car platoons simulated as a multiagent system," in Proceedings of Agent Based Simulation 4 (ABS4), Montpellier, France, Mar. 2003.
- X. Huppe, J. de Lafontaine, M. Beauregard, and F. Michaud, "Guid- ance and control of a platoon of vehicles adapted to changing envi- ronment conditions," in IEEE International Conference on Systems Man and Cybernetics, 2003., vol. 4, Oct. 2003, pp. 3091-3096.
- U. Kiencke and L. Nielsen, Automotive Control Systems: For Engine, Driveline and Vehicle. Springer Verlag, March 2000.
- Auto'21, "Architectures for collaborative driving vehicles: From a review to a proposal," Université Laval, Ste-Foy, Québec, Rapport de recherche DIUL-RR-0303, 2003.
- S. Tsugawa, S. Kato, T. Matsui, and H. Naganawa, "An architecture for cooperative driving of automated vehicles," in Procs. IEEE Intelligent Vehicles Symposium 2000, Dearbsorn, MI, USA, Oct. 2000, pp. 422-427.
- J. Lygeros, D. N. Godbole, and S. S. Sastry, "Verified hybrid con- trollers for automated vehicles," in IEEE Transactions on Automatic Control, vol. 43, 1998, pp. 522-539.
- P. Daviet and M. Parent, "Longitudinal and lateral servoing of vehicles in a platoon," in Proceedings IEEE of the Intelligent Vehicles Symposium, 1996, 1996, pp. 41-46.
- C. Hatipoglu, U. Ozguner, and K. A. Redmill, "Automated lane change controller design," IEEE Transaction on Intelligent Trans- portation Systems, vol. 4, no. 1, March 2003.
- E. Durfee, "Distributed problem solving and planning," in Multiagent Systems, G. Weiss, Ed., Cambridge, MA, 1999, pp. 121-164.
- S. Bana, "Coordinating automated vehicles via communication," CS Berkely," PATH Research Report UCB-ITS-PRR-2001-20, 2001.
- S. Hallé and B. Chaib-draa, "Collaborative driving system using teamwork for platoon formations," in Proceedings of AAMAS-04 Workshop on Agents in Traffic and Transportation, July 2004.
- Agent Oriented Software Pty. Ltd., "JACK Intelligent Agents TM 4.1," Software Agents Development Framework, 2004.
- A. S. Rao and M. P. Georgeff, "BDI-agents: from theory to practice," in Proceedings of the First Intl. Conference on Multiagent Systems, San Francisco, 1995.