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Hub-Based Platoon Formation: Optimal Release Policies and Approximate Solutions
FOI Swedish Defence Research Agency, Stockholm, Sweden.ORCID iD: 0000-0002-3877-4672
Department of Electrical Engineering, City University of Hong Kong, Hong Kong, Hong Kong.ORCID iD: 0000-0002-3750-0135
Thrust of Intelligent Transportation, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China.
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control). KTH, School of Industrial Engineering and Management (ITM), Centres, Integrated Transport Research Lab, ITRL.ORCID iD: 0000-0001-9940-5929
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2024 (English)In: IEEE transactions on intelligent transportation systems (Print), ISSN 1524-9050, E-ISSN 1558-0016, Vol. 25, no 6, p. 5755-5766Article in journal (Refereed) Published
Abstract [en]

This paper studies the optimal hub-based platoon formation at hubs along a highway under decentralized, distributed, and centralized policies. Hubs are locations along highways where trucks can wait for other trucks to form platoons. A coordinator at each hub decides the departure time of trucks, and the released trucks from the hub will form platoons. The problem is cast as an optimization problem where the objective is to maximize the platooning reward. We first show that the optimal release policy in the decentralized case, where the hubs do not exchange information, is to release all trucks at the hub when the number of trucks exceeds a threshold computed by dynamic programming. We develop efficient approximate release policies for the dependent arrival case using this result. To study the value of information exchange among hubs on platoon formation, we next study the distributed and centralized platoon formation policies which require information exchange among hubs. To this end, we develop receding horizon solutions for the distributed and centralized platoon formation at hubs using the dynamic programming technique. Finally, we perform a simulation study over three hubs in northern Sweden. The profits of the decentralized policies are shown to be approximately <inline-formula> <tex-math notation="LaTeX">$3.5\%$</tex-math> </inline-formula> lower than the distributed policy and <inline-formula> <tex-math notation="LaTeX">$8\%$</tex-math> </inline-formula> lower than the centralized release policy. This observation suggests that decentralized policies are prominent solutions for hub-based platooning as they do not require information exchange among hubs and can achieve a similar performance compared with distributed and centralized policies.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE) , 2024. Vol. 25, no 6, p. 5755-5766
Keywords [en]
cyber-physical systems, Dynamic programming, Information exchange, optimal control, Platoon coordination, Random variables, Roads, Schedules, simulation, transport planning, Urban areas, Vehicles
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:kth:diva-350007DOI: 10.1109/TITS.2023.3332607ISI: 001123313500001Scopus ID: 2-s2.0-85178021654OAI: oai:DiVA.org:kth-350007DiVA, id: diva2:1882187
Note

QC 20240704

Available from: 2024-07-04 Created: 2024-07-04 Last updated: 2024-07-04Bibliographically approved

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Johansson, Karl H.Mårtensson, Jonas

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Johansson, AlexanderNekouei, EhsanJohansson, Karl H.Mårtensson, Jonas
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Decision and Control Systems (Automatic Control)Integrated Transport Research Lab, ITRL
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IEEE transactions on intelligent transportation systems (Print)
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