Urgency-aware Optimal Routing in Repeated Games through Artificial Currencies

Mauro Salazar, Dario Paccagnan, Andrea Agazzi, W.P.M.H. (Maurice) Heemels

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Abstract

When people choose routes minimizing their individual delay, the aggregate congestion can be much higher compared to that experienced by a centrally-imposed routing. Yet centralized routing is incompatible with the presence of self-interested agents. How can we reconcile the two? In this paper we address this question within a repeated game framework and propose a fair incentive mechanism based on artificial currencies that routes selfish agents in a system-optimal fashion, while accounting for their temporal preferences. We instantiate the framework in a parallel-network whereby agents commute repeatedly (e.g., daily) from a common start node to the end node. Thereafter, we focus on the specific two-arcs case whereby, based on an artificial currency, the agents are charged when traveling on the first, fast arc, whilst they are rewarded when traveling on the second, slower arc. We assume the agents to be rational and model their choices through a game where each agent aims at minimizing a combination of today's discomfort, weighted by their urgency, and the average discomfort encountered for the rest of the period (e.g., a week). We show that, if prices of artificial currencies are judiciously chosen, the routing pattern converges to a system-optimal solution, while accommodating the agents' urgency. We complement our study through numerical simulations. Our results show that it is possible to achieve a system-optimal solution whilst reducing the agents' perceived discomfort by 14-20% when compared to a centralized optimal but urgency-unaware policy.
Original languageEnglish
Title of host publicationProceedings of the 19th European Control Conference (ECC 2021)
PublisherEuropea Union Control Association (EUCA)
Publication statusPublished - 2021
Event2021 European Control Conference, ECC 2021 - Virtual, Delft, Netherlands
Duration: 29 Jun 20212 Jul 2021
Conference number: 19
https://ecc21.euca-ecc.org/ (conference website)

Conference

Conference2021 European Control Conference, ECC 2021
Abbreviated titleECC 2021
Country/TerritoryNetherlands
CityDelft
Period29/06/212/07/21
Internet address

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