4.7 Article

Futility of being selfish in optimized traffic

Journal

PHYSICAL REVIEW E
Volume 103, Issue 2, Pages -

Publisher

AMER PHYSICAL SOC
DOI: 10.1103/PhysRevE.103.022306

Keywords

-

Funding

  1. Research Grants Council of the Hong Kong Special Administrative Region, China [EdUHK ECS 28300215, GRF 18304316, GRF 18301217, GRF 18301119]
  2. EdUHK FLASS Dean's Research Fund [IRS12 2019 04418, ROP14 2019 04396]
  3. EdUHK RDO Internal Research Grants [RG67 2018-2019R R4015, RG31 2020-2021R R4152]
  4. Leverhulme trust [RPG-2018-092]
  5. EPSRC Programme Grant TRANSNET [EP/R035342/1]
  6. EPSRC [EP/R035342/1] Funding Source: UKRI

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The study shows that a small ratio of selfish route choices can improve the overall performance of uncoordinated transportation networks while degrading the efficiency of optimized systems. Compliant users always benefit in this scenario, and selfish users may also gain under specific conditions. Iterative route switching by a small fraction of selfish users can lead to Nash equilibria close to the globally optimal routing solution.
Optimizing traffic flow is essential for easing congestion. However, even when globally optimal, coordinated, and individualized routes are provided, users may choose alternative routes which offer lower individual costs. By analyzing the impact of selfish route choices on performance using the cavity method, we find that a small ratio of selfish route choices improves the global performance of uncoordinated transportation networks but degrades the efficiency of optimized systems. Remarkably, compliant users always gain in the former and selfish users may gain in the latter, under some parameter conditions. The theoretical results are in good agreement with large-scale simulations. Iterative route switching by a small fraction of selfish users leads to Nash equilibria close to the globally optimal routing solution. Our theoretical framework also generalizes the use of the cavity method, originally developed for the study of equilibrium states, to analyze iterative game-theoretical problems. These results shed light on the feasibility of easing congestion by route coordination when not all vehicles follow the coordinated routes.

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