Skip to main navigation Skip to search Skip to main content

Network traffic management via exclusive roads for altruistic vehicles under mixed traffic equilibrium

Research output: Contribution to journalArticleScientificpeer-review

13 Downloads (Pure)

Abstract

We present a computational study of network ensembles with two types of coexisting vehicle classes: an altruistically routing vehicle (ARV) class – potentially automated vehicles that are routed to reduce total system travel time – and a selfishly routing vehicle (SRV) class, corresponding to human-driven vehicles. We investigate the performance of these networks when some links are reserved for exclusive use by the ARVs. The goal of these interventions is to avoid or mitigate the detrimental effects of the SRVs on the costs of the ARVs. We formulate the problem as a bi-level network design problem, where the upper level deals with optimising the choice of ARV-exclusive links minimising the statistical dispersion of used-route costs, while the lower level finds the corresponding traffic equilibrium under static traffic assignment conditions. We tackle the ARV-exclusive link selection with a genetic algorithm, where the fitness of solutions is based on the dispersion of the costs of routes used by ARVs. The mixed equilibrium is found by solving a multi-class static traffic assignment problem, with constraints on the SRV flows on the ARV-exclusive links. SRVs attempt to minimise their personal travel time, whilst ARVs attempt to drive the flows to system optimal. Our approach is effective in reducing the per-vehicle travel cost of the ARVs to below that of the SRVs, making altruistic routing a more attractive option on average. Our results are consistent across networks with different structures and demand levels.

Original languageEnglish
Article number101042
JournalTransportation Research Interdisciplinary Perspectives
Volume25
DOIs
Publication statusPublished - May 2024
Publication typeA1 Journal article-refereed

Funding

AE would like to thank R. Eddie Wilson for extensive discussions on the topics of mixed equilibrium and exclusive links in the network for ARVs; and Murat Bayrak for conversations regarding GAs in transportation settings. The calculations presented above were performed using computer resources within the Aalto University School of Science \u201CScience-IT\u201D project. AE acknowledges funding from the Academy of Finland under through Aalto University. AE and CR also acknowledge the constructive comments of two anonymous reviewers in improving this paper. AE would like to thank R. Eddie Wilson for extensive discussions on the topics of mixed equilibrium and exclusive links in the network for ARVs; and Murat Bayrak for conversations regarding GAs in transportation settings. The calculations presented above were performed using computer resources within the Aalto University School of Science \u201CScience-IT\u201D project. This work was partly supported by the Research Council of Finland project ALCOSTO (no. 349327). AE and CR also acknowledge the constructive comments of two anonymous reviewers in improving this paper.

FundersFunder number
Aalto-yliopisto
Aalto University, School of Science
Strategic Research Council at the Research Council of Finland349327

    UN SDGs

    This output contributes to the following UN Sustainable Development Goals (SDGs)

    1. SDG 11 - Sustainable Cities and Communities
      SDG 11 Sustainable Cities and Communities

    Keywords

    • Altruistic routing
    • Automated vehicles
    • Genetic algorithm
    • Multiclass equilibrium
    • Network design
    • Traffic management

    Publication forum classification

    • Publication forum level 1

    ASJC Scopus subject areas

    • Civil and Structural Engineering
    • Geography, Planning and Development
    • Automotive Engineering
    • Transportation
    • General Environmental Science
    • Urban Studies
    • Management Science and Operations Research

    Fingerprint

    Dive into the research topics of 'Network traffic management via exclusive roads for altruistic vehicles under mixed traffic equilibrium'. Together they form a unique fingerprint.

    Cite this