This paper proposes a novel dynamic tolling model based on distance and accounts for uncertain traffic demand and supply conditions. The distance‐based tolling controller is modeled as an intelligent agent interacting within the stochastic network environment dynamically by taking actions, which are to decide different distance‐based tolling rates of vehicles. The distance‐based tolls are determined according to various metrics, for example, total traffic flow throughput, delay time, vehicular emissions, which are set as objectives in the modeling framework. The optimal tolling rate is determined by an R‐Markov Average Reward Technique based reinforcement learning algorithm. In the numerical case study, we test the proposed tolling scheme on a benchmark test network—the Sioux Falls network—where specified links are candidate toll links. The result shows that the total travel time of tolling links reduces by 25% over simulation runs. Copyright © 2014 John Wiley & Sons, Ltd.


    Zugriff

    Zugriff über TIB

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    A reinforcement learning approach for distance‐based dynamic tolling in the stochastic network environment


    Beteiligte:

    Erschienen in:

    Erscheinungsdatum :

    2015




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Print


    Sprache :

    Englisch



    Klassifikation :

    BKL:    55.21 Kraftfahrzeuge / 55.21
    Lokalklassifikation TIB:    275/7020



    Optimal-Tolling Using Reinforcement Learning

    Chakravarty, Sumit / Tanveer, M. Hassan / Voicu, Razvan C. et al. | IEEE | 2024


    Enhanced Delta-tolling: Traffic Optimization via Policy Gradient Reinforcement Learning

    Mirzaei, Hamid / Sharon, Guni / Boyles, Stephen et al. | IEEE | 2018


    Predictive distance-based road pricing — Designing tolling zones through unsupervised learning

    Lentzakis, Antonis F. / Seshadri, Ravi / Ben-Akiva, Moshe | Elsevier | 2023


    Minimal Revenue Network Tolling: System Optimisation under Stochastic Assignment

    Stewart, Kathryn / Maher, Mike | Springer Verlag | 2006


    Vehicle-mounted system tolling system tolling method and program

    Europäisches Patentamt | 2019

    Freier Zugriff