Optimizing the use of an electric vehicle such that energy consumption, battery aging and operational costs are minimal while constraints are kept is a wicked problem with many uncertain, non-observable or unknown factors. AI technologies help here with decision support in logistics and energy estimations within the vehicle. However, separating these concerns disregards that operational decisions do not only set a vehicle's current behavior, but also impact its ability to perform in the future. We address this interweaving of current behavior and the future development of the situation as well as of the vehicles capabilities within a novel dual awareness loop that combines situation awareness with inner system reflection. Providing a probabilistic reasoning system, we demonstrate this for an electric vehicle use case, where we concurrently diagnose and predict the vehicle's state and thus its capabilities given past, current, and expected operations that in turn depend on the predicted situation. This allows for better predictions of range and risks given expected situations, environmental effects, and consequences of decisions, providing for decision support within an operational strategy.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Risk-Averse Decision Support for Optimal Use of Electric Vehicles


    Beteiligte:
    Borth, Michael (Autor:in) / Kupper, Frank (Autor:in) / Mulder, Lars (Autor:in) / Willems, Frank (Autor:in)


    Erscheinungsdatum :

    24.09.2024


    Format / Umfang :

    829825 byte





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    An Optimal Path Model for the Risk-Averse Traveler

    Zhang, Leilei | Online Contents | 2017


    An Optimal Path Model for the Risk-Averse Traveler

    Zhang, Leilei | Online Contents | 2016


    An Optimal Path Model for the Risk-Averse Traveler

    Zhang, Leilei / Homem-de-Mello, Tito | British Library Online Contents | 2017


    Optimal Information Provision at Bottleneck Equilibrium with Risk-Averse Travelers

    Liu, Peng / Liu, Yang | Transportation Research Record | 2018


    Risk-Averse Maintenance Decision Framework for Roadside Slopes along Highway Corridors

    Baral, Anil / Darghiasi, Pooya / Shahandashti, Mohsen | TIBKAT | 2023