Cost-optimal Fleet Management Strategies for Solar-electric Autonomous Mobility-on-Demand Systems

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Abstract

This paper studies mobility systems that incorporate a substantial solar energy component, generated not only on the ground, but also through solar roofs installed on vehicles, directly covering a portion of their energy consumption. In particular, we focus on Solar-electric Autonomous Mobility-on-Demand systems, whereby solar-electric autonomous vehicles provide on-demand mobility, and optimize their operation in terms of serving passenger requests, charging and vehicle-to-grid (V2G) operations. We model this fleet management problem via directed acyclic graphs and parse it as a mixed-integer linear program that can be solved using off-the-shelf solvers. We showcase our framework in a case study of Gold Coast, Australia, analyzing the fleet's optimal operation while accounting for electricity price fluctuations resulting from a significant integration of solar power in the total energy mix. We demonstrate that using a solar-electric fleet can reduce the total cost of operation of the fleet by 10-15% compared to an electric-only counterpart. Finally, we show that for V2G operations using vehicles with a larger battery size can significantly lower the operational costs of the fleet, overcompensating its higher energy consumption by trading larger volumes of energy and even accruing profits.

Original languageEnglish
Title of host publication2023 IEEE 26th International Conference on Intelligent Transportation Systems, ITSC 2023
PublisherInstitute of Electrical and Electronics Engineers
Pages5410-5415
Number of pages6
ISBN (Electronic)979-8-3503-9946-2
DOIs
Publication statusPublished - 13 Feb 2024
Event26th IEEE International Conference on Intelligent Transportation Systems, ITSC 2023 - Bilbao, Bizkaia, Spain, Bilbao, Spain
Duration: 24 Sept 202328 Sept 2023
Conference number: 26th
https://2023.ieee-itsc.org/

Conference

Conference26th IEEE International Conference on Intelligent Transportation Systems, ITSC 2023
Abbreviated titleIEEE ITSC 2023
Country/TerritorySpain
CityBilbao
Period24/09/2328/09/23
Internet address

Funding

V. ACKNOWLEDGMENTS We thank Dr. I. New, L. Pedroso and J.P. Bertucci for proofreading this paper. This publication is part of the project NEON with project number 17628 of the research program Crossover which is (partly) financed by the Dutch Research Council (NWO).

Funders
Nederlandse Organisatie voor Wetenschappelijk Onderzoek

    UN SDGs

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

    1. SDG 7 - Affordable and Clean Energy
      SDG 7 Affordable and Clean Energy

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