An integrated mobility and energy simulation framework for assessing the impact of bus opportunity charging strategies on the power grid

Electric buses (EBs) play a crucial role in achieving global greenhouse gas emission targets. However, efficiently operating an electric bus fleet (EBF) requires a comprehensive approach that considers both mobility and energy systems, particularly when implementing opportunity charging strategies. Existing literature and many real-life implementations often focus on only one of these systems, oversimplifying the other, which can lead to inefficiencies, operational challenges, or even unfeasible implementations. To fill this gap, we propose a framework to assess the impact of bus opportunity charging strategies on the power grid by integrating a traffic simulation model (SUMO) and a power grid simulation model (Gaia). SUMO evaluates the energy consumption and charging needs of the EBs, while Gaia assesses the impact of the transformer load in the distribution grid. The integrated method is applied to Rotterdam’s bus line 36 to demonstrate the practicality of this approach. Results indicate that designing an electric bus route with opportunity charging is feasible only when both mobility and energy systems are carefully coordinated. • A SUMO and Gaia co-simulation framework to evaluate e-bus opportunity charging impacts on mobility and grid • A real-world case study validates the method and identifies grid-feasible charging plans • Findings show mobility-energy co-planning is crucial and guide sustainable e-bus operations

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Publication Details

Journal
Transportation Research Interdisciplinary Perspectives
Published
2026-02-27
DOI
https://doi.org/10.1016/j.trip.2026.101900
Primary Topic
Electric Vehicles and Infrastructure
Type
article
Field-Weighted Citation Impact
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article

An integrated mobility and energy simulation framework for assessing the impact of bus opportunity charging strategies on the power grid

Jop Spoelstra, Gonçalo Homem de Almeida Correia, Jie Gao, Siebren van Noort
Transportation Research Interdisciplinary Perspectives
Electric Vehicles and Infrastructure
article

An integrated mobility and energy simulation framework for assessing the impact of bus opportunity charging strategies on the power grid

Jop Spoelstra, Gonçalo Homem de Almeida Correia, Jie Gao, Siebren van Noort
article en

Abstract

Electric buses (EBs) play a crucial role in achieving global greenhouse gas emission targets. However, efficiently operating an electric bus fleet (EBF) requires a comprehensive approach that considers both mobility and energy systems, particularly when implementing opportunity charging strategies. Existing literature and many real-life implementations often focus on only one of these systems, oversimplifying the other, which can lead to inefficiencies, operational challenges, or even unfeasible implementations. To fill this gap, we propose a framework to assess the impact of bus opportunity charging strategies on the power grid by integrating a traffic simulation model (SUMO) and a power grid simulation model (Gaia). SUMO evaluates the energy consumption and charging needs of the EBs, while Gaia assesses the impact of the transformer load in the distribution grid. The integrated method is applied to Rotterdam’s bus line 36 to demonstrate the practicality of this approach. Results indicate that designing an electric bus route with opportunity charging is feasible only when both mobility and energy systems are carefully coordinated. • A SUMO and Gaia co-simulation framework to evaluate e-bus opportunity charging impacts on mobility and grid • A real-world case study validates the method and identifies grid-feasible charging plans • Findings show mobility-energy co-planning is crucial and guide sustainable e-bus operations

Transportation Research Interdisciplinary PerspectivesVol. 36
Technolution (Netherlands) (NL), Delft University of Technology (NL)
Affordable and clean energy
Openalex Percentile: Top 42%
Electric Vehicles and Infrastructure
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