Abstract The increasing level of air pollution caused by the transport sector necessitates countries to adopt Electric Vehicles (EVs). To espouse EVs, the charging infrastructures' location should be optimal to fulfill the mass‐market consumer needs and reduce the governmental expenses. In this work, the placement of two categories of charging infrastructures, specifically Charging Station (CS) and Dynamic Wireless Charging (DWC) infrastructure is planned in Dubai, United Arab Emirates (UAE) as a case study. For this study, Dubai is divided into 14 districts as per its new addressing system, and the allocation of the two types of charging infrastructures is based on the projection of population growth, EVs adoption forecasting, and other factors with the objective of meeting the consumers' needs and minimizing the government's expenditure. The proposal introduces a novel hybrid model for forecasting, integrating the strengths of the Seasonal AutoRegressive Integrated Moving Average with eXogenous regressors (SARIMAX) model for capturing time‐series statistical characteristics, and the deep learning Attention‐based Convolutional Neural Network (ACNN) for modeling nonlinear relationships in time‐series data. The model's effectiveness was validated through comparative analyses against state‐of‐the‐art (SOTA) models on standard benchmarks, showing significant improvements: 29.70% reduction in Mean Absolute Error (MAE), and 19.15% reduction in Root Mean Square Error (RMSE).


    Access

    Download


    Export, share and cite



    Title :

    Optimal placement of electric vehicle charging infrastructures utilizing deep learning


    Contributors:


    Publication date :

    2024




    Type of media :

    Article (Journal)


    Type of material :

    Electronic Resource


    Language :

    Unknown




    Optimal placement of electric vehicle charging infrastructures utilizing deep learning

    Alansari, Mohamad / Al‐Sumaiti, Ameena Saad / Abughali, Ahmed | Wiley | 2024

    Free access


    On the Optimal Placement of Electric Vehicle Charging Stations

    Tiu, Johnny / Ramharack, Shankar / Hosein, Patrick | IEEE | 2023


    Electric vehicle charging station placement

    Lam, AYS / Leung, YW / Chu, X | BASE | 2013

    Free access

    Spatial-Economic Analysis for Optimal Electric Vehicle Charging Station Placement

    Maurya, Akansh / Agnes, Cicy Kuriakose / Baloch, Bahram Khan et al. | IEEE | 2024