The role of artificial intelligence in the mass adoption of electric vehicles

被引:75
|
作者
Ahmed, Moin [1 ]
Zheng, Yun [1 ]
Amine, Anna [1 ,2 ]
Fathiannasab, Hamed [1 ]
Chen, Zhongwei [1 ]
机构
[1] Univ Waterloo, Dept Chem Engn, 200 Univ Ave West, Waterloo, ON N2L 3G1, Canada
[2] Hinsdale Cent High Sch, 5500 South Grant St, Hinsdale, IL 60521 USA
基金
加拿大自然科学与工程研究理事会;
关键词
artificial intelligence; electric vehicle; electric vehicle charging station; smart grid;
D O I
10.1016/j.joule.2021.07.012
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
The electrification of mass transportation is hailed as a solution for reducing global greenhouse-gas emissions and dependence on unsustainable energy sources. The annual sales of electric vehicles (EVs) has continued to rise since 2011, with a global sale of EVs of 2.1 million in 2019. This increase in sales is mainly due to continued improvement in the cost and performance of commercial EVs, increased EV options available to consumers, and environmental awareness. However, despite the positive outlook, EVs still face major challenges that hinder their rapid and widespread adoption: limited driving range, long charging times, and a lack of sufficient charging infrastructure. This review outlines the recent advances in EVs and related infrastructure, mainly from artificial intelligence (AI), which makes EVs a more attractive consumer option. The application of AI in improving EVs, facilitating EV charging stations, and EV integration with the smart grid is critically analyzed and reviewed. Finally, future trends and prospects in the area are discussed.
引用
收藏
页码:2296 / 2322
页数:27
相关论文
共 50 条
  • [11] Managing Electric Vehicles in the Smart Grid Using Artificial Intelligence: A Survey
    Rigas, Emmanouil S.
    Ramchurn, Sarvapali D.
    Bassiliades, Nick
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2015, 16 (04) : 1619 - 1635
  • [12] Identifying Unusual Charging Patterns of Electric Vehicles using Artificial Intelligence
    Aziz, Saddam
    Masan, Kazi
    Yaqub, Rang
    Alunad, Sadiq
    Faiz, Muhammad Talib
    2022 IEEE PES 14TH ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE, APPEEC, 2022,
  • [13] Implementation of artificial intelligence techniques in electric vehicles for battery management system
    Sudhapriya, K.
    Jaisiva, S.
    INTERNATIONAL JOURNAL OF LOW-CARBON TECHNOLOGIES, 2025, 20 : 590 - 604
  • [14] Exploring the Synergy of Artificial Intelligence in Energy Storage Systems for Electric Vehicles
    Miraftabzadeh, Seyed Mahdi
    Longo, Michela
    Di Martino, Andrea
    Saldarini, Alessandro
    Faranda, Roberto Sebastiano
    ELECTRONICS, 2024, 13 (10)
  • [15] The impact of interaction on the adoption of electric vehicles: Mediating role of experience value
    Li, Wenbo
    Wang, Mengzhe
    Cheng, Xiu
    Long, Ruyin
    FRONTIERS IN PSYCHOLOGY, 2023, 14
  • [16] Consumers' Adoption of Electric Vehicles for Sustainability: Exploring the Role of Personality Traits
    Dinesh, Sofi
    Mitra, Suddhachit
    FORESIGHT AND STI GOVERNANCE, 2023, 17 (02) : 69 - 80
  • [17] Compassionate entrepreneurship and cognitive workaholism: mediating role of artificial intelligence adoption
    Rayat, Ruchi
    Nagpal, Manuha
    Chaudhary, Deepika
    Panwar, Sudha
    INTERNATIONAL JOURNAL OF ENTREPRENEURSHIP & SMALL BUSINESS, 2025, 55 (01):
  • [18] AIS Adoption Challenges: The Role of Interactions Between Humans and Artificial Intelligence in Adoption of Adaptive Learning
    Osmanoglu, Baran
    HCI INTERNATIONAL 2022 - LATE BREAKING PAPERS: INTERACTION IN NEW MEDIA, LEARNING AND GAMES, 2022, 13517 : 377 - 389
  • [19] Intelligent Integration: Harnessing Artificial Intelligence for Enhanced Performace and Efficiency in Electric Vehicles
    Pardhasaradhi, Billa
    Shilaja, C.
    Gopinath, S.
    Vasuki, P.
    Arun, V.
    Purushottama, T. L.
    JOURNAL OF ELECTRICAL SYSTEMS, 2024, 20 (05) : 376 - 385
  • [20] Advanced artificial intelligence model for solar irradiance forecasting for solar electric vehicles
    Khalfa, Mohamed Abdellatif
    Manai, Lazhar
    Mchara, Walid
    INTERNATIONAL JOURNAL OF DYNAMICS AND CONTROL, 2025, 13 (03)