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The Emerging Role of Artificial Intelligence in Enhancing Energy Efficiency and Reducing GHG Emissions in Transport Systems

Author

Listed:
  • Tymoteusz Miller

    (Institute of Marine and Environmental Sciences, University of Szczecin, Wąska 13, 71-415 Szczecin, Poland
    Faculty of Data Science and Information, INTI International University, Persiaran Perdana BBN, Putra Nilai, Nilai 71800, Negeri Sembilan, Malaysia)

  • Irmina Durlik

    (Faculty of Navigation, Maritime University of Szczecin, Waly Chrobrego 1-2, 70-500 Szczecin, Poland)

  • Ewelina Kostecka

    (Faculty of Mechatronics and Electrical Engineering, Maritime University of Szczecin, Waly Chrobrego 1-2, 70-500 Szczecin, Poland)

  • Adrianna Łobodzińska

    (Institute of Biology, University of Szczecin, 71-413 Szczecin, Poland
    Doctoral School, University of Szczecin, 70-453 Szczecin, Poland)

  • Marcin Matuszak

    (Faculty of Marine Engineering, Maritime University of Szczecin, Willowa 2, 71-650 Szczecin, Poland)

Abstract

The global transport sector, a significant contributor to energy consumption and greenhouse gas (GHG) emissions, requires innovative solutions to meet sustainability goals. Artificial intelligence (AI) has emerged as a transformative technology, offering opportunities to enhance energy efficiency and reduce GHG emissions in transport systems. This study provides a comprehensive review of AI’s role in optimizing vehicle energy management, traffic flow, and alternative fuel technologies, such as hydrogen fuel cells and biofuels. It explores AI’s potential to drive advancements in electric and autonomous vehicles, shared mobility, and smart transportation systems. The economic analysis demonstrates the viability of AI-enhanced transport, considering Total Cost of Ownership (TCO) and cost-benefit outcomes. However, challenges such as data quality, computational demands, system integration, and ethical concerns must be addressed to fully harness AI’s potential. The study also highlights the policy implications of AI adoption, underscoring the need for supportive regulatory frameworks and energy policies that promote innovation while ensuring safety and fairness.

Suggested Citation

  • Tymoteusz Miller & Irmina Durlik & Ewelina Kostecka & Adrianna Łobodzińska & Marcin Matuszak, 2024. "The Emerging Role of Artificial Intelligence in Enhancing Energy Efficiency and Reducing GHG Emissions in Transport Systems," Energies, MDPI, vol. 17(24), pages 1-31, December.
    • Handle: RePEc:gam:jeners:v:17:y:2024:i:24:p:6271-:d:1542270
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    2. Yang, Xun & Tsoulakos, Nikolaos & Xiao, Zhe & Wei, Xiaoyang & Fu, Xiuju & Yan, Ran, 2025. "Estimation of shipping emissions from maritime big data: A comprehensive review and prospective," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 202(C).

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