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AI and Energy Justice

Author

Listed:
  • Merel Noorman

    (Tilburg Institute for Law, Technology and Society (TILT), Tilburg Law School, Tilburg University, 5037 DB Tilburg, The Netherlands)

  • Brenda Espinosa Apráez

    (Tilburg Institute for Law, Technology and Society (TILT), Tilburg Law School, Tilburg University, 5037 DB Tilburg, The Netherlands)

  • Saskia Lavrijssen

    (Tilburg Institute for Law, Technology and Society (TILT), Tilburg Law School, Tilburg University, 5037 DB Tilburg, The Netherlands)

Abstract

Artificial intelligence (AI) techniques are increasingly used to address problems in electricity systems that result from the growing supply of energy from dynamic renewable sources. Researchers have started experimenting with data-driven AI technologies to, amongst other uses, forecast energy usage, optimize cost-efficiency, monitor system health, and manage network congestion. These technologies are said to, on the one hand, empower consumers, increase transparency in pricing, and help maintain the affordability of electricity in the energy transition, while, on the other hand, they may decrease transparency, infringe on privacy, or lead to discrimination, to name a few concerns. One key concern is how AI will affect energy justice. Energy justice is a concept that has emerged predominantly in social science research to highlight that energy related decisions—in particular, as part of the energy transition—should produce just outcomes. The concept has been around for more than a decade, but research that investigates energy (in)justice in the context of digitalized and data-driven electricity systems is still rather scarce. In particular, there is a lack of scholarship focusing on the challenges and questions that arise from the use of AI technologies in the management of electricity systems. The central question of this paper is, therefore: what may be the implications of the use of AI in smart electricity systems from the perspective of energy justice, and what does this mean for the design and regulation of these technologies?

Suggested Citation

  • Merel Noorman & Brenda Espinosa Apráez & Saskia Lavrijssen, 2023. "AI and Energy Justice," Energies, MDPI, vol. 16(5), pages 1-16, February.
    • Handle: RePEc:gam:jeners:v:16:y:2023:i:5:p:2110-:d:1076290
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    References listed on IDEAS

    as
    1. Sovacool, Benjamin K. & Dworkin, Michael H., 2015. "Energy justice: Conceptual insights and practical applications," Applied Energy, Elsevier, vol. 142(C), pages 435-444.
    2. Blanka Vitéz & Saskia Lavrijssen, 2020. "The Energy Transition: Democracy, Justice and Good Regulation of the Heat Market," Energies, MDPI, vol. 13(5), pages 1-24, March.
    3. Benjamin K. Sovacool & Raphael J. Heffron & Darren McCauley & Andreas Goldthau, 2016. "Energy decisions reframed as justice and ethical concerns," Nature Energy, Nature, vol. 1(5), pages 1-6, May.
    4. Milchram, Christine & Hillerbrand, Rafaela & van de Kaa, Geerten & Doorn, Neelke & Künneke, Rolf, 2018. "Energy Justice and Smart Grid Systems: Evidence from the Netherlands and the United Kingdom," Applied Energy, Elsevier, vol. 229(C), pages 1244-1259.
    5. Sovacool, Benjamin K. & Burke, Matthew & Baker, Lucy & Kotikalapudi, Chaitanya Kumar & Wlokas, Holle, 2017. "New frontiers and conceptual frameworks for energy justice," Energy Policy, Elsevier, vol. 105(C), pages 677-691.
    6. Amir Mosavi & Mohsen Salimi & Sina Faizollahzadeh Ardabili & Timon Rabczuk & Shahaboddin Shamshirband & Annamaria R. Varkonyi-Koczy, 2019. "State of the Art of Machine Learning Models in Energy Systems, a Systematic Review," Energies, MDPI, vol. 12(7), pages 1-42, April.
    7. Calver, Philippa & Simcock, Neil, 2021. "Demand response and energy justice: A critical overview of ethical risks and opportunities within digital, decentralised, and decarbonised futures," Energy Policy, Elsevier, vol. 151(C).
    8. Heffron, Raphael J., 2022. "Applying energy justice into the energy transition," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).
    9. Momin M. Malik, 2020. "A Hierarchy of Limitations in Machine Learning," Papers 2002.05193, arXiv.org, revised Feb 2020.
    10. Heffron, Raphael J. & McCauley, Darren & Sovacool, Benjamin K., 2015. "Resolving society's energy trilemma through the Energy Justice Metric," Energy Policy, Elsevier, vol. 87(C), pages 168-176.
    11. Maher, Imelda & Stefan, Oana, 2019. "Delegation of powers and the rule of law: Energy justice in EU energy regulation," Energy Policy, Elsevier, vol. 128(C), pages 84-93.
    12. Milchram, Christine & Künneke, Rolf & Doorn, Neelke & van de Kaa, Geerten & Hillerbrand, Rafaela, 2020. "Designing for justice in electricity systems: A comparison of smart grid experiments in the Netherlands," Energy Policy, Elsevier, vol. 147(C).
    13. Neuteleers, Stijn & Mulder, Machiel & Hindriks, Frank, 2017. "Assessing fairness of dynamic grid tariffs," Energy Policy, Elsevier, vol. 108(C), pages 111-120.
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