Digital Twins in Wind Energy: Emerging Technologies and Industry-Informed Future Directions

Florian Stadtman, Adil Rasheed, Trond Kvamsdal, Kjetil André Johannessen, Omer San +19 more
4/16/2023
cs.HCcs.LG

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Abstract

This article presents a comprehensive overview of the digital twin technology and its capability levels, with a specific focus on its applications in the wind energy industry. It consolidates the definitions of digital twin and its capability levels on a scale from 0-5; 0-standalone, 1-descriptive, 2-diagnostic, 3-predictive, 4-prescriptive, 5-autonomous. It then, from an industrial perspective, identifies the current state of the art and research needs in the wind energy sector. The article proposes approaches to the identified challenges from the perspective of research institutes and offers a set of recommendations for diverse stakeholders to facilitate the acceptance of the technology. The contribution of this article lies in its synthesis of the current state of knowledge and its identification of future research needs and challenges from an industry perspective, ultimately providing a roadmap for future research and development in the field of digital twin and its applications in the wind energy industry.

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@article{stadtman2023digital,
  title  = {Digital Twins in Wind Energy: Emerging Technologies and Industry-Informed Future Directions},
  author = {Florian Stadtman and Adil Rasheed and Trond Kvamsdal and Kjetil André Johannessen and Omer San and Konstanze Kölle and John Olav Giæver Tande and Idar Barstad and Alexis Benhamou and Thomas Brathaug and Tore Christiansen and Anouk-Letizia Firle and Alexander Fjeldly and Lars Frøyd and Alexander Gleim and Alexander Høiberget and Catherine Meissner and Guttorm Nygård and Jørgen Olsen and Håvard Paulshus and Tore Rasmussen and Elling Rishoff and Francesco Scibilia and John Olav Skogås},
  year   = {2023},
  eprint = {2304.11405},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2304.11405v2}
}

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