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Intelligent Data-Driven Modelling and Optimization in Power and Energy Applications.

Intelligent Data-Driven Modelling and Optimization in Power and Energy Applications.

・ISBN 978-1-032-47206-5 hard GB£ 83.99

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お気に入り
電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 9781003470274
著者・編者Prusty, B Rajanarayan / Gupta, Neeraj / Bingi, Kishore / Sehgal, Rakesh (eds.),
シリーズ (Intelligent Data-Driven Systems and Artificial Intelligence)
出版社 (CRC Press, UK)
出版年月2024
ページ数238 pp.
言語ENG
ニュース番号<A01-96312>

解説

This book provides a comprehensive understanding of how intelligent data-driven techniques can be used for modelling, controlling, and optimizing various power and energy applications. It aims to develop multiple data-driven models for forecasting renewable energy sources and to interpret the benefits of these techniques in line with first-principles modelling approaches. By doing so, the book aims to stimulate deep insights into computational intelligence approaches in data-driven models and to promote their potential applications in the power and energy sectors. Its key features include:

  • an exclusive section on essential preprocessing approaches for the data-driven model
  • a detailed overview of data-driven model applications to power system planning and operational activities
  • specific focus on developing forecasting models for renewable generations such as solar PV and wind power, and
  • showcasing the judicious amalgamation of allied mathematical treatments such as optimization and fractional calculus in data-driven model-based frameworks

This book presents novel concepts for applying data-driven models, mainly in the power and energy sectors, and is intended for graduate students, industry professionals, research, and academic personnel.