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Advanced Methods of Power Load Forecasting by J. Carlos García-Díaz

Advanced Methods of Power Load Forecasting

by J. Carlos García-Díaz
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Book cover type: Hardcover
  • ISBN13: 9783036542188
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Mdpi AG
  • Publisher Imprint: Mdpi AG
  • Publication Date:
  • Pages: 128
  • Original Price: GBP 43.35
  • Language: English
  • Edition: N/A
  • Item Weight: 481 grams
  • BISAC Subject(s): Computer Science

This reprint introduces advanced prediction models focused on power load forecasting. Models based on artificial intelligence and more traditional approaches are shown, demonstrating the real possibilities of use to improve prediction in this field. Models of LSTM neural networks, LSTM networks with a SESDA architecture, in even LSTM-CNN are used. On the other hand, multiple seasonal Holt-Winters models with discrete seasonality and the application of the Prophet method to demand forecasting are presented. These models are applied in different circumstances and show highly positive results. This reprint is intended for both researchers related to energy management and those related to forecasting, especially power load.

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