Advanced Methods of Power Load Forecasting (Hardback or Cased Book)

Garc�a-D�az, J. Carlos

ISBN 10: 3036542183 / ISBN 13: 9783036542188

Editore: Mdpi AG 5/18/2022, 2022

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Advanced Methods of Power Load Forecasting 1.06.

Codice articolo BBS-9783036542188

Dati bibliografici

• Titolo: Advanced Methods of Power Load Forecasting (Hardback or Cased Book)
• Editore: Mdpi AG 5/18/2022
• Data di pubblicazione: 2022
• Lingua: Inglese
• ISBN 10: 3036542183
• ISBN 13: 9783036542188
• Rilegatura: Hardback or Cased Book
• Condizione: New
• Tipo di libro: Book

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Riassunto

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.