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Electronic Resource

Advanced Methods of Power Load Forecasting

Trull, Óscar - Personal Name; García-Díaz, J. Carlos - Personal Name;

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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Detail Information
Series Title
-
Call Number
-
Publisher
Basel, Switzerland : MDPI - Multidisciplinary Digital Publishing Institute., 2022
Collation
128hlm; ill., lamp.,
Language
English
ISBN/ISSN
9783036542188, 9783036542171
Classification
NONE
Content Type
text
Media Type
computer
Carrier Type
online resource
Edition
-
Subject(s)
Physics
Research and information: general
Specific Detail Info
-
Statement of Responsibility
García-Díaz, J. Carlos (editor) Trull, Óscar (editor)
Other Information
Cataloger
ida
Source
https://directory.doabooks.org/handle/20.500.12854/84505
Validator
-
Digital Object Identifier (DOI)
10.3390/books978-3-0365-4217-1
Journal Volume
-
Journal Issue
-
Subtitle
-
Parallel Title
-
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No other version available

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