A Fuzzy Logic Model for Hourly Electrical Power Demand Modeling

In this article, a fuzzy logic model is proposed for more precise hourly electrical power demand modeling in New England. The issue that exists when considering hourly electrical power demand modeling is that these types of plants have a large amount of data. In order to obtain a more precise model...

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Bibliographic Details
Published in:Electronics (Basel) 2021-02, Vol.10 (4), p.448
Main Authors: Islas, Marco Antonio, Rubio, José de Jesús, Muñiz, Samantha, Ochoa, Genaro, Pacheco, Jaime, Meda-Campaña, Jesus Alberto, Mujica-Vargas, Dante, Aguilar-Ibañez, Carlos, Gutierrez, Guadalupe Juliana, Zacarias, Alejandro
Format: Article
Language:English
Subjects:
Datasets
Demand
Fuzzy logic
Modelling
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Summary:In this article, a fuzzy logic model is proposed for more precise hourly electrical power demand modeling in New England. The issue that exists when considering hourly electrical power demand modeling is that these types of plants have a large amount of data. In order to obtain a more precise model of plants with a large amount of data, the main characteristics of the proposed fuzzy logic model are as follows: (1) it is in accordance with the conditions under which a fuzzy logic model and a radial basis mapping model are equivalent to obtain a new scheme, (2) it uses a combination of the descending gradient and the mini-lots approach to avoid applying the descending gradient to all data.
ISSN:2079-9292
2079-9292
DOI:10.3390/electronics10040448