TY - JOUR
T1 - A fuzzy logic model for hourly electrical power demand modeling
AU - Islas, Marco Antonio
AU - Rubio, José de Jesús
AU - Muñiz, Samantha
AU - Ochoa, Genaro
AU - Pacheco, Jaime
AU - Meda-Campaña, Jesus Alberto
AU - Mujica-Vargas, Dante
AU - Aguilar-Ibañez, Carlos
AU - Gutierrez, Guadalupe Juliana
AU - Zacarias, Alejandro
N1 - Publisher Copyright:
© 2021 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2021/2/2
Y1 - 2021/2/2
N2 - 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.
AB - 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.
KW - Descending gradient
KW - Fuzzy logic model
KW - Hourly electrical power demand
KW - Mini-lots approach
UR - http://www.scopus.com/inward/record.url?scp=85101179873&partnerID=8YFLogxK
U2 - 10.3390/electronics10040448
DO - 10.3390/electronics10040448
M3 - Artículo
AN - SCOPUS:85101179873
SN - 2079-9292
VL - 10
SP - 1
EP - 12
JO - Electronics (Switzerland)
JF - Electronics (Switzerland)
IS - 4
M1 - 448
ER -