Multiple Site Intraday Solar Irradiance Forecasting by Machine Learning Algorithms: MGGP and MLP Neural Networks

Multiple Site Intraday Solar Irradiance Forecasting by Machine Learning Algorithms: MGGP and MLP Neural Networks

The forecasting of solar irradiance in photovoltaic power generation is an important tool for the integration of intermittent renewable energy sources (RES) in electrical utility grids. This study evaluates two machine learning (ML) algorithms for intraday solar irradiance forecasting: multigene gen...

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Bibliographic Details
Main Authors: Gabriel Mendonça de Paiva, Sergio Pires Pimentel, Bernardo Pinheiro Alvarenga, Enes Gonçalves Marra, Marco Mussetta, Sonia Leva
Format: Article
Language:English
Published: MDPI AG 2020-06-01
Series:Energies
Subjects:
solar irradiance forecasting
multigene genetic programming
multilayer perceptron
artificial neural networks
short-term forecasting
intraday forecasting
Online Access:https://www.mdpi.com/1996-1073/13/11/3005

Internet

https://www.mdpi.com/1996-1073/13/11/3005

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