Adaptive Neuro-Fuzzy Inference System and a Multilayer Perceptron Model Trained with Grey Wolf Optimizer for Predicting Solar Diffuse Fraction

Adaptive Neuro-Fuzzy Inference System and a Multilayer Perceptron Model Trained with Grey Wolf Optimizer for Predicting Solar Diffuse Fraction

The accurate prediction of the solar diffuse fraction (DF), sometimes called the diffuse ratio, is an important topic for solar energy research. In the present study, the current state of Diffuse irradiance research is discussed and then three robust, machine learning (ML) models are examined using...

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Bibliographic Details
Main Authors: Randall Claywell, Laszlo Nadai, Imre Felde, Sina Ardabili, Amirhosein Mosavi
Format: Article
Language:English
Published: MDPI AG 2020-10-01
Series:Entropy
Subjects:
machine learning
prediction
adaptive neuro-fuzzy inference system
adaptive network-based fuzzy inference system
diffuse fraction
multilayer perceptron (MLP)
Online Access:https://www.mdpi.com/1099-4300/22/11/1192

Internet

https://www.mdpi.com/1099-4300/22/11/1192

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