Machine learning approach for solar irradiance estimation on tilted surfaces in comparison with sky models prediction

Machine learning approach for solar irradiance estimation on tilted surfaces in comparison with sky models prediction

In this study, two supervised machine learning models (Extreme Gradient Boosting and K-nearest Neighbour) and four isotropic sky models (Liu and Jordan, Badescu, Koronakis, and Tian) were employed to estimate global solar radiation on daily data measured for one year period at the National Center fo...

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Bibliographic Details
Main Authors: Mbah O. M., Madueke C. I., Umunakwe R., Okafor C. O.
Format: Article
Language:English
Published: Sumy State University 2022-09-01
Series:Журнал інженерних наук
Subjects:
machine learning
sky models
solar energy
solar radiation
tilted surface
Online Access:https://jes.sumdu.edu.ua/machine-learning-approach-for-solar-irradiance-estimation-on-tilted-surfaces-in-comparison-with-sky-models-prediction/
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https://jes.sumdu.edu.ua/machine-learning-approach-for-solar-irradiance-estimation-on-tilted-surfaces-in-comparison-with-sky-models-prediction/

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