A review on global solar radiation prediction with machine learning models in a comprehensive perspective

Y Zhou, Y Liu, D Wang, X Liu, Y Wang - Energy Conversion and …, 2021 - Elsevier
Global solar radiation information is the basis for many solar energy utilizations as well as
for economic and environmental considerations. However, because solar-radiation …

Solar photovoltaic generation forecasting methods: A review

S Sobri, S Koohi-Kamali, NA Rahim - Energy conversion and management, 2018 - Elsevier
Solar photovoltaic plants are widely integrated into most countries worldwide. Due to the
ever-growing utilization of solar photovoltaic plants, either via grid-connection or stand …

A comprehensive review of hybrid models for solar radiation forecasting

M Guermoui, F Melgani, K Gairaa… - Journal of Cleaner …, 2020 - Elsevier
Solar radiation components assessment is a highly required parameter for solar energy
applications. Due to the non-stationary behavior of solar radiation parameters and variety of …

Hybrid deep neural model for hourly solar irradiance forecasting

X Huang, Q Li, Y Tai, Z Chen, J Zhang, J Shi, B Gao… - Renewable Energy, 2021 - Elsevier
Owing to integrating photovoltaic solar systems into power networks, accurate prediction of
solar irradiance plays an increasingly significant role in electric energy planning and …

Solar radiation prediction using Artificial Neural Network techniques: A review

AK Yadav, SS Chandel - Renewable and sustainable energy reviews, 2014 - Elsevier
Solar radiation data plays an important role in solar energy research. These data are not
available for location of interest due to absence of a meteorological station. Therefore, the …

A support vector machine–firefly algorithm-based model for global solar radiation prediction

L Olatomiwa, S Mekhilef, S Shamshirband… - Solar Energy, 2015 - Elsevier
In this paper, the accuracy of a hybrid machine learning technique for solar radiation
prediction based on some meteorological data is examined. For this aim, a novel method …

Solar radiation prediction using different techniques: model evaluation and comparison

L Wang, O Kisi, M Zounemat-Kermani… - … and Sustainable Energy …, 2016 - Elsevier
Daily observations of meteorological parameters, air temperature, air pressure, relative
humidity, water vapor pressure and sunshine duration hours observed at 12 stations in …

A comprehensive review on large-scale photovoltaic system with applications of electrical energy storage

CS Lai, Y Jia, LL Lai, Z Xu, MD McCulloch… - … and Sustainable Energy …, 2017 - Elsevier
In order to mitigate energy crisis and to meet carbon-emission reduction targets, the use of
electrical energy produced by solar photovoltaic (PV) is inevitable. To meet the global …

Deep photovoltaic nowcasting

J Zhang, R Verschae, S Nobuhara, JF Lalonde - Solar Energy, 2018 - Elsevier
Predicting the short-term power output of a photovoltaic panel is an important task for the
efficient management of smart grids. Short-term forecasting at the minute scale, also known …

A new hybrid support vector machine–wavelet transform approach for estimation of horizontal global solar radiation

K Mohammadi, S Shamshirband, CW Tong… - Energy Conversion and …, 2015 - Elsevier
In this paper, a new hybrid approach by combining the Support Vector Machine (SVM) with
Wavelet Transform (WT) algorithm is developed to predict horizontal global solar radiation …