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 …
for economic and environmental considerations. However, because solar-radiation …
A state of art review on estimation of solar radiation with various models
Solar radiation is free, and very useful input for most sectors such as heat, health, tourism,
agriculture, and energy production, and it plays a critical role in the sustainability of …
agriculture, and energy production, and it plays a critical role in the sustainability of …
A novel approach based on integration of convolutional neural networks and deep feature selection for short-term solar radiation forecasting
H Acikgoz - Applied Energy, 2022 - Elsevier
In this study, a novel deep solar forecasting approach is proposed based on the complete
ensemble empirical mode decomposition with adaptive noise (CEEMDAN), continuous …
ensemble empirical mode decomposition with adaptive noise (CEEMDAN), continuous …
A novel machine learning approach for solar radiation estimation
Solar irradiation (Rs) is the electromagnetic radiation energy emitted by the Sun. It plays a
crucial role in sustaining life on Earth by providing light, heat, and energy. Furthermore, it …
crucial role in sustaining life on Earth by providing light, heat, and energy. Furthermore, it …
A multi-step ahead global solar radiation prediction method using an attention-based transformer model with an interpretable mechanism
Y Zhou, Y Li, D Wang, Y Liu - International Journal of Hydrogen Energy, 2023 - Elsevier
The conventional multi-step ahead solar radiation prediction method ignores the time-
dependence of a future solar radiation time series. Therefore, according to sequence-to …
dependence of a future solar radiation time series. Therefore, according to sequence-to …
Short‐Term PV Power Forecasting Using a Hybrid TVF‐EMD‐ELM Strategy
R Khelifi, M Guermoui, A Rabehi… - … on Electrical Energy …, 2023 - Wiley Online Library
This paper discusses the efficient implementation of a new hybrid approach to forecasting
short‐term PV power production for four different PV plants in Algeria. The developed model …
short‐term PV power production for four different PV plants in Algeria. The developed model …
A novel hybrid model for solar radiation forecasting using support vector machine and bee colony optimization algorithm: review and case study
This article proposes a new hybrid least squares-support vector machine and artificial bee
colony algorithm (ABC-LS-SVM) for multi-hour ahead forecasting of global solar radiation …
colony algorithm (ABC-LS-SVM) for multi-hour ahead forecasting of global solar radiation …
[HTML][HTML] Solar irradiance forecasting models using machine learning techniques and digital twin: A case study with comparison
N Sehrawat, S Vashisht, A Singh - International Journal of Intelligent …, 2023 - Elsevier
The ever-increasing demand for energy and power consumption due to population growth,
economic expansion, and evolving consumer choices has led to the need for renewable …
economic expansion, and evolving consumer choices has led to the need for renewable …
New soft computing model for multi-hours forecasting of global solar radiation
M Guermoui, K Bouchouicha, S Benkaciali… - … Physical Journal Plus, 2022 - epjplus.epj.org
The growing development of photovoltaic technology has explored the role of effective solar
irradiance forecasting in grid security and stability However, due to its non-stationary nature …
irradiance forecasting in grid security and stability However, due to its non-stationary nature …
Optimized random forest for solar radiation prediction using sunshine hours
CG Villegas-Mier, J Rodriguez-Resendiz… - Micromachines, 2022 - mdpi.com
Knowing exactly how much solar radiation reaches a particular area is helpful when
planning solar energy installations. In recent years the use of renewable energies …
planning solar energy installations. In recent years the use of renewable energies …