Modeling daily global solar radiation using only temperature data: Past, development, and future

R Qiu, L Li, L Wu, E Agathokleous, C Liu… - … and Sustainable Energy …, 2022 - Elsevier
Accurate determination on global solar radiation (R s) is essential in many disciplines and
sectors. This study comprehensively reviewed 78 existing models and developed 4 new …

Improving the accuracy of daily solar radiation prediction by climatic data using an efficient hybrid deep learning model: Long short-term memory (LSTM) network …

M Alizamir, J Shiri, AF Fard, S Kim, ARD Gorgij… - … Applications of Artificial …, 2023 - Elsevier
Accurate daily solar radiation prediction is a crucial task for the management and generation
of solar energy as one of the alternatives to fossil fuels. In this study, the prediction accuracy …

Empirical sunshine-based models vs online estimators for solar resources

M Paulescu, V Badescu, S Budea… - … and Sustainable Energy …, 2022 - Elsevier
Monthly averaged daily global solar irradiation data collected from four online platforms
(NASA POWER, MERRA2, ERA5 and CAMS) are compared with ground measured data …

Graphical decomposition model to estimate hourly global solar radiation considering weather stochasticity

Y Li, Y Wang, W Yao, W Gao, H Fukuda… - Energy Conversion and …, 2023 - Elsevier
Hourly solar radiation data are of great concern for solar PV, solar thermal and building
energy assessment. Unfortunately, due to economic as well as technical limitations, most …

Forecasting of global solar radiation: A statistical approach using simulated annealing algorithm

YA Kaplan - Engineering Applications of Artificial Intelligence, 2024 - Elsevier
In recent years, the share of renewable energy sources in current energy production has
been increasing due to the depletion of fossil fuel resources, increasing energy needs and …

Short–term global solar radiation forecasting based on an improved method for sunshine duration prediction and public weather forecasts

S Qin, Z Liu, R Qiu, Y Luo, J Wu, B Zhang, L Wu… - Applied Energy, 2023 - Elsevier
Accurate forecasting of daily global solar radiation (R s) is important for photovoltaic power
and other sectors. Numerical models coupled with public weather forecasts information is a …

[HTML][HTML] Modified temperature-based global solar radiation models for estimation in regions with scarce experimental data

JI Prieto, D García - Energy Conversion and Management, 2022 - Elsevier
Reliable data on the availability of solar energy is needed, as solar energy is an essential
resource for sustainable development worldwide. However, ground-based radiometric …

Hourly global solar radiation prediction based on seasonal and stochastic feature

Y Li, Y Wang, H Qian, W Gao, H Fukuda, W Zhou - Heliyon, 2023 - cell.com
Accurate and detailed solar radiation data play a crucial role in the simulation of building
thermal and photovoltaic systems. However, developing a highly precise and dependable …

Interpretable deep learning framework for hourly solar radiation forecasting based on decomposing multi-scale variations

Y Li, W Zhou, Y Wang, S Miao, W Yao, W Gao - Applied Energy, 2025 - Elsevier
High-precision solar radiation forecasting is crucial for the economic and reliable operation
of building energy systems and contributes to achieving sustainability goals. However …

Monthly Global Solar Radiation Model Based on Artificial Neural Network, Temperature Data and Geographical and Topographical Parameters: A Case Study in …

E González-Plaza, D García, JI Prieto - Sustainability, 2024 - mdpi.com
Solar energy plays an essential role in the current energy context to achieve sustainable
development while supplying energy needs, creating jobs, and protecting the environment …