Deep learning models for solar irradiance forecasting: A comprehensive review

P Kumari, D Toshniwal - Journal of Cleaner Production, 2021 - Elsevier
The growing human population in this modern society hugely depends on the energy to
fulfill their day-to-day needs and activities. Renewable energy sources, especially solar …

Energy consumption and carbon emissions forecasting for industrial processes: Status, challenges and perspectives

Y Hu, Y Man - Renewable and Sustainable Energy Reviews, 2023 - Elsevier
The industrial process consumes substantial energy and emits large amounts of carbon
dioxide. With the help of accurate energy consumption and carbon emissions forecasting …

How solar radiation forecasting impacts the utilization of solar energy: A critical review

N Krishnan, KR Kumar, CS Inda - Journal of Cleaner Production, 2023 - Elsevier
The demand for energy generation from solar energy resource has been exponentially
increasing in recent years. It is integral for a grid operator to maintain the balance between …

Sizing and forecasting techniques in photovoltaic-wind based hybrid renewable energy system: A review

AK Bansal - Journal of Cleaner Production, 2022 - Elsevier
With increasing awareness towards environmental concern, efforts are made to reduce
harmful effects of conventional electricity generation methods and uses of renewable …

Efficient daily solar radiation prediction with deep learning 4-phase convolutional neural network, dual stage stacked regression and support vector machine CNN …

S Ghimire, T Nguyen-Huy, RC Deo… - Sustainable Materials …, 2022 - Elsevier
Optimal utilisation of the sun's freely available energy to generate electricity requires efficient
predictive models of global solar radiation (GSR). These are necessary to provide solar …

Forecasting spread of COVID-19 using google trends: A hybrid GWO-deep learning approach

S Prasanth, U Singh, A Kumar, VA Tikkiwal… - Chaos, Solitons & …, 2021 - Elsevier
The recent outbreak of COVID-19 has brought the entire world to a standstill. The rapid pace
at which the virus has spread across the world is unprecedented. The sheer number of …

[HTML][HTML] A comprehensive review and analysis of solar forecasting techniques

P Singla, M Duhan, S Saroha - Frontiers in Energy, 2021 - Springer
In the last two decades, renewable energy has been paid immeasurable attention to toward
the attainment of electricity requirements for domestic, industrial, and agriculture sectors …

Predicting surface solar radiation using a hybrid radiative Transfer–Machine learning model

Y Lu, L Wang, C Zhu, L Zou, M Zhang, L Feng… - … and Sustainable Energy …, 2023 - Elsevier
Solar radiation is one of the cleanest sources of renewable energy, and it affects the carbon
sink functions of terrestrial ecosystems. Although efforts have been made to establish solar …

Deep neural networks for predicting solar radiation at Hail Region, Saudi Arabia

S Boubaker, M Benghanem, A Mellit, A Lefza… - Ieee …, 2021 - ieeexplore.ieee.org
Forecasted global horizontal irradiation (GHI) can help for designing, sizing and
performances analysis of photovoltaic (PV) systems including water PV pumping systems …

AI-based forecasting for optimised solar energy management and smart grid efficiency

P Bouquet, I Jackson, M Nick… - International Journal of …, 2024 - Taylor & Francis
This paper considers two pertinent research inquiries:'Can an AI-based predictive
framework be utilised for the optimisation of solar energy management?'and 'What are the …