Solar forecasting methods for renewable energy integration
The higher penetration of renewable resources in the energy portfolios of several
communities accentuates the need for accurate forecasting of variable resources (solar …
communities accentuates the need for accurate forecasting of variable resources (solar …
A review on modeling of solar photovoltaic systems using artificial neural networks, fuzzy logic, genetic algorithm and hybrid models
The uncertainty associated with modeling and performance prediction of solar photovoltaic
systems could be easily and efficiently solved by artificial intelligence techniques. During the …
systems could be easily and efficiently solved by artificial intelligence techniques. During the …
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 …
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 …
available for location of interest due to absence of a meteorological station. Therefore, the …
Machine-learning methods for integrated renewable power generation: A comparative study of artificial neural networks, support vector regression, and Gaussian …
M Sharifzadeh, A Sikinioti-Lock, N Shah - Renewable and Sustainable …, 2019 - Elsevier
Renewable energy from wind and solar resources can contribute significantly to the
decarbonisation of the conventionally fossil-driven electricity grid. However, their seamless …
decarbonisation of the conventionally fossil-driven electricity grid. However, their seamless …
Ensemble methods for wind and solar power forecasting—A state-of-the-art review
This paper reviews state-of-the-art on wind speed/power forecasting and solar irradiance
forecasting with ensemble methods. The ensemble forecasting methods are grouped into …
forecasting with ensemble methods. The ensemble forecasting methods are grouped into …
Spatiotemporal forecasting in earth system science: Methods, uncertainties, predictability and future directions
Spatiotemporal forecasting (STF) extends traditional time series forecasting or spatial
interpolation problem to space and time dimensions. Here, we review the statistical, physical …
interpolation problem to space and time dimensions. Here, we review the statistical, physical …
A current perspective on the accuracy of incoming solar energy forecasting
The state-of-the-art in the accuracy of solar resources forecasting is obtained by using
results reported in 1705 accuracy tests reported in several geographic regions (North …
results reported in 1705 accuracy tests reported in several geographic regions (North …
Intra-hour DNI forecasting based on cloud tracking image analysis
R Marquez, CFM Coimbra - Solar Energy, 2013 - Elsevier
We describe an image processing methodology using Total Sky Imagers (TSIs) to generate
short-term forecasts of Direct Normal Irradiance (DNI) at the ground level. Specifically, we …
short-term forecasts of Direct Normal Irradiance (DNI) at the ground level. Specifically, we …
A multilayer perceptron neural network approach for optimizing solar irradiance forecasting in Central Africa with meteorological insights
IM Mfetoum, SK Ngoh, RJJ Molu, BF Nde Kenfack… - Scientific Reports, 2024 - nature.com
Promoting renewable energy sources, particularly in the solar industry, has the potential to
address the energy shortfall in Central Africa. Nevertheless, a difficulty occurs due to the …
address the energy shortfall in Central Africa. Nevertheless, a difficulty occurs due to the …