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Short-term probabilistic forecasts for Direct Normal Irradiance
Renewable Energy, 2017Abstract A k-nearest neighbor (kNN) ensemble model has been developed to generate Probability Density Function (PDF) forecasts for intra-hour Direct Normal Irradiance (DNI). This probabilistic forecasting model, which uses diffuse irradiance measurements and cloud cover information as exogenous feature inputs, adaptively provides arbitrary PDF ...
CARLOS Coimbra, Yinghao Chu
exaly +3 more sources
Adarmer: An Adaptive Transformer for Direct Normal Irradiance Forecasting
2024 International Conference on Machine Learning and Applications (ICMLA)Concentrated solar power (CSP) technology offers a carbon-free approach to power generation, providing a relatively stable and uninterrupted electricity supply compared to other renewable sources.
Muhammad Saud Ul Hassan +2 more
semanticscholar +2 more sources
Energy, 2014
Abstract DNI (direct normal irradiance) can be calculated from global and diffuse horizontal irradiance measurements. However, the diffuse irradiance values need to be corrected because the pyranometer's shadowband does not obstruct only the solar disk but also a larger part of the sky vault.
A Kazantzidis
exaly +2 more sources
Abstract DNI (direct normal irradiance) can be calculated from global and diffuse horizontal irradiance measurements. However, the diffuse irradiance values need to be corrected because the pyranometer's shadowband does not obstruct only the solar disk but also a larger part of the sky vault.
A Kazantzidis
exaly +2 more sources
Solar Energy, 2019
Solar resource assessment is carried out in a feasibility study using reliable meteorological elements including solar irradiance. In concentrating solar power plants, the direct normal irradiance is the key variable in the system operation.
Chang Kim +2 more
exaly +2 more sources
Solar resource assessment is carried out in a feasibility study using reliable meteorological elements including solar irradiance. In concentrating solar power plants, the direct normal irradiance is the key variable in the system operation.
Chang Kim +2 more
exaly +2 more sources
Constructing a gridded direct normal irradiance dataset in China during 1981–2014
Renewable and Sustainable Energy Reviews, 2020High-quality direct normal irradiance (DNI) observations are of vital importance for the optimal design, installation and profitability of CST plants. Numerous models have been developed for estimating DNI at regional or global scales.
Lunche Wang, Jing Wei, Chris Gueymard
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Estimation of one-minute direct normal irradiance using a deep neural network for five climate zones
Renewable and Sustainable Energy Reviews, 2023JOSÉ M Cardemil +2 more
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Prediction of Direct Normal Irradiation Based on CNN-LSTM Model
Proceedings of the 2020 5th International Conference on Multimedia Systems and Signal Processing, 2020Due to the intermittency and instability of power output of solar power stations (SPS), the safety and stationarity of the electric grid are facing considerable challenges. So, it is essential to predict the power output of SPS accurately. To date, as the most important meteorological factor determining the power output of SPS, the prediction of direct
Chengying Zhang +3 more
openaire +1 more source
, 2021
Under cloud-free skies, aerosols are mainly responsible for controlling the observed Direct Normal Irradiance (DNI) variability for studying and designing Solar Concentrating Technologies. In this study, the induced uncertainties on cloud-free DNI due to
V. Salamalikis +3 more
semanticscholar +1 more source
Under cloud-free skies, aerosols are mainly responsible for controlling the observed Direct Normal Irradiance (DNI) variability for studying and designing Solar Concentrating Technologies. In this study, the induced uncertainties on cloud-free DNI due to
V. Salamalikis +3 more
semanticscholar +1 more source
Calculation of direct normal irradiation from global horizontal irradiation
AIP Conference Proceedings, 2012Concentrator Photovoltaic (CPV) systems only work with the Direct Normal Irradiance (DNI), so a knowledge of DNI data is required for the design and evaluation of these kinds of systems. DNI is not always measured at ground meteorological stations due to equipment costs.
Pedro Rodrigo +8 more
openaire +1 more source
, 2021
The interest of the direct normal irradiation (DNI) estimation is important in the evaluation of the solar potential and, consequently, for data correction and expansion of the historical series. In this study, a review of the performance of 16 models of
Cícero Manoel dos Santos +5 more
semanticscholar +1 more source
The interest of the direct normal irradiation (DNI) estimation is important in the evaluation of the solar potential and, consequently, for data correction and expansion of the historical series. In this study, a review of the performance of 16 models of
Cícero Manoel dos Santos +5 more
semanticscholar +1 more source

