Multi-step-ahead forecasting of daily solar radiation components in the Saharan climate

R Khelifi, M Guermoui, A Rabehi… - … Journal of Ambient Energy, 2020 - Taylor & Francis
… models proposed in the literature for GHR and DHR are reviewed. Section 3 describes site
… In our case, the data were integrated to generate solar radiation values on a daily basis. …

Multi-time-step ahead daily global solar radiation forecasting: performance evaluation of wavelet-based artificial neural network model

SS Sharifi, V Rezaverdinejad, V Nourani… - Meteorology and …, 2022 - Springer
… A review of different ANN techniques for solar radiation … 5, it is evident that in most cases,
the selected Wavelet-ANN models … of Wavelet-ANN for multi-step ahead daily GSR forecasting

Near real-time global solar radiation forecasting at multiple time-step horizons using the long short-term memory network

ANL Huynh, RC Deo, DA An-Vo, M Ali, N Raj… - Energies, 2020 - mdpi.com
… of the LSTM forecasting technique in the near-real-time case by … Specifically, a review of
solar irradiance forecasts using … data, applied for multi-step forecasting horizons. To expand the …

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
multi-step ahead solar radiation prediction method ignores the time-dependence of a future
solar radiation … More specifically, solar systems fluctuate during a daily cycle, which makes …

Potential assessment of the TVF-EMD algorithm in forecasting hourly global solar radiation: Review and case studies

M Guermoui, K Gairaa, K Ferkous… - Journal of Cleaner …, 2023 - Elsevier
… Table 1, provide more details about the numerical results and data of the reviewed
literature. The map in Fig. 1 depicts the daily and the yearly variation of global solar radiation

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
… original data, the solar radiation for our case study, especially … ML forecasting model is
proposed to forecast multi-step aheadreview of hybrid models for solar radiation forecasting. J. …

Multi-step solar irradiation prediction based on weather forecast and generative deep learning model

Y Gao, S Miyata, Y Akashi - Renewable Energy, 2022 - Elsevier
… Table 1 provides a literature review and summary of the … In this case, we will only compare
this chapter with the cases … effect on solar irradiation prediction than using daily maximum and …

A comprehensive review of hybrid models for solar radiation forecasting

M Guermoui, F Melgani, K Gairaa… - Journal of Cleaner …, 2020 - Elsevier
… In the second stage, produce daily clearness index kt … ANN predicts the daily global solar
radiation with satisfactory … is conducted based on the predicted cloud cover index by means of …

An ensemble approach for multi-step ahead energy forecasting of household communities

AM Pirbazari, E Sharma, A Chakravorty… - IEEE …, 2021 - ieeexplore.ieee.org
energy usage and solar energy production, considering different … Section III describes the
case study, followed by forecasting … A review of using ANNs for building electrical energy

Deep learning based long-term global solar irradiance and temperature forecasting using time series with multi-step multivariate output

N Azizi, M Yaghoubirad, M Farajollahi, A Ahmadi - Renewable Energy, 2023 - Elsevier
… This variability is due to the variety of cloud cover, aerosol, and … Proper forecasting and
accurate solar radiation analysis could … By using the precise prediction of solar radiation, it is …