Short-term forecasting of global solar irradiance in tropical environments with incomplete data

Long short term memory–convolutional neural network based deep hybrid approach for solar irradiance forecasting

(2021) Pratima Kumari et al.   APPLIED ENERGY

Hybrid deep neural model for hourly solar irradiance forecasting

(2021) Xiaoqiao Huang et al.   RENEWABLE ENERGY

Deep learning models for solar irradiance forecasting: A comprehensive review

(2021) Pratima Kumari et al.   Journal of Cleaner Production

MPF-Net: A computational multi-regional solar power forecasting framework

(2021) Faiza Mehmood et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A Framework of Using Machine Learning Approaches for Short-Term Solar Power Forecasting

(2020) Usman Munawar et al.   Journal of Electrical Engineering & Technology

Missing data imputation of high‐resolution temporal climate time series data

(2020) E Afrifa‐Yamoah et al.   METEOROLOGICAL APPLICATIONS

Short-Term Load Forecasting Based on Deep Neural Networks Using LSTM Layer

(2020) Bo-Sung Kwon et al.   Journal of Electrical Engineering & Technology

A comprehensive review of hybrid models for solar radiation forecasting

(2020) Mawloud Guermoui et al.   JOURNAL OF CLEANER PRODUCTION

Machine learning for site-adaptation and solar radiation forecasting

(2020) Gabriel Narvaez et al.   RENEWABLE ENERGY

Global solar radiation prediction by ANN integrated with European Centre for medium range weather forecast fields in solar rich cites of queensland Australia

(2019) Sujan Ghimire et al.   JOURNAL OF CLEANER PRODUCTION

Day-Ahead Solar Irradiance Forecasting for Microgrids Using a Long Short-Term Memory Recurrent Neural Network: A Deep Learning Approach

(2019) Husein et al.   Energies

Missing value imputation for short to mid-term horizontal solar irradiance data

(2018) Haydar Demirhan et al.   APPLIED ENERGY

Performance evaluation of hybrid adaptive neuro-fuzzy inference system models for predicting monthly global solar radiation

(2018) Laith M. Halabi et al.   APPLIED ENERGY

Solar photovoltaic generation forecasting methods: A review

(2018) Sobrina Sobri et al.   ENERGY CONVERSION AND MANAGEMENT

The National Solar Radiation Data Base (NSRDB)

(2018) Manajit Sengupta et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Solar resource assessment through long-term statistical analysis and typical data generation with different time resolutions using GHI measurements

(2018) Edgar F.M. Abreu et al.   RENEWABLE ENERGY

A current perspective on the accuracy of incoming solar energy forecasting

(2018) Robert Blaga et al.   PROGRESS IN ENERGY AND COMBUSTION SCIENCE

Solar radiation forecasting using artificial neural network and random forest methods: Application to normal beam, horizontal diffuse and global components

(2018) L. Benali et al.   RENEWABLE ENERGY

Hourly forecasting of global solar radiation based on multiscale decomposition methods: A hybrid approach

(2017) Stéphanie Monjoly et al.   ENERGY

A multi-stage intelligent approach based on an ensemble of two-way interaction model for forecasting the global horizontal radiation of India

(2017) He Jiang et al.   ENERGY CONVERSION AND MANAGEMENT

Application of extreme learning machine for short term output power forecasting of three grid-connected PV systems

(2017) Monowar Hossain et al.   JOURNAL OF CLEANER PRODUCTION

Cloud cover effect of clear-sky index distributions and differences between human and automatic cloud observations

(2017) Christopher J. Smith et al.   SOLAR ENERGY

Prediction of solar radiation for solar systems by using ANN models with different back propagation algorithms

(2016) Neelamegam Premalatha et al.   Journal of Applied Research and Technology

Forecast for surface solar irradiance at the Brazilian Northeastern region using NWP model and artificial neural networks

(2016) Francisco J.L. Lima et al.   RENEWABLE ENERGY

Review of photovoltaic power forecasting

(2016) J. Antonanzas et al.   SOLAR ENERGY

A novel hybrid approach based on self-organizing maps, support vector regression and particle swarm optimization to forecast solar irradiance

(2015) Zibo Dong et al.   ENERGY

A support vector machine–firefly algorithm-based model for global solar radiation prediction

(2015) Lanre Olatomiwa et al.   SOLAR ENERGY

On modeling global solar irradiation using air temperature for Alagoas State, Northeastern Brazil

(2014) Cícero Manoel Dos Santos et al.   ENERGY

Restoration of long-term missing gaps in solar radiation

(2014) Oluwaseyi T. Ogunsola et al.   ENERGY AND BUILDINGS

Satellite image analysis and a hybrid ESSS/ANN model to forecast solar irradiance in the tropics

(2014) Zibo Dong et al.   ENERGY CONVERSION AND MANAGEMENT

A Novel Hybrid Model for Short-Term Forecasting in PV Power Generation

(2014) Yuan-Kang Wu et al.   INTERNATIONAL JOURNAL OF PHOTOENERGY

A review of validation methodologies and statistical performance indicators for modeled solar radiation data: Towards a better bankability of solar projects

(2014) Christian A. Gueymard   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Short-term solar irradiance forecasting using exponential smoothing state space model

(2013) Zibo Dong et al.   ENERGY

Prediction of hourly solar radiation with multi-model framework

(2013) Ji Wu et al.   ENERGY CONVERSION AND MANAGEMENT

Global solar irradiation prediction using a multi-gene genetic programming approach

(2013) Indranil Pan et al.   Journal of Renewable and Sustainable Energy

Solar forecasting methods for renewable energy integration

(2013) Rich H. Inman et al.   PROGRESS IN ENERGY AND COMBUSTION SCIENCE

Review of solar irradiance forecasting methods and a proposition for small-scale insular grids

(2013) Maimouna Diagne et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Prediction of solar radiation with genetic approach combing multi-model framework

(2013) Ji Wu et al.   RENEWABLE ENERGY

Guidelines on validation procedures for meteorological data from automatic weather stations

(2011) J. Estévez et al.   JOURNAL OF HYDROLOGY

Prediction of hourly solar radiation using a novel hybrid model of ARMA and TDNN

(2011) Wu Ji et al.   SOLAR ENERGY

Models for obtaining daily global solar radiation with measured air temperature data in Madrid (Spain)

(2010) J. Almorox et al.   APPLIED ENERGY

A review of comparative studies of spatial interpolation methods in environmental sciences: Performance and impact factors

(2010) Jin Li et al.   Ecological Informatics

Measurement of solar energy radiation in Abu Dhabi, UAE

(2008) M.D. Islam et al.   APPLIED ENERGY

Case Studies on the Use of Solar Irradiance Forecast for Optimized Operation Strategies of Solar Thermal Power Plants

(2008) Michael Wittmann et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing