Solar Radiation Prediction Based on Convolution Neural Network and Long Short-Term Memory

Assessment of new solar radiation nowcasting methods based on sky-camera and satellite imagery

(2021) Francisco J. Rodríguez-Benítez et al.   APPLIED ENERGY

Enhancements in Day-Ahead Forecasts of Solar Irradiation with Machine Learning: A Novel Analysis with the Japanese Mesoscale Model

(2020) Joao Gari da Silva Fonseca et al.   Journal of Applied Meteorology and Climatology

Optimal Kernel ELM and Variational Mode Decomposition for Probabilistic PV Power Prediction

(2020) Xiaomei Wu et al.   Energies

Near Real-Time Global Solar Radiation Forecasting at Multiple Time-Step Horizons Using the Long Short-Term Memory Network

(2020) Anh Ngoc-Lan Huynh et al.   Energies

SolarNet: A sky image-based deep convolutional neural network for intra-hour solar forecasting

(2020) Cong Feng et al.   SOLAR ENERGY

Potential analysis of roof-mounted solar photovoltaics in Sweden

(2020) Ying Yang et al.   APPLIED ENERGY

Design of experiments using artificial neural network ensemble for photovoltaic generation forecasting

(2020) M.O. Moreira et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

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

3D-CNN-based feature extraction of ground-based cloud images for direct normal irradiance prediction

(2019) Xin Zhao et al.   SOLAR ENERGY

Spatial Assessment of Solar Radiation by Machine Learning and Deep Neural Network Models Using Data Provided by the COMS MI Geostationary Satellite: A Case Study in South Korea

(2019) Jong-Min Yeom et al.   SENSORS

Development of an ANN based corrective algorithm of the operational ECMWF global horizontal irradiation forecasts

(2019) Sara Pereira et al.   SOLAR ENERGY

Inter-hour direct normal irradiance forecast with multiple data types and time-series

(2019) Tingting ZHU et al.   Journal of Modern Power Systems and Clean Energy

OpenSolar: Promoting the openness and accessibility of diverse public solar datasets

(2019) Cong Feng et al.   SOLAR ENERGY

A Hybrid Prediction Model for Solar Radiation Based on Long Short-Term Memory, Empirical Mode Decomposition, and Solar Profiles for Energy Harvesting Wireless Sensor Networks

(2019) Yujia Ge et al.   Energies

Predicting solar energy generation through artificial neural networks using weather forecasts for microgrid control

(2018) Fermín Rodríguez et al.   RENEWABLE ENERGY

Solar irradiance forecast using aerosols measurements: A data driven approach

(2018) Abdullah Alfadda et al.   SOLAR ENERGY

Comparison of methodologies for cloud cover estimation in Brazil - A case study

(2018) Eduardo Weide Luiz et al.   Energy for Sustainable Development

Deep Learning to Forecast Solar Irradiance Using a Six-Month UTSA SkyImager Dataset

(2018) Ariana Moncada et al.   Energies

Automatic inspection machine for maize kernels based on deep convolutional neural networks

(2018) Chao Ni et al.   BIOSYSTEMS ENGINEERING

Empirical investigation on modeling solar radiation series with ARMA–GARCH models

(2015) Huaiwei Sun et al.   ENERGY CONVERSION AND MANAGEMENT

Real-time forecasting of solar irradiance ramps with smart image processing

(2015) Yinghao Chu et al.   SOLAR ENERGY

Direct normal irradiance forecasting and its application to concentrated solar thermal output forecasting – A review

(2014) Edward W. Law et al.   SOLAR ENERGY

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

(2011) Wu Ji et al.   SOLAR ENERGY