Machine learning for site-adaptation and solar radiation forecasting

Benchmarking on improvement and site-adaptation techniques for modeled solar radiation datasets

(2020) Jesus Polo et al.   SOLAR ENERGY

Taxonomy research of artificial intelligence for deterministic solar power forecasting

(2020) Huaizhi Wang et al.   ENERGY CONVERSION AND MANAGEMENT

Solar irradiance forecasting models without on-site training measurements

(2020) Andres Felipe Zambrano et al.   RENEWABLE ENERGY

Failure signature classification in solar photovoltaic plants using RGB images and convolutional neural networks

(2020) Alejandro Rico Espinosa et al.   RENEWABLE ENERGY

The implementation of univariable scheme-based air temperature for solar radiation prediction: New development of dynamic evolving neural-fuzzy inference system model

(2019) Ozgur Kisi et al.   APPLIED ENERGY

Short-term forecasting and uncertainty analysis of wind turbine power based on long short-term memory network and Gaussian mixture model

(2019) Jinhua Zhang et al.   APPLIED ENERGY

Solcast: Validation of a satellite-derived solar irradiance dataset

(2019) Jamie M. Bright   SOLAR ENERGY

Deep solar radiation forecasting with convolutional neural network and long short-term memory network algorithms

(2019) Sujan Ghimire et al.   APPLIED ENERGY

Evaluation of temperature-based machine learning and empirical models for predicting daily global solar radiation

(2019) Yu Feng et al.   ENERGY CONVERSION AND MANAGEMENT

A deep learning algorithm to estimate hourly global solar radiation from geostationary satellite data

(2019) Hou Jiang et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Time-series forecasting of coal-fired power plant reheater metal temperatures using encoder-decoder recurrent neural networks

(2019) Ryno Laubscher   ENERGY

An Optimized Offline Random Forests-Based Model for Ultra-Short-Term Prediction of PV Characteristics

(2019) Ibrahim Anwar Ibrahim et al.   IEEE Transactions on Industrial Informatics

Hourly day-ahead solar irradiance prediction using weather forecasts by LSTM

(2018) Xiangyun Qing et al.   ENERGY

The National Solar Radiation Data Base (NSRDB)

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

Photovoltaic energy in Colombia: Current status, inventory, policies and future prospects

(2018) Daniella Rodríguez-Urrego et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Prediction intervals for global solar irradiation forecasting using regression trees methods

(2018) Cyril Voyant et al.   RENEWABLE ENERGY

Evaluation of global horizontal irradiance estimates from ERA5 and COSMO-REA6 reanalyses using ground and satellite-based data

(2018) Ruben Urraca et al.   SOLAR ENERGY

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

Analysis of satellite derived solar irradiance in islands with site adaptation techniques for improving the uncertainty

(2018) L. Mazorra Aguiar et al.   RENEWABLE ENERGY

LASSO and LSTM Integrated Temporal Model for Short-Term Solar Intensity Forecasting

(2018) Yu Wang et al.   IEEE Internet of Things Journal

Identifying, attributing, and overcoming common data quality issues of manned station observations

(2017) Stefan Hunziker et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Comparative analysis of cloud effects on ultraviolet-B and broadband solar radiation: Dependence on cloud amount and solar zenith angle

(2016) M. El-Nouby Adam et al.   ATMOSPHERIC RESEARCH

The climatological relationships between wind and solar energy supply in Britain

(2016) Philip E. Bett et al.   RENEWABLE ENERGY

Preliminary survey on site-adaptation techniques for satellite-derived and reanalysis solar radiation datasets

(2016) J. Polo et al.   SOLAR ENERGY

Effects of changing spectral radiation distribution on the performance of photodiode pyranometers

(2016) Frank Vignola et al.   SOLAR ENERGY

Bias Correction of GCM Precipitation by Quantile Mapping: How Well Do Methods Preserve Changes in Quantiles and Extremes?

(2015) Alex J. Cannon et al.   JOURNAL OF CLIMATE

The MeteoMet project - metrology for meteorology: challenges and results

(2015) A. Merlone et al.   METEOROLOGICAL APPLICATIONS

It Takes a Village: Social SCADA and Approaches to Community Engagement in Isolated Microgrids

(2014)   IEEE Power & Energy Magazine

Supervised learning of photovoltaic power plant output prediction models

(2014) L. Prokop et al.   Neural Network World

Solar forecasting methods for renewable energy integration

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

Estimation of daily average values of the Ångström turbidity coefficient β using a Corrected Yang Hybrid Model

(2012) Germán Salazar et al.   RENEWABLE ENERGY

Improving the spatio-temporal distribution of surface solar radiation data by merging ground and satellite measurements

(2010) Michel Journée et al.   REMOTE SENSING OF ENVIRONMENT

Predicting solar radiation at high resolutions: A comparison of time series forecasts

(2008) Gordon Reikard   SOLAR ENERGY