Review on Photovoltaic Power and Solar Resource Forecasting: Current Status and Trends

Digital elevation model-based convolutional neural network modeling for searching of high solar energy regions

(2020) Jae Heo et al.   APPLIED ENERGY

Comparison of Power Output Forecasting on the Photovoltaic System Using Adaptive Neuro-Fuzzy Inference Systems and Particle Swarm Optimization-Artificial Neural Network Model

(2020) Promphak Dawan et al.   Energies

Forecasting Solar PV Output Using Convolutional Neural Networks with a Sliding Window Algorithm

(2020) Vishnu Suresh et al.   Energies

Improving solar forecasting using Deep Learning and Portfolio Theory integration

(2020) Marcello Anderson F.B. Lima et al.   ENERGY

Photo-voltaic power daily predictions using expanding PDE sum models of polynomial networks based on Operational Calculus

(2020) Ladislav Zjavka   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Ensemble model output statistics as a probabilistic site-adaptation tool for satellite-derived and reanalysis solar irradiance

(2020) Dazhi Yang   Journal of Renewable and Sustainable Energy

A Novel Hybrid Model for Solar Radiation Forecasting using Support Vector Machine and Bee Colony Optimization Algorithm: Review and Case Study

(2020) Guermoui Mawloud et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

A double decomposition-based modelling approach to forecast weekly solar radiation

(2020) Ramendra Prasad et al.   RENEWABLE ENERGY

Probabilistic Solar Power Forecasting Using Bayesian Model Averaging

(2020) Kate Doubleday et al.   IEEE Transactions on Sustainable Energy

Reliable Solar Irradiance Forecasting Approach Based on Choquet Integral and Deep LSTMs

(2020) Mohamed Abdel-Nasser et al.   IEEE Transactions on Industrial Informatics

Deep Learning Based Multistep Solar Forecasting for PV Ramp-Rate Control Using Sky Images

(2020) Haoran Wen et al.   IEEE Transactions on Industrial Informatics

Artificial neural network forecast of monthly mean daily global solar radiation of selected locations based on time series and month number

(2019) Chigbogu Godwin Ozoegwu   JOURNAL OF CLEANER PRODUCTION

An empiric-stochastic approach, based on normalization parameters, to simulate solar irradiance

(2019) Edith Osorio de la Rosa et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Estimation of Solar Potential for Thailand by Using Adaptive Neuro Fuzzy Inference System Models

(2019) Jirasuwankul Nirudh et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Automatic hourly solar forecasting using machine learning models

(2019) Gokhan Mert Yagli et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Novel stochastic methods to predict short-term solar radiation and photovoltaic power

(2019) Jin Dong et al.   RENEWABLE ENERGY

On post-processing day-ahead NWP forecasts using Kalman filtering

(2019) Dazhi Yang   SOLAR ENERGY

Cloud base height estimates from sky imagery and a network of pyranometers

(2019) Guang Chao Wang et al.   SOLAR ENERGY

A PV power interval forecasting based on seasonal model and nonparametric estimation algorithm

(2019) Yutong Han et al.   SOLAR ENERGY

A universal benchmarking method for probabilistic solar irradiance forecasting

(2019) Dazhi Yang   SOLAR ENERGY

A hybrid spatio-temporal forecasting of solar generating resources for grid integration

(2019) SeungBeom Nam et al.   ENERGY

Day-ahead power forecasting in a large-scale photovoltaic plant based on weather classification using LSTM

(2019) Mingming Gao et al.   ENERGY

Day-ahead spatiotemporal solar irradiation forecasting using frequency-based hybrid principal component analysis and neural network

(2019) Hai Lan et al.   APPLIED ENERGY

Standard of reference in operational day-ahead deterministic solar forecasting

(2019) Dazhi Yang   Journal of Renewable and Sustainable Energy

A SARIMA-RVFL hybrid model assisted by wavelet decomposition for very short-term solar PV power generation forecast

(2019) Vishal Kushwaha et al.   RENEWABLE ENERGY

Impact of DNI forecasting on CSP tower plant power production

(2019) J. Alonso-Montesinos et al.   RENEWABLE ENERGY

A novel composite neural network based method for wind and solar power forecasting in microgrids

(2019) Azim Heydari et al.   APPLIED ENERGY

A comparison of day-ahead photovoltaic power forecasting models based on deep learning neural network

(2019) Kejun Wang et al.   APPLIED ENERGY

Ensemble spatiotemporal forecasting of solar irradiation using variational Bayesian convolutional gate recurrent unit network

(2019) Yongqi Liu et al.   APPLIED ENERGY

An energy flow simulation tool for incorporating short-term PV forecasting in a diesel-PV-battery off-grid power supply system

(2019) Taskin Jamal et al.   APPLIED ENERGY

Can we justify producing univariate machine-learning forecasts with satellite-derived solar irradiance?

(2019) Gokhan Mert Yagli et al.   APPLIED ENERGY

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

(2019) Sujan Ghimire et al.   APPLIED ENERGY

Random forest solar power forecast based on classification optimization

(2019) Da Liu et al.   ENERGY

Multi-agent microgrid energy management based on deep learning forecaster

(2019) Mousa Afrasiabi et al.   ENERGY

Long short-term memory recurrent neural network for modeling temporal patterns in long-term power forecasting for solar PV facilities: Case study of South Korea

(2019) Yoonhwa Jung et al.   JOURNAL OF CLEANER PRODUCTION

Prediction short-term photovoltaic power using improved chicken swarm optimizer - Extreme learning machine model

(2019) Zhi-Feng Liu et al.   JOURNAL OF CLEANER PRODUCTION

Daily Surface Solar Radiation Prediction Mapping Using Artificial Neural Network: The Case Study of Reunion Island

(2019) Peng Li et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Solar Irradiance Fluctuation Prediction Methodology Using Artificial Neural Networks

(2019) Jane Oktavia Kamadinata et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Producing high-quality solar resource maps by integrating high- and low-accuracy measurements using Gaussian processes

(2019) Dazhi Yang et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Making reference solar forecasts with climatology, persistence, and their optimal convex combination

(2019) Dazhi Yang   SOLAR ENERGY

Spatio-temporal PV forecasting sensitivity to modules’ tilt and orientation

(2019) R. Amaro e Silva et al.   APPLIED ENERGY

Time series prediction for output of multi-region solar power plants

(2019) Jianqin Zheng et al.   APPLIED ENERGY

Intra-hour energy potential forecasting in a central solar power plant receiver combining Meteosat images and atmospheric extinction

(2019) J. Alonso-Montesinos et al.   ENERGY

Photovoltaic power forecasting based LSTM-Convolutional Network

(2019) Kejun Wang et al.   ENERGY

A Generic Algorithm for Planning the Year-Round Solar Energy Harvest/Storage to Supply Solar-Based Stable Power

(2019) Yasir M. Alfulayyih et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Comparisons of next-day solar forecasting for Singapore using 3DVAR and 4DVAR data assimilation approaches with the WRF model

(2019) Robert Huva et al.   RENEWABLE ENERGY

Day-ahead spatio-temporal forecasting of solar irradiation along a navigation route

(2018) Hai Lan et al.   APPLIED ENERGY

Probabilistic forecasting of electricity consumption, photovoltaic power generation and net demand of an individual building using Gaussian Processes

(2018) D.W. van der Meer et al.   APPLIED ENERGY

Iterative multi-task learning for time-series modeling of solar panel PV outputs

(2018) Tahasin Shireen et al.   APPLIED ENERGY

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

(2018) Xiangyun Qing et al.   ENERGY

Evaluation of dimensionality reduction methods applied to numerical weather models for solar radiation forecasting

(2018) O. García-Hinde et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

URB-Solar: An open-source tool for Solar Power Prediction in Urban Areas

(2018) Venugopalan S. G. Raghavan et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Prediction of Solar Photovoltaic/Thermal (PV/T) Collector Power Output Using Fuzzy Logic

(2018) Sridharan M. et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Forecasting of photovoltaic power generation and model optimization: A review

(2018) Utpal Kumar Das et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Assessment of machine learning techniques for deterministic and probabilistic intra-hour solar forecasts

(2018) Hugo T.C. Pedro et al.   RENEWABLE ENERGY

Novel short term solar irradiance forecasting models

(2018) Emre Akarslan et al.   RENEWABLE ENERGY

Modeling of uncertainty of solar irradiance forecasts on numerical weather predictions with the estimation of multiple confidence intervals

(2018) Akinobu Murata et al.   RENEWABLE ENERGY

Energy management supporting high penetration of solar photovoltaic generation for smart grid using solar forecasts and pumped hydro storage system

(2018) Priyanka Chaudhary et al.   RENEWABLE ENERGY

Parametric methods for probabilistic forecasting of solar irradiance

(2018) Seyyed A. Fatemi et al.   RENEWABLE ENERGY

A database infrastructure to implement real-time solar and wind power generation intra-hour forecasts

(2018) Hugo T.C. Pedro et al.   RENEWABLE ENERGY

Assimilating observations to simulate marine layer stratocumulus for solar forecasting

(2018) Dipak K. Sahu et al.   SOLAR ENERGY

Solar irradiance forecasting in the tropics using numerical weather prediction and statistical learning

(2018) Hadrien Verbois et al.   SOLAR ENERGY

Coastal Stratocumulus cloud edge forecasts

(2018) Elynn Wu et al.   SOLAR ENERGY

Short-term solar irradiance forecasting via satellite/model coupling

(2018) Steven D. Miller et al.   SOLAR ENERGY

Operational photovoltaics power forecasting using seasonal time series ensemble

(2018) Dazhi Yang et al.   SOLAR ENERGY

Very short-term maximum Lyapunov exponent forecasting tool for distributed photovoltaic output

(2018) Lingwei Zheng et al.   APPLIED ENERGY

Solar irradiation prediction with machine learning: Forecasting models selection method depending on weather variability

(2018) Alexis Fouilloy et al.   ENERGY

Multi-step ahead forecasting of daily global and direct solar radiation: A review and case study of Ghardaia region

(2018) Mawloud Guermoui et al.   JOURNAL OF CLEANER PRODUCTION

A new ultra-short-term photovoltaic power prediction model based on ground-based cloud images

(2018) Keyong Hu et al.   JOURNAL OF CLEANER PRODUCTION

Dynamic control strategy in partially-shaded photovoltaic power plants for improving the frequency of the electricity system

(2018) Claudia Rahmann et al.   JOURNAL OF CLEANER PRODUCTION

Forecasting solar irradiance at short horizons: Frequency and time domain models

(2018) Gordon Reikard et al.   RENEWABLE ENERGY

SolarData: An R package for easy access of publicly available solar datasets

(2018) Dazhi Yang   SOLAR ENERGY

Corrective receding horizon EV charge scheduling using short-term solar forecasting

(2018) Guang Chao Wang et al.   RENEWABLE ENERGY

A method for detailed, short-term energy yield forecasting of photovoltaic installations

(2018) D. Anagnostos et al.   RENEWABLE 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

Designing a multi-stage multivariate empirical mode decomposition coupled with ant colony optimization and random forest model to forecast monthly solar radiation

(2018) Ramendra Prasad et al.   APPLIED ENERGY

A data mining system for predicting solar global spectral irradiance. Performance assessment in the spectral response ranges of thin-film photovoltaic modules

(2018) J. del Campo-Ávila 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

Fast short-term global solar irradiance forecasting with wrapper mutual information

(2018) Hassen Bouzgou et al.   RENEWABLE ENERGY

Dynamic Paths: Towards high frequency direct normal irradiance forecasts

(2017) Carlos M. Fernández Peruchena et al.   ENERGY

Uncertainties in global radiation time series forecasting using machine learning: The multilayer perceptron case

(2017) Cyril Voyant et al.   ENERGY

Forecasting method for global radiation time series without training phase: Comparison with other well-known prediction methodologies

(2017) Cyril Voyant et al.   ENERGY

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

(2017) Stéphanie Monjoly et al.   ENERGY

Structured, physically inspired (gray box) models versus black box modeling for forecasting the output power of photovoltaic plants

(2017) Marius Paulescu et al.   ENERGY

Test case design for context-aware applications: Are we there yet?

(2017) Ismayle de Sousa Santos et al.   INFORMATION AND SOFTWARE TECHNOLOGY

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

A virtual sky imager testbed for solar energy forecasting

(2017) Benjamin Kurtz et al.   SOLAR ENERGY

Development of an advection model for solar forecasting based on ground data first report: Development and verification of a fundamental model

(2017) Shin-ichi Inage   SOLAR ENERGY

Net load forecasts for solar-integrated operational grid feeders

(2017) Yinghao Chu et al.   SOLAR ENERGY

An ensemble prediction intervals approach for short-term PV power forecasting

(2017) Qiang Ni et al.   SOLAR ENERGY

Time series analysis of Bahrain's first hybrid renewable energy system

(2016) Mohamed Bin Shams et al.   ENERGY

Short term solar radiation forecasting: Island versus continental sites

(2016) John Boland et al.   ENERGY

Calculation of solar irradiation prediction intervals combining volatility and kernel density estimates

(2016) Juan R. Trapero   ENERGY

On practical challenges of decomposition-based hybrid forecasting algorithms for wind speed and solar irradiation

(2016) Yamin Wang et al.   ENERGY

Weather forecasting for optimization of a hybrid solar-wind–powered reverse osmosis water desalination system using a novel optimizer approach

(2016) Akbar Maleki et al.   ENERGY

Online Sequential Learning of Neural Networks in Solar Radiation Modeling Using Hybrid Bayesian Hierarchical Approach

(2016) Sajid Hussain et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Deterministic and Stochastic Approaches for Day-Ahead Solar Power Forecasting

(2016) Marco Pierro et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Day-ahead forecasting of solar power output from photovoltaic plants in the American Southwest

(2016) David P. Larson et al.   RENEWABLE ENERGY

Hybrid solar irradiance now-casting by fusing Kalman filter and regressor

(2016) Hsu-Yung Cheng   RENEWABLE ENERGY

Combining solar irradiance measurements, satellite-derived data and a numerical weather prediction model to improve intra-day solar forecasting

(2016) L. Mazorra Aguiar et al.   RENEWABLE ENERGY

A regime-dependent artificial neural network technique for short-range solar irradiance forecasting

(2016) T.C. McCandless et al.   RENEWABLE ENERGY

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

On the impact of haze on the yield of photovoltaic systems in Singapore

(2016) André M. Nobre et al.   RENEWABLE ENERGY

An artificial neural network to assess the impact of neighbouring photovoltaic systems in power forecasting in Utrecht, the Netherlands

(2016) A.G.R. Vaz et al.   RENEWABLE ENERGY

Benefits of solar forecasting for energy imbalance markets

(2016) Amanpreet Kaur et al.   RENEWABLE ENERGY

Day-ahead resource forecasting for concentrated solar power integration

(2016) Lukas Nonnenmacher et al.   RENEWABLE ENERGY

Machine learning for solar irradiance forecasting of photovoltaic system

(2016) Jiaming Li et al.   RENEWABLE ENERGY

Preprocessing WRF initial conditions for coastal stratocumulus forecasting

(2016) Handa Yang et al.   SOLAR ENERGY

Characterization of the intraday variability regime of solar irradiation of climatically distinct locations

(2016) Philippe Lauret et al.   SOLAR ENERGY

Comparing support vector regression for PV power forecasting to a physical modeling approach using measurement, numerical weather prediction, and cloud motion data

(2016) Björn Wolff et al.   SOLAR ENERGY

Review of photovoltaic power forecasting

(2016) J. Antonanzas et al.   SOLAR ENERGY

Forecasting of global horizontal irradiance by exponential smoothing, using decompositions

(2015) Dazhi Yang et al.   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

Intelligent optimization models based on hard-ridge penalty and RBF for forecasting global solar radiation

(2015) He Jiang et al.   ENERGY CONVERSION AND MANAGEMENT

Statistic Determination of Storage Capacity for Photovoltaic Energy Imbalance Mitigation

(2015) Corrado Giammanco et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Modeling and Characterization of a Photovoltaic Array Based on Actual Performance Using Cascade-Forward Back Propagation Artificial Neural Network

(2015) Ammar Mohammed Ameen et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Photovoltaics Energy Prediction Under Complex Conditions for a Predictive Energy Management System

(2015) Martin Schmelas et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Twenty-Four Hour Solar Irradiance Forecast Based on Neural Networks and Numerical Weather Prediction

(2015) C. Cornaro et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

A Novel Model for Daily Energy Production Estimation of Grid-Connected Photovoltaic System

(2015) Li Fen et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Day-Ahead Solar Irradiance Forecasting in a Tropical Environment

(2015) Aloysius W. Aryaputera et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Nearest-neighbor methodology for prediction of intra-hour global horizontal and direct normal irradiances

(2015) Hugo T.C. Pedro et al.   RENEWABLE ENERGY

On the role of lagged exogenous variables and spatio–temporal correlations in improving the accuracy of solar forecasting methods

(2015) Athanassios Zagouras et al.   RENEWABLE ENERGY

Cloud motion and stability estimation for intra-hour solar forecasting

(2015) Chi Wai Chow et al.   SOLAR ENERGY

Very short term irradiance forecasting using the lasso

(2015) Dazhi Yang et al.   SOLAR ENERGY

Short-term reforecasting of power output from a 48 MWe solar PV plant

(2015) Yinghao Chu et al.   SOLAR ENERGY

Very short-term irradiance forecasting at unobserved locations using spatio-temporal kriging

(2015) Aloysius W. Aryaputera et al.   SOLAR ENERGY

Short-term irradiance forecastability for various solar micro-climates

(2015) Hugo T.C. Pedro et al.   SOLAR ENERGY

Estimation and Applications of Clear Sky Global Horizontal Irradiance at the Equator

(2014) Dazhi Yang et al.   JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME

Evaluation of numerical weather prediction for intra-day solar forecasting in the continental United States

(2011) Patrick Mathiesen et al.   SOLAR ENERGY

Online short-term solar power forecasting

(2009) Peder Bacher et al.   SOLAR ENERGY