Benchmarking physics-informed machine learning-based short term PV-power forecasting tools

Increasing the Accuracy of Hourly Multi-Output Solar Power Forecast with Physics-Informed Machine Learning

(2022) Daniel Vázquez Pombo et al.   SENSORS

SOLETE, a 15-month long holistic dataset including: Meteorology, co-located wind and solar PV power from Denmark with various resolutions

(2022) Daniel Vazquez Pombo et al.   Data in Brief

Frequency-Domain Decomposition and Deep Learning Based Solar PV Power Ultra-Short-Term Forecasting Model

(2021) Jichuan Yan et al.   IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS

Sky Image Prediction Model Based on Convolutional Auto-Encoder for Minutely Solar PV Power Forecasting

(2021) Yuwei Fu et al.   IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS

A Novel Ensemble Algorithm for Solar Power Forecasting Based on Kernel Density Estimation

(2020) Mohamed Lotfi et al.   Energies

A day-ahead PV power forecasting method based on LSTM-RNN model and time correlation modification under partial daily pattern prediction framework

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

Real-Time Stochastic Optimization of Energy Storage Management Using Deep Learning-Based Forecasts for Residential PV Applications

(2020) Faeza Hafiz et al.   IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS

A review and evaluation of the state-of-the-art in PV solar power forecasting: Techniques and optimization

(2020) R. Ahmed et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Taxonomy research of artificial intelligence for deterministic solar power forecasting

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

A review of deep learning for renewable energy forecasting

(2019) Huaizhi Wang et al.   ENERGY CONVERSION AND MANAGEMENT

A review on machine learning forecasting growth trends and their real-time applications in different energy systems

(2019) Tanveer Ahmad et al.   Sustainable Cities and Society

Solar photovoltaic generation forecasting methods: A review

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

Short-Term Solar Power Forecasting Based on Weighted Gaussian Process Regression

(2018) Hanmin Sheng et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

A Solar Time-based Analog Ensemble Method for Regional Solar Power Forecasting

(2018) Xinmin Zhang et al.   IEEE Transactions on Sustainable Energy

An Efficient Forecasting-Optimization Scheme for the Intra-Day Unit Commitment Process Under Significant Wind and Solar Power

(2018) Samuel Cordova et al.   IEEE Transactions on Sustainable Energy

Day-Ahead Hourly Forecasting of Power Generation From Photovoltaic Plants

(2018) Lorenzo Gigoni et al.   IEEE Transactions on Sustainable Energy

A current perspective on the accuracy of incoming solar energy forecasting

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

Unsupervised Clustering-Based Short-Term Solar Forecasting

(2018) Cong Feng et al.   IEEE Transactions on Sustainable Energy

Multi-site solar power forecasting using gradient boosted regression trees

(2017) Caroline Persson et al.   SOLAR ENERGY

A Probabilistic Competitive Ensemble Method for Short-Term Photovoltaic Power Forecasting

(2017) Antonio Bracale et al.   IEEE Transactions on Sustainable Energy

Distribution Voltage Regulation Through Active Power Curtailment With PV Inverters and Solar Generation Forecasts

(2017) Shibani Ghosh et al.   IEEE Transactions on Sustainable Energy

Solar Power Prediction Based on Satellite Images and Support Vector Machine

(2016) Han Seung Jang et al.   IEEE Transactions on Sustainable Energy

An Improved Photovoltaic Power Forecasting Model With the Assistance of Aerosol Index Data

(2015) Jun Liu et al.   IEEE Transactions on Sustainable Energy

Short-term heat load forecasting for single family houses

(2013) Peder Bacher et al.   ENERGY AND BUILDINGS