4.6 Article

Geometric Deep-Learning-Based Spatiotemporal Forecasting for Inverter-Based Solar Power

Related references

Note: Only part of the references are listed.
Article Green & Sustainable Science & Technology

Towards Data Markets in Renewable Energy Forecasting

Carla Goncalves et al.

Summary: The study proposes a data marketplace to incentivize collaboration between different data owners for sharing renewable energy forecast data, which is shown to increase revenue and reduce system imbalance costs.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2021)

Article Green & Sustainable Science & Technology

Probabilistic Solar Power Forecasting Using Bayesian Model Averaging

Kate Doubleday et al.

Summary: This study introduces a Bayesian model averaging (BMA) post-processing method for forecasting power output from utility-scale photovoltaic (PV) plants. Through a case study, it is demonstrated that this method significantly improves forecast calibration and consistently outperforms raw ensemble forecasts at multiple lead times.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2021)

Article Computer Science, Artificial Intelligence

Spatiotemporal Behind-the-Meter Load and PV Power Forecasting via Deep Graph Dictionary Learning

Mahdi Khodayar et al.

Summary: This article presents a spatiotemporal behind-the-meter load and photovoltaic generation forecasting problem, which addresses using a spatiotemporal graph autoencoder and graph dictionary learning optimization. The experimental results show the proposed model's state-of-the-art performance in BTM load disaggregation and forecasting tasks.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2021)

Article Computer Science, Artificial Intelligence

Distribution-Free Probability Density Forecast Through Deep Neural Networks

Tianyu Hu et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2020)

Article Green & Sustainable Science & Technology

Combining Numerical Weather Predictions and Satellite Data for PV Energy Nowcasting

Alejandro Catalina et al.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2020)

Article Engineering, Multidisciplinary

Deep Learning Based Surface Irradiance Mapping Model for Solar PV Power Forecasting Using Sky Image

Zhao Zhen et al.

IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS (2020)

Article Automation & Control Systems

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

Hanmin Sheng et al.

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS (2018)

Article Engineering, Electrical & Electronic

Forecasting Demand Flexibility of Aggregated Residential Load Using Smart Meter Data

Jelena Ponocko et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2018)

Article Engineering, Electrical & Electronic

Data-Driven Probabilistic Net Load Forecasting With High Penetration of Behind-the-Meter PV

Yi Wang et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2018)

Article Green & Sustainable Science & Technology

Short-Term Spatio-Temporal Forecasting of Photovoltaic Power Production

Xwegnon Ghislain Agoua et al.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2018)

Article Green & Sustainable Science & Technology

A Comprehensive Assessment of the Short-Term Uncertainty of Grid-Connected PV Systems

Enrica Scolari et al.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2018)

Article Green & Sustainable Science & Technology

Day-Ahead Hourly Forecasting of Power Generation From Photovoltaic Plants

Lorenzo Gigoni et al.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2018)

Proceedings Paper Computer Science, Information Systems

Support Vector Machine and Gaussian Process Regression based Modeling for Photovoltaic Power Prediction

Sidra Kanwal et al.

2018 INTERNATIONAL CONFERENCE ON FRONTIERS OF INFORMATION TECHNOLOGY (FIT 2018) (2018)

Article Green & Sustainable Science & Technology

Improving Renewable Energy Forecasting With a Grid of Numerical Weather Predictions

Jose R. Andrade et al.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2017)

Article Green & Sustainable Science & Technology

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

Shibani Ghosh et al.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2017)

Article Engineering, Electrical & Electronic

Integrating high levels of variable renewable energy into electric power systems

Benjamin Kroposki

JOURNAL OF MODERN POWER SYSTEMS AND CLEAN ENERGY (2017)

Article Green & Sustainable Science & Technology

Multitime-Scale Data-Driven Spatio-Temporal Forecast of Photovoltaic Generation

Chen Yang et al.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2015)

Article Green & Sustainable Science & Technology

A Weather-Based Hybrid Method for 1-Day Ahead Hourly Forecasting of PV Power Output

Hong-Tzer Yang et al.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2014)

Article Economics

Global Energy Forecasting Competition 2012

Tao Hong et al.

INTERNATIONAL JOURNAL OF FORECASTING (2014)

Article Engineering, Electrical & Electronic

The Emerging Field of Signal Processing on Graphs

David I. Shuman et al.

IEEE SIGNAL PROCESSING MAGAZINE (2013)

Article Green & Sustainable Science & Technology

Model of Photovoltaic Power Plants for Performance Analysis and Production Forecast

Federico Bizzarri et al.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2013)

Article Environmental Sciences

Solar energy assessment using remote sensing technologies

A Hammer et al.

REMOTE SENSING OF ENVIRONMENT (2003)

Article Geochemistry & Geophysics

Maximum cross correlation automatic satellite image navigation and attitude corrections for open-ocean image navigation

WJ Emery et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2003)

Article Energy & Fuels

A new airmass independent formulation for the Linke turbidity coefficient

P Ineichen et al.

SOLAR ENERGY (2002)