4.8 Article

Data-driven scenario generation of renewable energy production based on controllable generative adversarial networks with interpretability

Related references

Note: Only part of the references are listed.
Article Computer Science, Information Systems

Machine-Learning-Based Real-Time Economic Dispatch in Islanding Microgrids in a Cloud-Edge Computing Environment

Wei Dong et al.

Summary: The study introduces a new learning-based decision-making framework for economic energy dispatch of an islanding microgrid using cloud-edge computing architecture, which avoids the prediction of multiple stochastic variables and design of sophisticated regulation strategies or reward policy functions.

IEEE INTERNET OF THINGS JOURNAL (2021)

Article Energy & Fuels

Machine learning driven smart electric power systems: Current trends and new perspectives

Muhammad Sohail Ibrahim et al.

APPLIED ENERGY (2020)

Article Energy & Fuels

Generalised control-oriented modelling framework for multi-energy systems

Sebastian Long et al.

APPLIED ENERGY (2019)

Article Engineering, Electrical & Electronic

Comparing scenario reduction methods for stochastic transmission planning

SangWoo Park et al.

IET GENERATION TRANSMISSION & DISTRIBUTION (2019)

Article Engineering, Electrical & Electronic

ANN-based scenario generation methodology for stochastic variables of electric power systems

Stylianos I. Vagropoulos et al.

ELECTRIC POWER SYSTEMS RESEARCH (2016)

Article Engineering, Electrical & Electronic

Tutorial on Stochastic Optimization in Energy-Part I: Modeling and Policies

Warren B. Powell et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2016)

Review Green & Sustainable Science & Technology

A review of estimation of effective wind speed based control of wind turbines

Debashisha Jena et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2015)

Review Green & Sustainable Science & Technology

Reviews on uncertainty analysis of wind power forecasting

Jie Yan et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2015)

Article Green & Sustainable Science & Technology

Wind Power Ramp Event Forecasting Using a Stochastic Scenario Generation Method

Mingjian Cui et al.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2015)

Article Computer Science, Artificial Intelligence

A comparative study of efficient initialization methods for the k-means clustering algorithm

M. Emre Celebi et al.

EXPERT SYSTEMS WITH APPLICATIONS (2013)

Article Engineering, Multidisciplinary

Probabilistic Short-Term Wind Power Forecast Using Componential Sparse Bayesian Learning

Ming Yang et al.

IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS (2013)

Article Engineering, Electrical & Electronic

Unified Stochastic and Robust Unit Commitment

Chaoyue Zhao et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2013)

Article Green & Sustainable Science & Technology

Scenario Generation of Wind Power Based on Statistical Uncertainty and Variability

Xi-Yuan Ma et al.

IEEE TRANSACTIONS ON SUSTAINABLE ENERGY (2013)

Article Engineering, Electrical & Electronic

Probabilistic Wind Power Forecasting Using Radial Basis Function Neural Networks

George Sideratos et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2012)

Review Green & Sustainable Science & Technology

Grid integration of intermittent renewable energy sources using price-responsive plug-in electric vehicles

David Dallinger et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2012)

Review Green & Sustainable Science & Technology

A review of urban energy system models: Approaches, challenges and opportunities

James Keirstead et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2012)

Article Energy & Fuels

A methodology to generate statistically dependent wind speed scenarios

J. M. Morales et al.

APPLIED ENERGY (2010)

Article Engineering, Electrical & Electronic

Using Copulas for Modeling Stochastic Dependence in Power System Uncertainty Analysis

George Papaefthymiou et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2009)

Article Economics

On the existence of pure-strategy equilibria in large games

Guilherme Carmona et al.

JOURNAL OF ECONOMIC THEORY (2009)

Article Engineering, Electrical & Electronic

Statistical analysis of wind power forecast error

Hans Bludszuweit et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2008)

Article Operations Research & Management Science

A heuristic for moment-matching scenario generation

K Hoyland et al.

COMPUTATIONAL OPTIMIZATION AND APPLICATIONS (2003)