Machine Learning

Algorithm for Generating Synthetic Datasets of Lightning Flashovers on Distribution Lines
This paper describes an algorithm for generating synthetic datasets of lightning flashovers on medium voltage overhead distribution …
Cite
Estimation of Effective Length of Type-A Grounding System According to IEC 62305-3 Using a Machine Learning Regression Model
Two types of grounding systems are recommended for use in the international standard IEC 62305-3, Part 3: Physical damage to structures …
Cite DOI
Machine Learning Classifier for Supporting Generator’s Impedance-Based Relay Protection Functions
Transient stability of the electric power system still heavily rests on a timely and correct operation of the relay protection of …
Cite DOI
Advance-RES
Application of advanced optimization and machine learning methods for optimal planning and control of power systems with a high share of RES
Advance-RES
Manifold Learning in Electric Power System Transient Stability Analysis
This paper examines the use of manifold learning in the context of electric power system transient stability analysis. Since wide-area …
Cite DOI
Artificial Intelligence Techniques for Power System Transient Stability Assessment
The high penetration of renewable energy sources, coupled with decommissioning of conventional power plants, leads to the reduction of …
Cite DOI
Dataset of lightning flashovers on medium voltage distribution lines
This synthetic dataset was generated from Monte Carlo simulations of lightning flashovers on medium voltage (MV) distribution lines. It …
Cite
Error analysis of multi-step day-ahead PV production forecasting with chained regressors
This paper presents a comprehensive error analysis of the day-ahead photovoltaic (PV) production multi-step forecasting model that uses …
Cite DOI
Error analysis of multi-step day-ahead PV production forecasting with chained regressors
This paper presents a comprehensive error analysis of the day-ahead photovoltaic (PV) production multi-step forecasting model that uses …
Cite
IEEE New England 39-bus test case: Dataset for the Transient Stability Assessment
The dataset contains 350 features engineered from the phasor measurements (PMU-type) signals from the IEEE New England 39-bus power …
Cite