Machine Learning

Lightning flashover simulations on medium voltage distribution lines
Dataset has been generated from the Monte Carlo simulations of lightning flashovers on medium voltage (MV) distribution lines. It is …
Cite
Statistical Safety Factor in Lightning Performance Analysis of Overhead Distribution Lines
This paper introduces a novel machine learning (ML) model for the lightning performance analysis of overhead distribution lines (OHLs), …
Cite DOI
Power System Transient Stability Assessment Simulations Dataset - IEEE New England 39-bus test case
This dataset contains phasor measurements (PMU-type) signals from the IEEE New England 39-bus power system test case network, which are …
Cite
Power System Transient Stability Assessment Using Stacked Autoencoder and Voting Ensemble
Increased integration of renewable energy sources brings new challenges to the secure and stable power system operation. Operational …
Cite DOI
Application of machine learning in electric load forecast
The forecast of the daily load diagram is an integral part of the planning and management of the power system. The system operator …
Cite
Ensemble Learning Approach to Power System Transient Stability Assessment
Power system transient stability assessment (TSA) can be represented as a machine learning (ML) binary classification problem. Network …
Cite DOI
Ensemble learning with time-series clustering for aggregated short-term load forecasting
Load forecasting, as one of the important research areas of the smart grids, spans a wide range of methods, from traditional …
Cite DOI
Gaussian process regression modeling of wind turbines lightning incidence with LLS information
This paper presents a machine learning (ML) approach to wind turbine (WT) lightning incidence analysis in complex terrain, based on the …
Cite DOI
Optimal scheduling of power transformers preventive maintenance with Bayesian statistical learning and influence diagrams
Transformer preventive maintenance scheduling—as an integral part of the power utility company’s asset–management process—if optimized …
Cite DOI
Application of machine learning in the transformer health index analysis
The paper will present the application of several different machine learning algorithms in the analysis of the health index of power …
Cite