Nils Stenvig Group Leader & Senior Research Staff - Power Systems Resilience Contact 865.241.9222 | STENVIGNM@ORNL.GOV All Publications Event-Type Identification in Power Grids Using a Spectral Correlation Function-Aided Convolutional Neural Network Inertia Estimation and Trend Analysis of the United States Power Grid Interconnections Convolutional Variational Autoencoder-based Unsupervised Learning for Power Systems Faults Inertia Estimation Under High Penetration of Inverter-based Resources Measurement-Based Approach for Inertia-Trend Analysis of the US Western Interconnection Assessment of Envelope- and Machine Learning-Based Electrical Fault Type Detection Algorithms for Electrical Distribution Grids CNN-Based Phase Fault Classification in Real and Simulated Power Systems Data Analysis of Historical Power Outages of the United States and the National Risk Index Advanced testbed to assess disturbances in electrical grids with DERs using relays/meters with varying sampling frequencies... Impact Study of Thunderstorms on the US Power Grid Using Publicly Available Datasets Method for Spatiotemporal Solar Power Profile Estimation for a Proposed U.S.–Caribbean–South America Super Grid under Hurricanes Quantifying the Power System Resilience of the US Power Grid Through Weather and Power Outage Data Mapping Detection of Grid-Signal Distortions Using the Spectral Correlation Function On the Investigation of Phase Fault Classification in Power Grid Signals: A Case Study for Support Vector Machines, Decision Tree and Random Forest Predicting Power Outage During Extreme Weather with EAGLE-I and NWS Datasets Adaptive Envelope Detector-Based Phase Fault Detection Method for Power System Grid Distortions Efficient Contingency Analysis in Power Systems via Network Trigger Nodes Resilient Microgrid Scheduling Considering Multi-Level Load Priorities Robust Scheduling of Microgrids With Resiliency Constraints... Key Links Organizations Energy Science and Technology Directorate Electrification and Energy Infrastructures Division Energy Systems Integration and Controls Section Power Systems Resilience Group
