5 papers
The Price of a Cycle: A Phasor -vs- Sampled-Value Comparison for Streaming Fault Classification on the IEEE 9-Bus System
Emad Abukhousa, Khaled Muhmmed Nor Muhmmed, Abdulaziz Qwbaiban +2
Transmission-line fault classification is a time-critical protection function, and recent machine-learning methods classify fault type directly from voltage and current measurement…
One-Cycle Fault Classification and Faulted-Line Identification on the PROTECT-90 Dataset: An Initial Application Benchmark
Emad Abukhousa, Abdulaziz Qwbaiban, Saman Zonouz +1
Open electromagnetic-transient datasets are beginning to make reproducible learning-based protection studies possible, but the practical use of these datasets still requires applic…
Voltage and Frequency Stability Analysis of Transmission Power Grids with EV Charging Stations
Akib Mostabe Refat, Mohammed F. Al-Mashdali, Alan Cordic +5
The large-scale Electric Vehicle (EV) integration into the electricity grid has initiated significant challenges to grid stability issues due to dynamic loadability events. Althoug…
The Wisdom of the Crowd: High-Fidelity Classification of Cyber-Attacks and Faults in Power Systems Using Ensemble and Machine Learning
Emad Abukhousa, Syed Sohail Feroz Syed Afroz, Fahad Alsaeed +3
This paper presents a high-fidelity evaluation framework for machine learning (ML)-based classification of cyber-attacks and physical faults using electromagnetic transient simulat…
Centralized Dynamic State Estimation Algorithm for Detecting and Distinguishing Faults and Cyber Attacks in Power Systems
Emad Abukhousa, Syed Sohail Feroz Syed Afroz, Fahad Alsaeed +2
As power systems evolve with increased integration of renewable energy sources, they become more complex and vulnerable to both cyber and physical threats. This study validates a c…