An Overview of Supervised Machine Learning Approaches for Applications in Active Distribution Networks

S Radhoush, BM Whitaker, H Nehrir - Energies, 2023 - mdpi.com
Distribution grids must be regularly updated to meet the global electricity demand. Some of
these updates result in fundamental changes to the structure of the grid network. Some …

Data analysis techniques applied to distribution systems: a systematic mapping study

R dos Santos Costa, JAS Aranda… - Electric Power …, 2023 - Taylor & Francis
The increasing electricity demand has led the conventional distribution system to evolve into
the smart grid context. One of the advantages of this intelligent system is the ability to …

Power System Monitoring Through Low-Voltage Distribution Network Using freePMU

PVH Seger, FL Grando, AE Lazzaretti… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
This article presents the latest developments of a phasor measurement unit (PMU), hereby
named freePMU, aimed at a large-scale deployment in low-voltage distribution networks …

Adversarial purification for data-driven power system event classifiers with diffusion models

Y Cheng, K Yamashita, J Follum, N Yu - arXiv preprint arXiv:2311.07110, 2023 - arxiv.org
The global deployment of the phasor measurement units (PMUs) enables real-time
monitoring of the power system, which has stimulated considerable research into machine …

A Hybrid Query-Efficient Black-Box Adversarial Attack on Power System Event Classifiers

Y Cheng, K Yamashita, N Yu… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
The widespread deployment of advanced sensors in power transmission systems enabled
machine learning (ML) models for event detection and classification. However, recent …

Event Signatures in H-PMU Measurements: An Information-Theoretic Analysis of Real-World Data

F Ahmadi-Gorjayi, L Lampe… - 2024 IEEE Power & …, 2024 - ieeexplore.ieee.org
A harmonic phasor measurement unit (H-PMU) is a technological evolution of the
conventional PMU. Unlike a conventional PMU that solely captures fundamental phasors, an …

Harmonic Data Recovery Method Based on Multivariate Norm Matrix

Y Wang, R Xu, S Song, X Ma… - Journal of Modern …, 2023 - ieeexplore.ieee.org
During state perception of a power system, fragments of harmonic data are inevitably lost
owing to the loss of synchronization signals, transmission delays, instrument failures, or …

Data-Driven Distributed Modeling, Operation, and Control of Electric Power Distribution Systems

H Dharmawardena - 2022 - tigerprints.clemson.edu
The power distribution system is disorderly in design and implementation, chaotic in
operation, large in scale, and complex in every way possible. Therefore, modeling …

Enhanced Situational Awareness in Power Distribution Systems: Data-Driven Analysis of Harmonic Synchro-Phasors and Synchro-Waveforms

F Ahmadi Gorjayi - 2024 - escholarship.org
Harmonic Phasor Measurement Units (H-PMUs) and Waveform Measurement Units (WMUs)
are two emerging smart grid sensor technologies that are critical for enhancing situational …

Enhanced Situational Awareness in Power Distribution Systems: Data-Driven Analysis of Harmonic Synchro-Phasors and Synchro-Waveforms

FA Gorjayi - 2024 - search.proquest.com
Abstract Harmonic Phasor Measurement Units (H-PMUs) and Waveform Measurement Units
(WMUs) are two emerging smart grid sensor technologies that are critical for enhancing …