Search Results for author: Koji Yamashita

Found 3 papers, 1 papers with code

Adversarial Purification for Data-Driven Power System Event Classifiers with Diffusion Models

no code implementations13 Nov 2023 Yuanbin Cheng, Koji Yamashita, Jim Follum, Nanpeng Yu

The global deployment of the phasor measurement units (PMUs) enables real-time monitoring of the power system, which has stimulated considerable research into machine learning-based models for event detection and classification.

Computational Efficiency Event Detection

pmuBAGE: The Benchmarking Assortment of Generated PMU Data for Power System Events

no code implementations25 Oct 2022 Brandon Foggo, Koji Yamashita, Nanpeng Yu

This paper introduces pmuGE (phasor measurement unit Generator of Events), one of the first data-driven generative model for power system event data.

Benchmarking

pmuBAGE: The Benchmarking Assortment of Generated PMU Data for Power System Events -- Part I: Overview and Results

1 code implementation3 Apr 2022 Brandon Foggo, Koji Yamashita, Nanpeng Yu

We have trained this model on thousands of actual events and created a dataset denoted pmuBAGE (the Benchmarking Assortment of Generated PMU Events).

Benchmarking

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