Search Results for author: Blazhe Gjorgiev

Found 4 papers, 0 papers with code

PowerGraph: A power grid benchmark dataset for graph neural networks

no code implementations5 Feb 2024 Anna Varbella, Kenza Amara, Blazhe Gjorgiev, Giovanni Sansavini

To this aim, we develop a graph dataset for cascading failure events, which are the major cause of blackouts in electric power grids.

Binary Classification Multi-class Classification

Uncertainty-aware deep learning for digital twin-driven monitoring: Application to fault detection in power lines

no code implementations20 Mar 2023 Laya Das, Blazhe Gjorgiev, Giovanni Sansavini

In such a scenario, the performance of the DNN model will be influenced by the uncertainty in the physics-based model as well as the parameters of the DNN.

Fault Detection

Object detection-based inspection of power line insulators: Incipient fault detection in the low data-regime

no code implementations21 Dec 2022 Laya Das, Mohammad Hossein Saadat, Blazhe Gjorgiev, Etienne Auger, Giovanni Sansavini

We curate a large reference dataset of insulator images that can be used to learn robust features for detecting healthy and faulty insulators.

Fault Detection Object +3

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