181 citations · 334 across the 27 of their papers we have counts for
3 papers · 1 filter
Hybrid Classical-Quantum Autoencoder for Anomaly Detection
Alona Sakhnenko, Corey O'Meara, Kumar J. B. Ghosh +3
We propose a Hybrid classical-quantum Autoencoder (HAE) model, which is a synergy of a classical autoencoder (AE) and a parametrized quantum circuit (PQC) that is inserted into its…
Community Detection in Electrical Grids Using Quantum Annealing
Marina Fernández-Campoamor, Corey O'Meara, Giorgio Cortiana +2
With the increase of intermittent renewable generation resources feeding into the electrical grid, Distribution System Operators (DSOs) must find ways to incorporate these new acto…
Practical Quantum K-Means Clustering: Performance Analysis and Applications in Energy Grid Classification
Stephen DiAdamo, Corey O'Meara, Giorgio Cortiana +1
In this work, we aim to solve a practical use-case of unsupervised clustering which has applications in predictive maintenance in the energy operations sector using quantum compute…