Practical Quantum K-Means Clustering: Performance Analysis and Applications in Energy Grid Classification

In this work, we aim to solve a practical use-case of unsupervised clustering that has applications in predictive maintenance in the energy operations sector using quantum computers. Using only cloud access to quantum computers, we complete thorough performance analysis of what some current quantum...

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Bibliographic Details
Main Authors: Stephen DiAdamo, Corey O'Meara, Giorgio Cortiana, Juan Bernabe-Moreno
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Transactions on Quantum Engineering
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9804804/