Noise classification in three-level quantum networks by Machine Learning

Noise classification in three-level quantum networks by Machine Learning

We investigate a machine learning based classification of noise acting on a small quantum network with the aim of detecting spatial or multilevel correlations, and the interplay with Markovianity. We control a three-level system by inducing coherent population transfer exploiting different pulse amp...

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Bibliographic Details
Main Authors: Shreyasi Mukherjee, Dario Penna, Fabio Cirinnà, Mauro Paternostro, Elisabetta Paladino, Giuseppe Falci, Luigi Giannelli
Format: Article
Language:English
Published: IOP Publishing 2024-01-01
Series:Machine Learning: Science and Technology
Subjects:
machine learning for quantum
three-level system
noise classification
(non-)Markovianity
noise correlations
quantum network
Online Access:https://doi.org/10.1088/2632-2153/ad9193
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https://doi.org/10.1088/2632-2153/ad9193

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