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Machine Learning Non-Markovian Quantum Dynamics [PDF]
Physical Review Letters, 2020 Machine learning methods have proved to be useful for the recognition of patterns in statistical data. The measurement outcomes are intrinsically random in quantum physics, however, they do have a pattern when the measurements are performed successively on an open quantum system.
S V Vintskevich, Sergey N Filippov
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Dynamical learning of non-Markovian quantum dynamics
Chinese Physics B, 2022We study the non-Markovian dynamics of an open quantum system with machine learning. The observable physical quantities and their evolutions are generated by using the neural network. After the pre-training is completed, we fix the weights in the subsequent processes thus do not need the further gradient feedback.
Jintao Yang, Junpeng Cao, Wen-Li Yang
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Quantum speedup dynamics process without non-Markovianity
Quantum Information Processing, 2021zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Ying-Jie Zhang +5 more
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Anomalies in non-Markovian quantum dynamics
Journal of Physics B: Atomic, Molecular and Optical Physics, 2015The non-Markovian dynamics of general finite dimensional open quantum systems is studied. In the framework of the continuous time quantum random walk inverse power law tailed distributions of the waiting times between two consecutive interactions with the external environment are considered.
Filippo Giraldi, Francesco Petruccione
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Non-Markovian dynamics and quantum jumps
Optics and Spectroscopy, 2010Experiments with trapped particles have demonstrated the existence of quantum jumps and the discrete nature of single-system dynamics in quantum mechanics. The concept of jumps is also a powerful tool for simulating and understanding open quantum systems.
J. Piilo +3 more
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Non-markovian quantum dynamics
" Non-Markovian Quantum Dynamics " A Complete and Falsifiable Framework Beyond the Lindblad Structural Assumption Author: G.J.Y. DESVAUX - Hope 'n Mind SASU - ResearchORCID: 0009-0008-9813-4627A continuation work of: https://zenodo.org/records/19010313 & https://zenodo.org/records/19102132 Abstract We present a complete re-derivation of non ...DESVAUX, G. J. Y., Hope 'n Mind
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Non-Markovian dynamics in quantum cooling
2020Die Präparation kalter oder reiner Zustände ist ein wesentlicher Bestandteil vieler Quantentechnologien und -experimente. Als solches war es das Ziel verschiedener Protokolle, die sich in den zugrunde liegenden Strukturen, Annahmen und Kühlmechanismen unterscheiden.
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Non-Markovian dynamics of open quantum system with memory
Annals of Physics, 2021Vasily E Tarasov
exaly