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Quantum Machine Learning Quantum Simulation Quantum Thermodynamics

Capturing dynamics and thermodynamics of a three-level quantum heat engine via programmable quantum circuits

arXiv
Authors: Gao-xiang Deng, Zhe He, Yu Liu, Wei Shao, Zheng Cui

Year

2024

Paper ID

67217

Status

Preprint

Abstract Read

~2 min

Abstract Words

118

Citations

N/A

Abstract

This research employs the Kraus representation and Sz.-Nagy dilation theorem to model a three-level quantum heat on quantum circuits, investigating its dynamic evolution and thermodynamic performance. The feasibility of the dynamic model is validated by tracking the changes of population. On the basis of reinforcement learning algorithm, the optimal cycle of the quantum heat engine for maximal average power is proposed and verified by the thermodynamic model. The stability of quantum circuit simulations is scrutinized through a comparative analysis of theoretical and simulated results, predicated on an orthogonal test. These results affirm the practicality of simulating quantum heat engines on quantum circuits, offering potential for substantially curtailing the experimental expenses associated with the construction of such engines.

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  • This research employs the Kraus representation and Sz.-Nagy dilation theorem to model a three-level quantum heat on quantum circuits, investigating its dynamic evolution and...

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