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arXiv 2402.04322quant-phhep-ph
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用于量子机器学习和光子计数的3D腔中Transmon量子比特的表征

Characterization of a Transmon Qubit in a 3D Cavity for Quantum Machine Learning and Photon Counting

Alessandro D'Elia, Boulos Alfakes, Anas Alkhazaleh, Leonardo Banchi, Matteo Beretta, Stefano Carrazza, Fabio Chiarello, Daniele Di Gioacchino, Andrea Giachero, … 展开作者

Alessandro D'Elia, Boulos Alfakes, Anas Alkhazaleh, Leonardo Banchi, Matteo Beretta, Stefano Carrazza, Fabio Chiarello, Daniele Di Gioacchino, Andrea Giachero, Felix Henrich, Alex Stephane Piedjou Komnang, Carlo Ligi, Giovanni Maccarrone, Massimo Macucci, Emanuele Palumbo, Andrea Pasquale, Luca Piersanti, Florent Ravaux, Alessio Rettaroli, Matteo Robbiati, Simone Tocci, Claudio Gatti

AI总结:

本文研究了3D腔中超导transmon量子比特的表征,并将其应用于量子机器学习以拟合质子u夸克部分子分布函数,同时提出了双量子比特微波光子探测方案以降低暗计数率。

摘要:

本文报告了将3D腔中的超导transmon量子比特用于量子机器学习和光子计数应用。我们首先描述了与3D谐振器耦合的transmon量子比特的实现与表征,详细说明了仿真框架以及对色散频移和量子比特非简谐性等重要参数的实验测量。随后,我们报告了在单量子比特器件上实现的量子机器学习应用,以拟合质子的u夸克部分子分布函数。在最后部分,我们提出了一种基于两个量子比特耦合到同一3D谐振器的全新微波光子探测方案。这原则上能降低暗计数率,有利于轴子暗物质搜寻等应用。

英文摘要:

In this paper we report the use of superconducting transmon qubit in a 3D cavity for quantum machine learning and photon counting applications. We first describe the realization and characterization of a transmon qubit coupled to a 3D resonator, providing a detailed description of the simulation framework and of the experimental measurement of important parameters, like the dispersive shift and the qubit anharmonicity. We then report on a Quantum Machine Learning application implemented on the single-qubit device to fit the u-quark parton distribution function of the proton. In the final section of the manuscript we present a new microwave photon detection scheme based on two qubits coupled to the same 3D resonator. This could in principle decrease the dark count rate, favouring applications like axion dark matter searches.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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