基于量子退火的三群聚类的选择性旋转算子序列

V. Zobov, I. Pichkovskiy
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引用次数: 1

摘要

最近,研究证明了本文所考虑的聚类,即根据某些属性的接近程度将一组数据点划分为子集,可以在双能级量子元素-量子位元的系统上使用量子退火来执行。在之前的工作2中,我们提出了从量子位到量子位的传递,三能级量子元显示了这种替换的优点,并获得了一个随时间变化的有效哈密顿量。在本文中,我们发现了一个选择性旋转算子序列,它允许人们在离散时间近似下用这个有效哈密顿量实现绝热演化。在以自旋S = 1表示的5个量程上,我们模拟了用量子退火方法将平面上的6个点聚为3组。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Sequences of selective rotation operators for three group clustering on qutrits by means of quantum annealing
Recently, it was demonstrated1 that the clustering considered in this articlec, which consists in partitioning a set of data points into subsets depending on the proximity of some properties, can be performed using quantum annealing on a system of two-level quantum elements - qubits. In previous work2, we proposed to pass from qubits to qutrits - three-level quantum elements showed the advantages of such a replacement and obtained a time-dependent effective Hamiltonian. In the present paper, we have found a sequence of selective rotation operators that allows one to realize adiabatic evolution with this effective Hamiltonian in the discrete-time approximation. On five qutrits, represented by spins S = 1, we performed a simulation of clustering a set of six points on a plane into three groups by means of quantum annealing.
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