论文标题

差异量子本质量的惩罚方法

Penalty methods for variational quantum eigensolver

论文作者

Kuroiwa, Kohdai, Nakagawa, Yuya O.

论文摘要

变异量子本质量(VQE)是一种可以在近期量子计算机上执行的给定量子系统的特征状态和特征苯苯甲酸的有前途的算法。在系统的特定对称部门中获得特征状态和征苯苯甲酸酯通常对于VQE在从高能物理学到量子化学的各个领域的实际应用通常是必需的。通常在VQE的成本函数中增加罚款,以计算这种对称性解决能量谱,但是缺乏对罚款效果的系统分析,并且在VQE中使用罚款项的使用尚无合理。在这项工作中,我们研究了先前研究中提出的两种主要类型的VQE罚款。我们在这两种类型之一中显示了一个罚款,因为VQE获得的特征态和罚款项位于所需的对称部门中。我们进一步提供了一个方便的公式来确定惩罚项的幅度,这可能导致VQE的更快收敛。同时,我们证明,另一种类型的惩罚条款在严格的意义上以所需的对称性获得目标状态不起作用,甚至在某些情况下甚至给出了完全错误的结果。我们最终提供数值模拟来验证我们的分析。我们的结果适用于通用量子系统,并为使用VQE使用罚款条款奠定了理论基础,以获取系统的对称性解决能源谱,该量子能为近期量子计算机的应用增添。

The variational quantum eigensolver (VQE) is a promising algorithm to compute eigenstates and eigenenergies of a given quantum system that can be performed on a near-term quantum computer. Obtaining eigenstates and eigenenergies in a specific symmetry sector of the system is often necessary for practical applications of the VQE in various fields ranging from high energy physics to quantum chemistry. It is common to add a penalty term in the cost function of the VQE to calculate such a symmetry-resolving energy spectrum, but systematic analysis on the effect of the penalty term has been lacking, and the use of the penalty term in the VQE has not been justified rigorously. In this work, we investigate two major types of penalty terms for the VQE that were proposed in the previous studies. We show a penalty term in one of the two types works properly in that eigenstates obtained by the VQE with the penalty term reside in the desired symmetry sector. We further give a convenient formula to determine the magnitude of the penalty term, which may lead to the faster convergence of the VQE. Meanwhile, we prove that the other type of penalty terms does not work for obtaining the target state with the desired symmetry in a rigorous sense and even gives completely wrong results in some cases. We finally provide numerical simulations to validate our analysis. Our results apply to general quantum systems and lay the theoretical foundation for the use of the VQE with the penalty terms to obtain the symmetry-resolving energy spectrum of the system, which fuels the application of a near-term quantum computer.

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