论文标题

推进算法以扩展并准确求解近期量子硬件的量子泊松方程

Advancing Algorithm to Scale and Accurately Solve Quantum Poisson Equation on Near-term Quantum Hardware

论文作者

Saha, Kamal K., Robson, Walter, Howington, Connor, Suh, In-Saeng, Wang, Zhimin, Nabrzyski, Jaroslaw

论文摘要

泊松方程在整个科学和工程领域都有许多应用。到目前为止,大多数用于泊松求解器的量子算法要么缺乏准确性和/或仅限于非常小的问题,因此没有实际用途。在这里,我们提出了一种高级量子算法,用于以高精度和动态可调的问题大小求解泊松方程。通过有限差方法将泊松方程转换为线性系统后,我们采用HHL算法作为基本框架。特别是,在这项工作中,我们提出了一个先进的电路,该电路通过通过特征值放大实施非截断的特征值,以及通过提高受控旋转角系数的准确性,这是HHL算法中的关键因素。因此,随着扩增水平的提高,我们能够大大减少溶液中的相对误差,同时达到更高的成功概率。我们表明,我们的算法不仅提高了解决方案的准确性,而且还通过动态控制NISQ设备中的问题大小来构成更实用和可扩展的电路。我们介绍模拟和实验结果,并讨论错误的来源。最后,我们得出的结论是,尽管现有的NISQ硬件的总体结果主要由CNOT门中的错误主导,但这项工作为实现在近期量子硬件上实现多维泊松求解器的途径开辟了道路。

The Poisson equation has many applications across the broad areas of science and engineering. Most quantum algorithms for the Poisson solver presented so far either suffer from lack of accuracy and/or are limited to very small sizes of the problem, and thus have no practical usage. Here we present an advanced quantum algorithm for solving the Poisson equation with high accuracy and dynamically tunable problem size. After converting the Poisson equation to a linear system through the finite difference method, we adopt the HHL algorithm as the basic framework. Particularly, in this work we present an advanced circuit that ensures the accuracy of the solution by implementing non-truncated eigenvalues through eigenvalue amplification, as well as by increasing the accuracy of the controlled rotation angular coefficients, which are the critical factors in the HHL algorithm. Consequently, we are able to drastically reduce the relative error in the solution while achieving higher success probability as the amplification level is increased. We show that our algorithm not only increases the accuracy of the solutions but also composes more practical and scalable circuits by dynamically controlling problem size in NISQ devices. We present both simulated and experimental results and discuss the sources of errors. Finally, we conclude that though overall results on the existing NISQ hardware are dominated by the error in the CNOT gates, this work opens a path to realizing a multidimensional Poisson solver on near-term quantum hardware.

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