分子能量计算的脉冲级变分量子算法

Ethan H. Hansen, Xinpeng Li, Daniel T. Chen, Vinooth Kulkarni, V. Chaudhary, Qiang Guan, Ji Liu, Shuai Xu
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摘要

目前,量子计算正处于嘈杂的中等规模量子(NISQ)时代,其特征是量子比特数少,噪声和误差水平高。建造一个足够大、错误率低的量子计算机仍然是一个挑战。在许多有前途的量子硬件架构中,物理量子比特的状态是由脉冲信号控制的。在本文中,我们将探讨量子门的脉冲级控制。与通常的门级控制不同,脉冲级控制提供了更高的灵活性和更低的延迟。脉冲电平控制的一个直接应用是变分量子算法(VQA)。VQA的固有属性允许我们忽略基于门的进化过程,而专注于最终目标损失函数。从脉冲级控制的角度来看,我们可以生成一系列基于脉冲的门,将量子态直接旋转到期望的目的地。在这项研究中,我们展示了脉冲级VQA在估计氢分子基态能量方面的应用。我们的实验是用专门研究量子门脉冲级控制的Quanlse进行的。实验结果表明,优化迭代具有较快的收敛速度,并给出了各脉冲门的控制脉冲。这些结果突出了脉冲电平控制技术在实际应用中的巨大潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Pulse-Level Variational Quantum Algorithms for Molecular Energy Calculations using Quanlse
At present, quantum computing is in the noisy intermediate-scale quantum (NISQ) era, marked by small qubit counts and high levels of noise and errors. Building a quantum computer with sufficient size and low error rates remains a challenge. In many promising quantum hardware architectures, the state of the physical qubits is controlled by pulse signals. In this paper, we will explore pulse-level control of quantum gates. Unlike the usual gate-level control, the pulse-level control provides increased flexibility and reduced latency. One direct application of pulse-level control is Variational Quantum Algorithms (VQA). The inherent properties of VQA allow us to disregard the gate-based evolution process and concentrate on the final target loss function. From the perspective of pulse-level control, we can generate a sequence of pulse-based gates to rotate the quantum state directly to the desired destination. In this study, we demonstrate an application of pulse-level VQA in estimating the ground state energy of molecular hydrogen. Our experiment is conducted using Quanlse which specializes in pulse-level control of quantum gates. The experimental results reveal a rapid convergence rate of optimization iterations, and the control pulses for each pulse-based gate is also displayed. These results highlight the considerable potential of pulse-level control techniques in practical applications.
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