OnionVQE optimization strategy for ground state preparation on NISQ devices

IF 5.6 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Quantum Science and Technology Pub Date : 2024-11-07 DOI:10.1088/2058-9565/ad8a85
Katerina Gratsea, Johannes Selisko, Maximilian Amsler, Christopher Wever, Thomas Eckl and Georgy Samsonidze
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Abstract

The variational quantum eigensolver (VQE) is one of the most promising and widely used algorithms for exploiting the capabilities of current Noisy Intermediate-Scale Quantum (NISQ) devices. However, VQE algorithms suffer from a plethora of issues, such as barren plateaus, local minima, quantum hardware noise, and limited qubit connectivity, thus posing challenges for their successful deployment on hardware and simulators. In this work, we propose a VQE optimization strategy that builds upon recent advances in the literature, and exhibits very shallow circuit depths when applied to the specific system of interest, namely a model Hamiltonian representing a cuprate superconductor. These features make our approach a favorable candidate for generating good ground state approximations on current NISQ devices. Our findings illustrate the potential of VQE algorithmic development for leveraging the full capabilities of NISQ devices.
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针对 NISQ 器件基态制备的 OnionVQE 优化策略
变分量子求解器(VQE)是最有前途、应用最广泛的算法之一,可用于利用当前噪声中量子(NISQ)器件的能力。然而,VQE 算法存在大量问题,如贫瘠高原、局部极小值、量子硬件噪声和有限的量子比特连接性,因此对其在硬件和模拟器上的成功部署提出了挑战。在这项工作中,我们提出了一种 VQE 优化策略,该策略建立在最新文献进展的基础上,在应用于特定系统(即代表杯状超导体的哈密顿模型)时表现出非常浅的电路深度。这些特点使我们的方法成为在当前 NISQ 器件上生成良好基态近似值的有利候选方案。我们的研究结果表明了 VQE 算法开发在充分利用 NISQ 设备能力方面的潜力。
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来源期刊
Quantum Science and Technology
Quantum Science and Technology Materials Science-Materials Science (miscellaneous)
CiteScore
11.20
自引率
3.00%
发文量
133
期刊介绍: Driven by advances in technology and experimental capability, the last decade has seen the emergence of quantum technology: a new praxis for controlling the quantum world. It is now possible to engineer complex, multi-component systems that merge the once distinct fields of quantum optics and condensed matter physics. Quantum Science and Technology is a new multidisciplinary, electronic-only journal, devoted to publishing research of the highest quality and impact covering theoretical and experimental advances in the fundamental science and application of all quantum-enabled technologies.
期刊最新文献
Quantum state tomography based on infidelity estimation Near-optimal quantum kernel principal component analysis Bayesian optimization for state engineering of quantum gases Ramsey interferometry of nuclear spins in diamond using stimulated Raman adiabatic passage Reducing measurement costs by recycling the Hessian in adaptive variational quantum algorithms
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