Towards Compact Modeling of Noisy Quantum Computers: A Molecular-Spin-Qubit Case of Study

IF 2.1 4区 计算机科学 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE ACM Journal on Emerging Technologies in Computing Systems Pub Date : 2022-01-31 DOI:10.1145/3474223
Mario Simoni, G. Cirillo, G. Turvani, M. Graziano, M. Zamboni
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引用次数: 3

Abstract

Classical simulation of Noisy Intermediate Scale Quantum computers is a crucial task for testing the expected performance of real hardware. The standard approach, based on solving Schrödinger and Lindblad equations, is demanding when scaling the number of qubits in terms of both execution time and memory. In this article, attempts in defining compact models for the simulation of quantum hardware are proposed, ensuring results close to those obtained with standard formalism. Molecular Nuclear Magnetic Resonance quantum hardware is the target technology, where three non-ideality phenomena—common to other quantum technologies—are taken into account: decoherence, off-resonance qubit evolution, and undesired qubit-qubit residual interaction. A model for each non-ideality phenomenon is embedded into a MATLAB simulation infrastructure of noisy quantum computers. The accuracy of the models is tested on a benchmark of quantum circuits, in the expected operating ranges of quantum hardware. The corresponding outcomes are compared with those obtained via numeric integration of the Schrödinger equation and the Qiskit’s QASMSimulator. The achieved results give evidence that this work is a step forward towards the definition of compact models able to provide fast results close to those obtained with the traditional physical simulation strategies, thus paving the way for their integration into a classical simulator of quantum computers.
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噪声量子计算机的紧凑建模:一个分子自旋量子比特的研究案例
噪声中尺度量子计算机的经典仿真是测试实际硬件预期性能的关键任务。基于求解Schrödinger和Lindblad方程的标准方法,在扩展量子位的数量时,在执行时间和内存方面都要求很高。在本文中,我们尝试为量子硬件的模拟定义紧致模型,以确保结果接近于用标准形式得到的结果。分子核磁共振量子硬件是目标技术,其中考虑了其他量子技术常见的三种非理想现象:退相干、非共振量子比特演化和不希望的量子比特-量子比特剩余相互作用。每个非理想现象的模型嵌入到噪声量子计算机的MATLAB仿真基础结构中。在量子电路的基准测试中,在量子硬件的预期工作范围内,对模型的准确性进行了测试。将相应的结果与通过Schrödinger方程和Qiskit的qasm模拟器的数值积分得到的结果进行了比较。所取得的结果表明,这项工作朝着紧凑模型的定义迈出了一步,该模型能够提供接近传统物理模拟策略获得的快速结果,从而为将其集成到经典量子计算机模拟器中铺平了道路。
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来源期刊
ACM Journal on Emerging Technologies in Computing Systems
ACM Journal on Emerging Technologies in Computing Systems 工程技术-工程:电子与电气
CiteScore
4.80
自引率
4.50%
发文量
86
审稿时长
3 months
期刊介绍: The Journal of Emerging Technologies in Computing Systems invites submissions of original technical papers describing research and development in emerging technologies in computing systems. Major economic and technical challenges are expected to impede the continued scaling of semiconductor devices. This has resulted in the search for alternate mechanical, biological/biochemical, nanoscale electronic, asynchronous and quantum computing and sensor technologies. As the underlying nanotechnologies continue to evolve in the labs of chemists, physicists, and biologists, it has become imperative for computer scientists and engineers to translate the potential of the basic building blocks (analogous to the transistor) emerging from these labs into information systems. Their design will face multiple challenges ranging from the inherent (un)reliability due to the self-assembly nature of the fabrication processes for nanotechnologies, from the complexity due to the sheer volume of nanodevices that will have to be integrated for complex functionality, and from the need to integrate these new nanotechnologies with silicon devices in the same system. The journal provides comprehensive coverage of innovative work in the specification, design analysis, simulation, verification, testing, and evaluation of computing systems constructed out of emerging technologies and advanced semiconductors
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