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用于最近邻合规问题的量子退火

Quantum annealing for nearest neighbour compliance problem.

作者信息

Müller Sven, Phillipson Frank

机构信息

School of Business and Economics, Maastricht University, Minderbroedersberg 4, 6211 LK, Maastricht, The Netherlands.

Applied Cryptography and Quantum Algorithms, TNO, Anna van Buerenplein 1, 2595 DA, The Hague, The Netherlands.

出版信息

Sci Rep. 2024 Oct 7;14(1):23340. doi: 10.1038/s41598-024-73882-y.

DOI:10.1038/s41598-024-73882-y
PMID:39375466
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11458877/
Abstract

Quantum Computing has emerged as a promising alternative, utilising quantum mechanics for faster computations. This paper explores the nearest neighbour compliance (NNC) Problem in Gate-based Quantum Computers, where quantum gates are constrained to operate on physically adjacent qubits. The NNC problem aims to optimise the insertion of SWAP-gates to ensure compliance with these constraints while minimising their count. This work introduces Quantum Annealing to tackle the NNC problem, proposing two Quadratic Unconstrained Optimisation Problem formulations. The formulations are tested on a contemporary Quantum Annealer, and their performance is compared with previous methods. It shows that the prospect of using Quantum Annealing is promising, however, the current state of the hardware makes that finding the embedding is the limiting factor.

摘要

量子计算已成为一种很有前景的替代方案,它利用量子力学实现更快的计算。本文探讨了基于门的量子计算机中的最近邻合规性(NNC)问题,其中量子门被限制在物理上相邻的量子比特上运行。NNC问题旨在优化SWAP门的插入,以确保符合这些约束条件,同时尽量减少其数量。这项工作引入量子退火来解决NNC问题,提出了两种二次无约束优化问题的公式。这些公式在当代量子退火器上进行了测试,并将其性能与以前的方法进行了比较。结果表明,使用量子退火的前景很有希望,然而,硬件的当前状态使得找到嵌入是限制因素。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/99fa/11458877/0ffe13957767/41598_2024_73882_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/99fa/11458877/6b04309cfcb6/41598_2024_73882_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/99fa/11458877/7deb30a4ac24/41598_2024_73882_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/99fa/11458877/0ffe13957767/41598_2024_73882_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/99fa/11458877/6b04309cfcb6/41598_2024_73882_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/99fa/11458877/7deb30a4ac24/41598_2024_73882_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/99fa/11458877/0ffe13957767/41598_2024_73882_Fig3_HTML.jpg

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本文引用的文献

1
Quantum annealing: an overview.量子退火:概述
Philos Trans A Math Phys Eng Sci. 2023 Jan 23;381(2241):20210417. doi: 10.1098/rsta.2021.0417. Epub 2022 Dec 5.
2
Application of Quantum Annealing to Nurse Scheduling Problem.量子退火在护士排班问题中的应用。
Sci Rep. 2019 Sep 6;9(1):12837. doi: 10.1038/s41598-019-49172-3.
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Quantum versus classical annealing of Ising spin glasses.量子退火与伊辛自旋玻璃的经典退火。
Science. 2015 Apr 10;348(6231):215-7. doi: 10.1126/science.aaa4170. Epub 2015 Mar 12.
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Quantum annealing with manufactured spins.量子退火与人工自旋。
Nature. 2011 May 12;473(7346):194-8. doi: 10.1038/nature10012.
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Quantum annealing of a disordered magnet.无序磁体的量子退火
Science. 1999 Apr 30;284(5415):779-81. doi: 10.1126/science.284.5415.779.