Suppr超能文献

用于一维环和立方图问题的16位相干伊辛机。

A 16-bit Coherent Ising Machine for One-Dimensional Ring and Cubic Graph Problems.

作者信息

Takata Kenta, Marandi Alireza, Hamerly Ryan, Haribara Yoshitaka, Maruo Daiki, Tamate Shuhei, Sakaguchi Hiromasa, Utsunomiya Shoko, Yamamoto Yoshihisa

机构信息

ImPACT, Japan Science and Technology Agency, Gobancho 7, Chiyoda-ku, Tokyo 102-0076, Japan.

National Institute of Informatics, Hitotsubashi 2-1-2, Chiyoda-ku, Tokyo 101-8403, Japan.

出版信息

Sci Rep. 2016 Sep 23;6:34089. doi: 10.1038/srep34089.

Abstract

Many tasks in our modern life, such as planning an efficient travel, image processing and optimizing integrated circuit design, are modeled as complex combinatorial optimization problems with binary variables. Such problems can be mapped to finding a ground state of the Ising Hamiltonian, thus various physical systems have been studied to emulate and solve this Ising problem. Recently, networks of mutually injected optical oscillators, called coherent Ising machines, have been developed as promising solvers for the problem, benefiting from programmability, scalability and room temperature operation. Here, we report a 16-bit coherent Ising machine based on a network of time-division-multiplexed femtosecond degenerate optical parametric oscillators. The system experimentally gives more than 99.6% of success rates for one-dimensional Ising ring and nondeterministic polynomial-time (NP) hard instances. The experimental and numerical results indicate that gradual pumping of the network combined with multiple spectral and temporal modes of the femtosecond pulses can improve the computational performance of the Ising machine, offering a new path for tackling larger and more complex instances.

摘要

我们现代生活中的许多任务,如规划高效旅行、图像处理和优化集成电路设计,都被建模为具有二进制变量的复杂组合优化问题。此类问题可映射为寻找伊辛哈密顿量的基态,因此人们研究了各种物理系统来模拟和解决这个伊辛问题。最近,相互注入光振荡器网络,即相干伊辛机,已被开发成为解决该问题的有前途的求解器,受益于可编程性、可扩展性和室温操作。在此,我们报告一种基于时分复用飞秒简并光学参量振荡器网络的16位相干伊辛机。该系统在实验上对于一维伊辛环和非确定性多项式时间(NP)难实例给出了超过99.6%的成功率。实验和数值结果表明,对网络进行逐步泵浦并结合飞秒脉冲的多个光谱和时间模式,可以提高伊辛机的计算性能,为解决更大、更复杂的实例提供了一条新途径。

相似文献

2
A coherent Ising machine for 2000-node optimization problems.
Science. 2016 Nov 4;354(6312):603-606. doi: 10.1126/science.aah4243. Epub 2016 Oct 20.
3
A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers.
Nat Commun. 2019 Aug 6;10(1):3516. doi: 10.1038/s41467-019-11548-4.
4
MEMS Oscillators-Network-Based Ising Machine with Grouping Method.
Adv Sci (Weinh). 2024 Jul;11(26):e2310096. doi: 10.1002/advs.202310096. Epub 2024 May 2.
5
Understanding dynamics of coherent Ising machines through simulation of large-scale 2D Ising models.
Nat Commun. 2018 Nov 27;9(1):5020. doi: 10.1038/s41467-018-07328-1.
6
Oscillatory Neural Network-Based Ising Machine Using 2D Memristors.
ACS Nano. 2024 Apr 23;18(16):10758-10767. doi: 10.1021/acsnano.3c10559. Epub 2024 Apr 10.
7
Can Nonlinear Parametric Oscillators Solve Random Ising Models?
Phys Rev Lett. 2021 Apr 9;126(14):143901. doi: 10.1103/PhysRevLett.126.143901.
8
Speed-up coherent Ising machine with a squeezed feedback system.
Opt Express. 2020 Jan 20;28(2):1914-1926. doi: 10.1364/OE.381850.
9
Optimization with photonic wave-based annealers.
Philos Trans A Math Phys Eng Sci. 2023 Jan 23;381(2241):20210409. doi: 10.1098/rsta.2021.0409. Epub 2022 Dec 5.
10
Accuracy-enhanced coherent Ising machine using the quantum adiabatic theorem.
Opt Express. 2021 Jun 7;29(12):18530-18539. doi: 10.1364/OE.426476.

引用本文的文献

1
MEMS Oscillators-Network-Based Ising Machine with Grouping Method.
Adv Sci (Weinh). 2024 Jul;11(26):e2310096. doi: 10.1002/advs.202310096. Epub 2024 May 2.
2
Bifurcation behaviors shape how continuous physical dynamics solves discrete Ising optimization.
Nat Commun. 2023 May 2;14(1):2510. doi: 10.1038/s41467-023-37695-3.
4
Critical dynamics and phase transition of a strongly interacting warm spin gas.
Proc Natl Acad Sci U S A. 2021 Oct 26;118(43). doi: 10.1073/pnas.2106400118.
5
Entanglement and Photon Anti-Bunching in Coupled Non-Degenerate Parametric Oscillators.
Entropy (Basel). 2021 May 17;23(5):624. doi: 10.3390/e23050624.
6
Experimental investigation of performance differences between coherent Ising machines and a quantum annealer.
Sci Adv. 2019 May 24;5(5):eaau0823. doi: 10.1126/sciadv.aau0823. eCollection 2019 May.
7
Understanding dynamics of coherent Ising machines through simulation of large-scale 2D Ising models.
Nat Commun. 2018 Nov 27;9(1):5020. doi: 10.1038/s41467-018-07328-1.

本文引用的文献

1
Binary phase oscillation of two mutually coupled semiconductor lasers.
Opt Express. 2015 Mar 9;23(5):6029-40. doi: 10.1364/OE.23.006029.
2
Quantum computing. Defining and detecting quantum speedup.
Science. 2014 Jul 25;345(6195):420-4. doi: 10.1126/science.1252319. Epub 2014 Jun 19.
3
Experimental signature of programmable quantum annealing.
Nat Commun. 2013;4:2067. doi: 10.1038/ncomms3067.
4
Degenerate 1 GHz repetition rate femtosecond optical parametric oscillator.
Opt Lett. 2012 Nov 1;37(21):4561-3. doi: 10.1364/OL.37.004561.
5
All-optical quantum random bit generation from intrinsically binary phase of parametric oscillators.
Opt Express. 2012 Aug 13;20(17):19322-30. doi: 10.1364/OE.20.019322.
6
Quantum annealing with antiferromagnetic fluctuations.
Phys Rev E Stat Nonlin Soft Matter Phys. 2012 May;85(5 Pt 1):051112. doi: 10.1103/PhysRevE.85.051112. Epub 2012 May 10.
7
Digital quantum simulation of the statistical mechanics of a frustrated magnet.
Nat Commun. 2012 Jun 6;3:880. doi: 10.1038/ncomms1860.
9
Mapping of Ising models onto injection-locked laser systems.
Opt Express. 2011 Sep 12;19(19):18091-108. doi: 10.1364/OE.19.018091.
10
Onset of a quantum phase transition with a trapped ion quantum simulator.
Nat Commun. 2011 Jul 5;2:377. doi: 10.1038/ncomms1374.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验