100,000-spin coherent Ising machine

被引:125
|
作者
Honjo, Toshimori [1 ]
Sonobe, Tomohiro [2 ]
Inaba, Kensuke [1 ]
Inagaki, Takahiro [1 ]
Ikuta, Takuya [1 ]
Yamada, Yasuhiro [1 ]
Kazama, Takushi [3 ]
Enbutsu, Koji [3 ]
Umeki, Takeshi [3 ]
Kasahara, Ryoichi [3 ]
Kawarabayashi, Ken-ichi [2 ]
Takesue, Hiroki [1 ]
机构
[1] NTT Corp, NTT Basic Res Labs, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa 2430198, Japan
[2] Natl Inst Informat, Chiyoda Ku, 2-1-2 Hitotsubashi, Tokyo 1018430, Japan
[3] NTT Corp, NTT Device Technol Labs, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa 2430198, Japan
关键词
OPTIMIZATION; ALGORITHMS; NETWORK; PHASE; CUT;
D O I
10.1126/sciadv.abh0952
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Computers based on physical systems are increasingly anticipated to overcome the impending limitations on digital computer performance. One such computer is a coherent using machine (CIM) for solving combinatorial optimization problems. Here, we report a CIM with 100,512 degenerate optical parametric oscillator pulses working as the Ising spins. We show that the CIM delivers fine solutions to maximum cut problems of 100,000-node graphs drastically faster than standard simulated annealing. Moreover, the CIM, when operated near the phase transition point, provides some extremely good solutions and a very broad distribution. This characteristic will be useful for applications that require fast random sampling such as machine learning.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] A coherent Ising machine based on a network of 100,000 degenerate optical parametric oscillator pulses
    Honjo, Toshimori
    Inaba, Kensuke
    Inagaki, Takahiro
    Ikuta, Takuya
    Yamada, Yasuhiro
    Takesue, Hiroki
    [J]. 2022 IEEE 22ND INTERNATIONAL CONFERENCE ON NANOTECHNOLOGY (NANO), 2022, : 405 - 408
  • [2] A fully programmable 100-spin coherent Ising machine with all-to-all connections
    McMahon, Peter L.
    Marandi, Alireza
    Haribara, Yoshitaka
    Hamerly, Ryan
    Langrock, Carsten
    Tamate, Shuhei
    Inagaki, Takahiro
    Takesue, Hiroki
    Utsunomiya, Shoko
    Aihara, Kazuyuki
    Byer, Robert L.
    Fejer, M. M.
    Mabuchi, Hideo
    Yamamoto, Yoshihisa
    [J]. SCIENCE, 2016, 354 (6312) : 614 - 617
  • [3] Efficient sampling of ground and low-energy Ising spin configurations with a coherent Ising machine
    Ng, Edwin
    Onodera, Tatsuhiro
    Kako, Satoshi
    McMahon, Peter L.
    Mabuchi, Hideo
    Yamamoto, Yoshihisa
    [J]. PHYSICAL REVIEW RESEARCH, 2022, 4 (01):
  • [4] Coherent Ising machine as a thermodynamic system
    Takesue, Hiroki
    Yamada, Yasuhiro
    Inaba, Kensuke
    Ikuta, Takuya
    Yonezu, Yuya
    Inagaki, Takahiro
    Honjo, Toshimori
    [J]. 2023 IEEE PHOTONICS SOCIETY SUMMER TOPICALS MEETING SERIES, SUM, 2023,
  • [5] Annealing by simulating the coherent Ising machine
    Tiunov, Egor S.
    Ulanov, Alexander E.
    Lvovsky, A., I
    [J]. OPTICS EXPRESS, 2019, 27 (07): : 10288 - 10295
  • [6] Large-scale Coherent Ising Machine
    Takesue, Hiroki
    Inagaki, Takahiro
    Inaba, Kensuke
    Ikuta, Takuya
    Honjo, Toshimori
    [J]. JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN, 2019, 88 (06)
  • [7] Observing a Phase Transition in a Coherent Ising Machine
    Takesue, Hiroki
    Yamada, Yasuhiro
    Inaba, Kensuke
    Ikuta, Takuya
    Yonezu, Yuya
    Inagaki, Takahiro
    Honjo, Toshimori
    Kazama, Takushi
    Enbutsu, Koji
    Umeki, Takeshi
    Kasahara, Ryoichi
    [J]. PHYSICAL REVIEW APPLIED, 2023, 19 (03)
  • [8] A global Lyapunov function for the coherent Ising machine
    Roychowdhury, Jaijeet
    [J]. IEICE NONLINEAR THEORY AND ITS APPLICATIONS, 2022, 13 (02): : 227 - 232
  • [9] Optoelectronic coherent Ising machine for combinatorial optimization problems
    Mwamsojo, Nickson
    Lehmann, Frederic
    Merghem, Kamel
    Benkelfat, Badr-Eddine
    Frignac, Yann
    [J]. OPTICS LETTERS, 2023, 48 (08) : 2150 - 2153
  • [10] The Future of Problem Solving: The Coherent Ising Machine Approach
    Yamamoto, Yoshihisa
    [J]. NTT Technical Review, 2022, 20 (01): : 16 - 19