An Ising Machine-Based Solver for Visiting-Route Recommendation Problems in Amusement Parks

被引:5
作者
Mukasa, Yosuke [1 ]
Wakaizumi, Tomoya [1 ]
Tanaka, Shu [2 ,3 ]
Togawa, Nozomu [1 ]
机构
[1] Waseda Univ, Dept Comp Sci & Commun Engn, Tokyo 1698555, Japan
[2] Waseda Univ, Green Comp Syst Res Org, Yokohama, Kanagawa 2238522, Japan
[3] Waseda Univ, Green Comp Syst Res Org, Tokyo 1698555, Japan
关键词
Ising machine; amusement park; combinatorial optimization problem; Ising model; quadratic unconstrained binary optimization;
D O I
10.1587/transinf.2020EDP7264
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In an amusement park, an attraction-visiting route considering the waiting time and traveling time improves visitors' satisfaction and experience. We focus on Ising machines to solve the problem, which are recently expected to solve combinatorial optimization problems at high speed by mapping the problems to Ising models or quadratic unconstrained binary optimization (QUBO) models. We propose a mapping of the visiting-route recommendation problem in amusement parks to a QUBO model for solving it using Ising machines. By using an actual Ising machine, we could obtain feasible solutions one order of magnitude faster with almost the same accuracy as the simulated annealing method for the visiting-route recommendation problem.
引用
收藏
页码:1592 / 1600
页数:9
相关论文
共 26 条
  • [1] Physics-Inspired Optimization for Quadratic Unconstrained Problems Using a Digital Annealer
    Aramon, Maliheh
    Rosenberg, Gili
    Valiante, Elisabetta
    Miyazawa, Toshiyuki
    Tamura, Hirotaka
    Katzgraber, Helmut G.
    [J]. FRONTIERS IN PHYSICS, 2019, 7 (APR):
  • [2] Nonperturbative k-body to two-body commuting conversion Hamiltonians and embedding problem instances into Ising spins
    Biamonte, J. D.
    [J]. PHYSICAL REVIEW A, 2008, 77 (05):
  • [3] Combinatorial optimization by simulating adiabatic bifurcations in nonlinear Hamiltonian systems
    Goto, Hayato
    Tatsumura, Kosuke
    Dixon, Alexander R.
    [J]. SCIENCE ADVANCES, 2019, 5 (04)
  • [4] A coherent Ising machine for 2000-node optimization problems
    Inagaki, Takahiro
    Haribara, Yoshitaka
    Igarashi, Koji
    Sonobe, Tomohiro
    Tamate, Shuhei
    Honjo, Toshimori
    Marandi, Alireza
    McMahon, Peter L.
    Umeki, Takeshi
    Enbutsu, Koji
    Tadanaga, Osamu
    Takenouchi, Hirokazu
    Aihara, Kazuyuki
    Kawarabayashi, Ken-ichi
    Inoue, Kyo
    Utsunomiya, Shoko
    Takesue, Hiroki
    [J]. SCIENCE, 2016, 354 (6312) : 603 - 606
  • [5] Report on the theory of ferromagnetism
    Ising, E
    [J]. ZEITSCHRIFT FUR PHYSIK, 1925, 31 : 253 - 258
  • [6] Quantum annealing with manufactured spins
    Johnson, M. W.
    Amin, M. H. S.
    Gildert, S.
    Lanting, T.
    Hamze, F.
    Dickson, N.
    Harris, R.
    Berkley, A. J.
    Johansson, J.
    Bunyk, P.
    Chapple, E. M.
    Enderud, C.
    Hilton, J. P.
    Karimi, K.
    Ladizinsky, E.
    Ladizinsky, N.
    Oh, T.
    Perminov, I.
    Rich, C.
    Thom, M. C.
    Tolkacheva, E.
    Truncik, C. J. S.
    Uchaikin, S.
    Wang, J.
    Wilson, B.
    Rose, G.
    [J]. NATURE, 2011, 473 (7346) : 194 - 198
  • [7] Kanamaru S, 2019, IEEE ICCE, P221, DOI [10.1109/icce-berlin47944.2019.8966207, 10.1109/ICCE-Berlin47944.2019.8966207]
  • [8] Designing metamaterials with quantum annealing and factorization machines
    Kitai, Koki
    Guo, Jiang
    Ju, Shenghong
    Tanaka, Shu
    Tsuda, Koji
    Shiomi, Junichiro
    Tamura, Ryo
    [J]. PHYSICAL REVIEW RESEARCH, 2020, 2 (01):
  • [9] Ising formulations of many NP problems
    Lucas, Andrew
    [J]. FRONTIERS IN PHYSICS, 2014, 2 : 1 - 14
  • [10] Toward Practical-Scale Quantum Annealing Machine for Prime Factoring
    Maezawa, Masaaki
    Fujii, Go
    Hidaka, Mutsuo
    Imafuku, Kentaro
    Kikuchi, Katsuya
    Koike, Hanpei
    Makise, Kazumasa
    Nagasawa, Shuichi
    Nakagawa, Hiroshi
    Ukibe, Masahiro
    Kawabata, Shiro
    [J]. JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN, 2019, 88 (06)