BRIM: Bistable Resistively-Coupled Ising Machine

被引:33
作者
Afoakwa, Richard [1 ]
Zhang, Yiqiao [1 ]
Vengalam, Uday Kumar Reddy [1 ]
Ignjatovic, Zeljko [1 ]
Huang, Michael [1 ]
机构
[1] Univ Rochester, Dept Elect & Comp Engn, Rochester, NY 14627 USA
来源
2021 27TH IEEE INTERNATIONAL SYMPOSIUM ON HIGH-PERFORMANCE COMPUTER ARCHITECTURE (HPCA 2021) | 2021年
关键词
Ising machine; optimization; CMOS accelerators; nature-based computing; quantum annealing; OPTIMIZATION;
D O I
10.1109/HPCA51647.2021.00068
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Physical Ising machines rely on nature to guide a dynamical system towards an optimal state which can be read out as a heuristical solution to a combinatorial optimization problem. Such designs that use nature as a computing mechanism can lead to higher performance and/or lower operation costs. Quantum annealers are a prominent example of such efforts. However, existing Ising machines are generally bulky and energy intensive. Such disadvantages may be acceptable if these designs provide some significant intrinsic advantages at a much larger scale in the future, which remains to be seen. But for now, integrated electronic designs of Ising machines allow more immediate applications. We propose one such design that uses bistable nodes, coupled with programmable and variable strengths. The design is fully CMOS compatible for on-chip applications and demonstrates competitive solution quality and significantly superior execution time and energy.
引用
收藏
页码:749 / 760
页数:12
相关论文
共 37 条
[1]  
[Anonymous], 2014, PRACTICAL HEURISTIC
[2]   A poor man's coherent Ising machine based on opto-electronic feedback systems for solving optimization problems [J].
Bohm, Fabian ;
Verschaffelt, Guy ;
Van der Sande, Guy .
NATURE COMMUNICATIONS, 2019, 10 (1)
[3]   Characterizing quantum supremacy in near-term devices [J].
Boixo, Sergio ;
Isakov, Sergei, V ;
Smelyanskiy, Vadim N. ;
Babbush, Ryan ;
Ding, Nan ;
Jiang, Zhang ;
Bremner, Michael J. ;
Martinis, John M. ;
Neven, Hartmut .
NATURE PHYSICS, 2018, 14 (06) :595-600
[4]   Architectural Considerations in the Design of a Superconducting Quantum Annealing Processor [J].
Bunyk, Paul I. ;
Hoskinson, Emile M. ;
Johnson, Mark W. ;
Tolkacheva, Elena ;
Altomare, Fabio ;
Berkley, Andrew J. ;
Harris, Richard ;
Hilton, Jeremy P. ;
Lanting, Trevor ;
Przybysz, Anthony J. ;
Whittaker, Jed .
IEEE TRANSACTIONS ON APPLIED SUPERCONDUCTIVITY, 2014, 24 (04)
[5]  
Cai J., 2014, ABS14062741 ARXIV ABS14062741 ARXIV
[6]   DaDianNao: A Machine-Learning Supercomputer [J].
Chen, Yunji ;
Luo, Tao ;
Liu, Shaoli ;
Zhang, Shijin ;
He, Liqiang ;
Wang, Jia ;
Li, Ling ;
Chen, Tianshi ;
Xu, Zhiwei ;
Sun, Ninghui ;
Temam, Olivier .
2014 47TH ANNUAL IEEE/ACM INTERNATIONAL SYMPOSIUM ON MICROARCHITECTURE (MICRO), 2014, :609-622
[7]   Analog Coupled Oscillator Based Weighted Ising Machine [J].
Chou, Jeffrey ;
Bramhavar, Suraj ;
Ghosh, Siddhartha ;
Herzog, William .
SCIENTIFIC REPORTS, 2019, 9 (1)
[8]  
Erbagci Burak, 2015, 2015 International Conference on Reconfigurable Computing and FPGAs (ReConFig), P1, DOI 10.1109/ReConFig.2015.7393295
[9]   Experimental investigation of performance differences between coherent Ising machines and a quantum annealer [J].
Hamerly, Ryan ;
Inagaki, Takahiro ;
McMahon, Peter L. ;
Venturelli, Davide ;
Marandi, Alireza ;
Onodera, Tatsuhiro ;
Ng, Edwin ;
Langrock, Carsten ;
Inaba, Kensuke ;
Honjo, Toshimori ;
Enbutsu, Koji ;
Umeki, Takeshi ;
Kasahara, Ryoichi ;
Utsunomiya, Shoko ;
Kako, Satoshi ;
Kawarabayashi, Ken-ichi ;
Byer, Robert L. ;
Fejer, Martin M. ;
Mabuchi, Hideo ;
Englund, Dirk ;
Rieffel, Eleanor ;
Takesue, Hiroki ;
Yamamoto, Yoshihisa .
SCIENCE ADVANCES, 2019, 5 (05)
[10]   Experimental investigation of an eight-qubit unit cell in a superconducting optimization processor [J].
Harris, R. ;
Johnson, M. W. ;
Lanting, T. ;
Berkley, A. J. ;
Johansson, J. ;
Bunyk, P. ;
Tolkacheva, E. ;
Ladizinsky, E. ;
Ladizinsky, N. ;
Oh, T. ;
Cioata, F. ;
Perminov, I. ;
Spear, P. ;
Enderud, C. ;
Rich, C. ;
Uchaikin, S. ;
Thom, M. C. ;
Chapple, E. M. ;
Wang, J. ;
Wilson, B. ;
Amin, M. H. S. ;
Dickson, N. ;
Karimi, K. ;
Macready, B. ;
Truncik, C. J. S. ;
Rose, G. .
PHYSICAL REVIEW B, 2010, 82 (02)