Integrated Coherent Ising Machines Based on Self-Phase Modulation in Microring Resonators

被引:28
作者
Tezak, Nikolas [1 ,2 ]
Van Vaerenbergh, Thomas [1 ]
Pelc, Jason S. [1 ]
Mendoza, Gabriel J. [1 ]
Kielpinski, David [1 ]
Mabuchi, Hideo [2 ]
Beausoleil, Raymond G. [1 ]
机构
[1] Hewlett Packard Labs, Palo Alto, CA 94304 USA
[2] Stanford Univ, EL Ginzton Lab, Stanford, CA 94305 USA
关键词
Boltzmann machines; integrated optics; large-scale integration; nonlinear optics; simulated annealing; INVERSE DESIGN; SILICON; EFFICIENCY; CUT;
D O I
10.1109/JSTQE.2019.2929184
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We propose an integrated photonic circuit that acts as an optical coherent Ising machine and simulates its performance on the basis of some example problems. In contrast to previous all-optical approaches, the proposed integrated Ising machine does not require an optical parametric oscillator and can, hence, operate at a single wavelength, reducing the overall design complexity. We present a symmetric nonlinear photonic device as the fundamental building block that can use self-phase modulation in two microring resonators to emulate a continuously tunable, symmetrically bistable Ising node. We derive and verify using numerical simulation the key properties of the single Ising node device and the full Ising machine circuit. We estimate the full Ising machine's tolerance to realistic fabrication errors on the basis of randomly sampled example problems, and we discuss which technologies are required to obtain large-scale systems.
引用
收藏
页数:15
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共 92 条
[81]   Mapping of Ising models onto injection-locked laser systems [J].
Utsunomiya, Shoko ;
Takata, Kenta ;
Yamamoto, Yoshihisa .
OPTICS EXPRESS, 2011, 19 (19) :18091-18108
[82]   Cascadable excitability in microrings [J].
Van Vaerenbergh, Thomas ;
Fiers, Martin ;
Mechet, Pauline ;
Spuesens, Thijs ;
Kumar, Rajesh ;
Morthier, Geert ;
Schrauwen, Benjamin ;
Dambre, Joni ;
Bienstman, Peter .
OPTICS EXPRESS, 2012, 20 (18) :20292-20308
[83]   Continuously tunable ultra-thin silicon waveguide optical delay line [J].
Wang, Xinyi ;
Zhou, Linjie ;
Li, Ruifei ;
Xie, Jingya ;
Lu, Liangjun ;
Wu, Kan ;
Chen, Jianping .
OPTICA, 2017, 4 (05) :507-515
[84]   Coherent Ising machine based on degenerate optical parametric oscillators [J].
Wang, Zhe ;
Marandi, Alireza ;
Wen, Kai ;
Byer, Robert L. ;
Yamamoto, Yoshihisa .
PHYSICAL REVIEW A, 2013, 88 (06)
[85]   Non-instantaneous optical nonlinearity of an a-Si:H nanowire waveguide [J].
Wathen, Jeremiah J. ;
Pagan, Vincent R. ;
Suess, Ryan J. ;
Wang, Ke-Yao ;
Foster, Amy C. ;
Murphy, Thomas E. .
OPTICS EXPRESS, 2014, 22 (19) :22730-22742
[86]   60 dB high-extinction auto-configured Mach-Zehnder interferometer [J].
Wilkes, C. M. ;
Qiang, X. ;
Wang, J. ;
Santagati, R. ;
Paesani, S. ;
Zhou, X. ;
Miller, D. A. B. ;
Marshall, G. D. ;
Thompson, M. G. ;
O'Brien, J. L. .
OPTICS LETTERS, 2016, 41 (22) :5318-5321
[87]   3D polymer directional coupler for on-board optical interconnects at 1550 nm [J].
Xu, Xiao ;
Ma, Lin ;
He, Zuyuan .
OPTICS EXPRESS, 2018, 26 (13) :16344-16351
[88]   Coherent Ising machines-optical neural networks operating at the quantum limit [J].
Yamamoto, Yoshihisa ;
Aihara, Kazuyuki ;
Leleu, Timothee ;
Kawarabayashi, Ken-ichi ;
Kako, Satoshi ;
Fejer, Martin ;
Inoue, Kyo ;
Takesue, Hiroki .
NPJ QUANTUM INFORMATION, 2017, 3
[89]   A new Kriging-based DoE strategy and its application to structural reliability analysis [J].
Yu, Zhenliang ;
Sun, Zhili ;
Wang, Jian ;
Chai, Xiaodong .
ADVANCES IN MECHANICAL ENGINEERING, 2018, 10 (03)
[90]   Using hysteresis for optimization -: art. no. 150201 [J].
Zaránd, G ;
Pázmándi, F ;
Pál, KF ;
Zimányi, GT .
PHYSICAL REVIEW LETTERS, 2002, 89 (15) :150201/1-150201/4