Demonstration of chip-based coupled degenerate optical parametric oscillators for realizing a nanophotonic spin-glass

The need for solving optimization problems is prevalent in various physical applications, including neuroscience, network design, biological systems, socio-economics, and chemical reactions. Many of these are classified as non-deterministic polynomial-time hard and thus become intractable to solve as the system scales to a large number of elements. Recent research advances in photonics have sparked interest in using a network of coupled degenerate optical parametric oscillators (DOPOs) to effectively find the ground state of the Ising Hamiltonian, which can be used to solve other combinatorial optimization problems through polynomial-time mapping. Here, using the nanophotonic silicon-nitride platform, we demonstrate a spatial-multiplexed DOPO system using continuous-wave pumping. We experimentally demonstrate the generation and coupling of two microresonator-based DOPOs on a single chip. Through a reconfigurable phase link, we achieve both in-phase and out-of-phase operation, which can be deterministically achieved at a fast regeneration speed of 400 kHz with a large phase tolerance. The use of a photonic network of coupled degenerate optical parametric oscillators for solving complex optimisation problems would require scalable integration capabilities. Here, the authors exploit χ (3) nonlinearity in SiN to demonstrate on-chip phase-tunable coupling between two DOPO based Ising nodes.

[1]  Dirk Englund,et al.  Deep learning with coherent nanophotonic circuits , 2017, 2017 Fifth Berkeley Symposium on Energy Efficient Electronic Systems & Steep Transistors Workshop (E3S).

[2]  K. Binder,et al.  Spin glasses: Experimental facts, theoretical concepts, and open questions , 1986 .

[3]  John M Dudley,et al.  Coherence properties of supercontinuum spectra generated in photonic crystal and tapered optical fibers. , 2002, Optics letters.

[4]  Saikat Guha,et al.  A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers , 2019, Nature Communications.

[5]  Mk Meint Smit,et al.  Planar monomode optical couplers based on multimode interference effects , 1992 .

[6]  Andrew Lucas,et al.  Ising formulations of many NP problems , 2013, Front. Physics.

[7]  M. W. Johnson,et al.  Quantum annealing with manufactured spins , 2011, Nature.

[8]  Ryan Hamerly,et al.  A Recurrent Ising Machine in a Photonic Integrated Circuit , 2019, 1909.13877.

[9]  Raymond Beausoleil,et al.  Power-efficient combinatorial optimization using intrinsic noise in memristor Hopfield neural networks , 2020, Nature Electronics.

[10]  E. Ising Beitrag zur Theorie des Ferromagnetismus , 1925 .

[11]  Michal Lipson,et al.  Photonic-chip-based frequency combs , 2019, Nature Photonics.

[12]  Jiho Joo,et al.  Cost-Effective $2\times 2$ Silicon Nitride Mach-Zehnder Interferometric (MZI) Thermo-Optic Switch , 2018, IEEE Photonics Technology Letters.

[13]  Ken-ichi Kawarabayashi,et al.  Coherent Ising Machine - Optical Neural Network Operating at the Quantum Limit - , 2018, 2018 Conference on Lasers and Electro-Optics Pacific Rim (CLEO-PR).

[14]  R. Byer,et al.  Coherent Ising machine based on degenerate optical parametric oscillators , 2013, 1311.2696.

[15]  He Zhang,et al.  Large-scale Ising emulation with four body interaction and all-to-all connections , 2020 .

[16]  Yudan Guo,et al.  Sign-Changing Photon-Mediated Atom Interactions in Multimode Cavity Quantum Electrodynamics. , 2018, Physical review letters.

[17]  Engin Ipek,et al.  The Memristive Boltzmann Machines , 2017, IEEE Micro.

[18]  Toshiyuki Miyazawa,et al.  Physics-Inspired Optimization for Quadratic Unconstrained Problems Using a Digital Annealer , 2018, Front. Phys..

[19]  Raymond G. Beausoleil,et al.  Integrated Coherent Ising Machines Based on Self-Phase Modulation in Microring Resonators , 2020, IEEE Journal of Selected Topics in Quantum Electronics.

[20]  R. Lefever,et al.  Spatial dissipative structures in passive optical systems. , 1987, Physical review letters.

[21]  M. Foster,et al.  A multi-layer platform for low-loss nonlinear silicon photonics , 2019, APL Photonics.

[22]  Yoshihisa Yamamoto,et al.  Binary phase oscillation of two mutually coupled semiconductor lasers. , 2015, Optics express.

[23]  Mohammed A. Zidan,et al.  Hardware Acceleration of Simulated Annealing of Spin Glass by RRAM Crossbar Array , 2018, 2018 IEEE International Electron Devices Meeting (IEDM).

[24]  Michal Lipson,et al.  Quantum random number generator using a microresonator-based Kerr oscillator. , 2016, Optics letters.

[25]  Yoshihisa Yamamoto,et al.  Data search by a coherent Ising machine based on an injection-locked laser network with gradual pumping or coupling , 2014 .

[26]  M. Jakovljevic,et al.  Long Term Dental Work Force Build-Up and DMFT-12 Improvement in the European Region , 2016, Front. Physiol..

[27]  T. Inagaki,et al.  Understanding dynamics of coherent Ising machines through simulation of large-scale 2D Ising models , 2018, Nature Communications.

[28]  Yoshihisa Yamamoto,et al.  Large-scale Ising spin network based on degenerate optical parametric oscillators , 2016, Nature Photonics.

[29]  Hiroki Takesue,et al.  10  GHz clock time-multiplexed degenerate optical parametric oscillators for a photonic Ising spin network. , 2016, Optics letters.

[30]  Ken-ichi Kawarabayashi,et al.  Experimental investigation of performance differences between coherent Ising machines and a quantum annealer , 2018, Science Advances.

[31]  Guy Verschaffelt,et al.  A poor man’s coherent Ising machine based on opto-electronic feedback systems for solving optimization problems , 2019, Nature Communications.

[32]  Kazuyuki Aihara,et al.  Performance evaluation of coherent Ising machines against classical neural networks , 2017, 1706.01283.

[33]  Humphreys,et al.  An Optimal Design for Universal Multiport Interferometers , 2016, 1603.08788.

[34]  Kazuyuki Aihara,et al.  A Quantum Model for Coherent Ising Machines: Discrete-time Measurement Feedback Formulation , 2017, 1706.02454.

[35]  N. Davidson,et al.  Rapid laser solver for the phase retrieval problem , 2019, Science Advances.

[36]  Jie Sun,et al.  Adiabatic thermo-optic Mach-Zehnder switch. , 2013, Optics letters.

[37]  Andrew D. King,et al.  Emulating the coherent Ising machine with a mean-field algorithm , 2018, ArXiv.

[38]  米澤 明憲 20世紀の名著名論:John Backus: Can Programming Be Liberated from the von Neumann Style? A Functional Style and its Algebra of Programs , 2002 .

[39]  Michal Lipson,et al.  Breaking the Loss Limitation of On-chip High-confinement Resonators , 2016, 1609.08699.

[40]  Steven A. Miller,et al.  Thermally controlled comb generation and soliton modelocking in microresonators. , 2016, Optics letters.

[41]  Xuezhe Zheng,et al.  Highly-efficient thermally-tuned resonant optical filters. , 2010, Optics express.

[42]  Reck,et al.  Experimental realization of any discrete unitary operator. , 1994, Physical review letters.

[43]  M. R. Mahmoodi,et al.  Versatile stochastic dot product circuits based on nonvolatile memories for high performance neurocomputing and neurooptimization , 2019, Nature Communications.

[44]  Shoko Utsunomiya,et al.  Transient time of an Ising machine based on injection-locked laser network , 2012 .

[45]  S. Turitsyn,et al.  Inverse four-wave mixing and self-parametric amplification in optical fibre , 2015 .

[46]  Kazuyuki Aihara,et al.  A fully programmable 100-spin coherent Ising machine with all-to-all connections , 2016, Science.

[47]  C. Conti,et al.  Large-Scale Photonic Ising Machine by Spatial Light Modulation. , 2019, Physical review letters.

[48]  Dirk Englund,et al.  Heuristic recurrent algorithms for photonic Ising machines , 2020, Nature Communications.

[49]  Michal Lipson,et al.  Dual-pumped degenerate Kerr oscillator in a silicon nitride microresonator. , 2015, Optics letters.

[50]  Michal Lipson,et al.  Ultra-low-loss on-chip resonators with sub-milliwatt parametric oscillation threshold , 2017 .

[51]  Yoshihisa Yamamoto,et al.  Quantum Computing vs. Coherent Computing , 2012, New Generation Computing.

[52]  John W. Backus,et al.  Can programming be liberated from the von Neumann style?: a functional style and its algebra of programs , 1978, CACM.

[53]  A. Gaeta,et al.  Dynamics of Coupled Microresonator-Based Degenerate Optical Parametric Oscillators , 2018, 2018 Conference on Lasers and Electro-Optics (CLEO).

[54]  R. Byer,et al.  Network of time-multiplexed optical parametric oscillators as a coherent Ising machine , 2014, Nature Photonics.

[55]  Yoshihisa Yamamoto,et al.  Mapping of Ising models onto injection-locked laser systems. , 2011, Optics express.

[56]  Ken-ichi Kawarabayashi,et al.  A coherent Ising machine for 2000-node optimization problems , 2016, Science.

[57]  Michal Lipson,et al.  Overcoming SiN film stress limitations for high quality factor ring resonators , 2013, 2013 IEEE Photonics Society Summer Topical Meeting Series.