1
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Reisenbauer M, Rudolph H, Egyed L, Hornberger K, Zasedatelev AV, Abuzarli M, Stickler BA, Delić U. Non-Hermitian dynamics and non-reciprocity of optically coupled nanoparticles. NATURE PHYSICS 2024; 20:1629-1635. [PMID: 39416855 PMCID: PMC11473371 DOI: 10.1038/s41567-024-02589-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Accepted: 06/19/2024] [Indexed: 10/19/2024]
Abstract
Non-Hermitian dynamics, as observed in photonic, atomic, electrical and optomechanical platforms, holds great potential for sensing applications and signal processing. Recently, fully tuneable non-reciprocal optical interaction has been demonstrated between levitated nanoparticles. Here we use this tunability to investigate the collective non-Hermitian dynamics of two non-reciprocally and nonlinearly interacting nanoparticles. We observe parity-time symmetry breaking and, for sufficiently strong coupling, a collective mechanical lasing transition in which the particles move along stable limit cycles. This work opens up a research avenue of non-equilibrium multi-particle collective effects, tailored by the dynamic control of individual sites in a tweezer array.
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Affiliation(s)
- Manuel Reisenbauer
- Vienna Center for Quantum Science and Technology, Faculty of Physics, University of Vienna, Vienna, Austria
| | - Henning Rudolph
- Faculty of Physics, University of Duisburg-Essen, Duisburg, Germany
| | - Livia Egyed
- Vienna Center for Quantum Science and Technology, Faculty of Physics, University of Vienna, Vienna, Austria
| | - Klaus Hornberger
- Faculty of Physics, University of Duisburg-Essen, Duisburg, Germany
| | - Anton V. Zasedatelev
- Vienna Center for Quantum Science and Technology, Faculty of Physics, University of Vienna, Vienna, Austria
| | - Murad Abuzarli
- Vienna Center for Quantum Science and Technology, Faculty of Physics, University of Vienna, Vienna, Austria
| | | | - Uroš Delić
- Vienna Center for Quantum Science and Technology, Faculty of Physics, University of Vienna, Vienna, Austria
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2
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Melkani A, Paulose J. Space-time symmetry and nonreciprocal parametric resonance in mechanical systems. Phys Rev E 2024; 110:015003. [PMID: 39161033 DOI: 10.1103/physreve.110.015003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 06/07/2024] [Indexed: 08/21/2024]
Abstract
Linear mechanical systems with time-modulated parameters can harbor oscillations with amplitudes that grow or decay exponentially with time due to the phenomenon of parametric resonance. While the resonance properties of individual oscillators are well understood, those of systems of coupled oscillators remain challenging to characterize. Here we determine the parametric resonance conditions for time-modulated mechanical systems by exploiting the internal symmetries arising from the real-valued and symplectic nature of classical mechanics. We also determine how these conditions are further constrained when the system exhibits external symmetries. In particular, we analyze systems with space-time symmetry where the system remains invariant after a combination of discrete translation in both space and time. For such systems, we identify a combined space-time translation operator that provides more information about the dynamics of the system than the Floquet operator does and use it to derive conditions for one-way amplification of traveling waves. Our exact theoretical framework based on symmetries enables the design of exotic responses such as nonreciprocal transport and one-way amplification in dynamic mechanical metamaterials and is generalizable to all physical systems that obey space-time symmetry.
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3
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Heugel TL, Chitra R, Eichler A, Zilberberg O. Proliferation of unstable states and their impact on stochastic out-of-equilibrium dynamics in two coupled Kerr parametric oscillators. Phys Rev E 2024; 109:064308. [PMID: 39020932 DOI: 10.1103/physreve.109.064308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 05/31/2024] [Indexed: 07/20/2024]
Abstract
Networks of nonlinear parametric resonators are promising candidates as Ising machines for annealing and optimization. These many-body out-of-equilibrium systems host complex phase diagrams of coexisting stationary states. The plethora of states manifest via a series of bifurcations, including bifurcations that proliferate purely unstable solutions. Here we demonstrate that the latter take a fundamental role in the stochastic dynamics of the system. Specifically, they determine the switching paths and the switching rates between stable solutions. We demonstrate experimentally the impact of the added unstable states on noise-activated switching dynamics in a network of two coupled parametric resonators.
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4
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Álvarez P, Pittilini D, Miserocchi F, Raamamurthy S, Margiani G, Ameye O, Del Pino J, Zilberberg O, Eichler A. Biased Ising Model Using Two Coupled Kerr Parametric Oscillators with External Force. PHYSICAL REVIEW LETTERS 2024; 132:207401. [PMID: 38829099 DOI: 10.1103/physrevlett.132.207401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 04/09/2024] [Indexed: 06/05/2024]
Abstract
Networks of coupled Kerr parametric oscillators (KPOs) are a leading physical platform for analog solving of complex optimization problems. These systems are colloquially known as "Ising machines." We experimentally and theoretically study such a network under the influence of an external force. The force breaks the collective phase-parity symmetry of the system and competes with the intrinsic coupling in ordering the network configuration, similar to how a magnetic field biases an interacting spin ensemble. Specifically, we demonstrate how the force can be used to control the system, and highlight the crucial role of the phase and symmetry of the force. Our Letter thereby provides a method to create Ising machines with arbitrary bias, extending even to exotic cases that are impossible to engineer in real spin systems.
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Affiliation(s)
- Pablo Álvarez
- Laboratory for Solid State Physics, ETH Zürich, CH-8093 Zürich, Switzerland
| | - Davide Pittilini
- Laboratory for Solid State Physics, ETH Zürich, CH-8093 Zürich, Switzerland
| | - Filippo Miserocchi
- Laboratory for Solid State Physics, ETH Zürich, CH-8093 Zürich, Switzerland
| | | | - Gabriel Margiani
- Laboratory for Solid State Physics, ETH Zürich, CH-8093 Zürich, Switzerland
| | - Orjan Ameye
- Department of Physics, University of Konstanz, D-78457 Konstanz, Germany
| | - Javier Del Pino
- Institute for Theoretical Physics, ETH Zürich, CH-8093 Zürich, Switzerland
| | - Oded Zilberberg
- Department of Physics, University of Konstanz, D-78457 Konstanz, Germany
| | - Alexander Eichler
- Laboratory for Solid State Physics, ETH Zürich, CH-8093 Zürich, Switzerland
- Quantum Center, ETH Zürich, CH-8093 Zürich, Switzerland
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5
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Casilli N, Kaisar T, Colombo L, Ghosh S, Feng PXL, Cassella C. Parametric Frequency Divider Based Ising Machines. PHYSICAL REVIEW LETTERS 2024; 132:147301. [PMID: 38640363 DOI: 10.1103/physrevlett.132.147301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Accepted: 02/20/2024] [Indexed: 04/21/2024]
Abstract
We report on a new class of Ising machines (IMs) that rely on coupled parametric frequency dividers (PFDs) as macroscopic artificial spins. Unlike the IM counterparts based on subharmonic-injection locking (SHIL), PFD IMs do not require strong injected continuous-wave signals or applied dc voltages. Therefore, they show a significantly lower power consumption per spin compared to SHIL-based IMs, making it feasible to accurately solve large-scale combinatorial optimization problems that are hard or even impossible to solve by using the current von Neumann computing architectures. Furthermore, using high quality factor resonators in the PFD design makes PFD IMs able to exhibit a nanowatt-level power per spin. Also, it remarkably allows a speedup of the phase synchronization among the PFDs, resulting in shorter time to solution and lower energy to solution despite the resonators' longer relaxation time. As a proof of concept, a 4-node PFD IM has been demonstrated. This IM correctly solves a set of Max-Cut problems while consuming just 600 nanowatts per spin. This power consumption is 2 orders of magnitude lower than the power per spin of state-of-the-art SHIL-based IMs operating at the same frequency.
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Affiliation(s)
- Nicolas Casilli
- Department of Electrical and Computer Engineering, Northeastern University, Boston, Massachusetts 02115, USA
| | - Tahmid Kaisar
- Department of Electrical and Computer Engineering, University of Florida, Gainesville, Florida 32611, USA
| | - Luca Colombo
- Department of Electrical and Computer Engineering, Northeastern University, Boston, Massachusetts 02115, USA
| | - Siddhartha Ghosh
- Department of Electrical and Computer Engineering, Northeastern University, Boston, Massachusetts 02115, USA
| | - Philip X-L Feng
- Department of Electrical and Computer Engineering, University of Florida, Gainesville, Florida 32611, USA
| | - Cristian Cassella
- Department of Electrical and Computer Engineering, Northeastern University, Boston, Massachusetts 02115, USA
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6
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Ben-Ami S, Aharonovich I, Pe'er A. Persistent dynamics in coupled non-degenerate parametric oscillators: pump saturation prevents mode competition. OPTICS EXPRESS 2023; 31:9264-9274. [PMID: 37157499 DOI: 10.1364/oe.482828] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
The coherent dynamics in networks of coupled oscillators is of great interest in wave-physics since the coupling produces various dynamical effects, such as coherent energy exchange (beats) between the oscillators. However, it is common wisdom that these coherent dynamics are transients that quickly decay in active oscillators (e.g. lasers) since pump saturation causes mode competition that results, for homogeneous gain, in the prevalence of the single winning mode. We observe that pump saturation in coupled parametric oscillators counter-intuitively encourages the multi-mode dynamics of beating and indefinitely preserves it, despite the existence of mode competition. We explore in detail the coherent dynamics of a pair of coupled parametric oscillators with a shared pump and arbitrary coupling in a radio frequency (RF) experiment, as well as in simulation. Specifically, we realize two parametric oscillators as different frequency-modes of a single RF cavity and couple them arbitrarily using a digital high-bandwidth FPGA. We observe persistent coherent beats that are maintained at any pump level, even high above the threshold. The simulation highlights how the interplay of pump depletion between the two oscillators prevents them from synchronizing, even when the oscillation is deeply saturated.
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7
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Calvanese Strinati M, Conti C. Multidimensional hyperspin machine. Nat Commun 2022; 13:7248. [PMID: 36433964 PMCID: PMC9700766 DOI: 10.1038/s41467-022-34847-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2022] [Accepted: 11/08/2022] [Indexed: 11/26/2022] Open
Abstract
From condensed matter to quantum chromodynamics, multidimensional spins are a fundamental paradigm, with a pivotal role in combinatorial optimization and machine learning. Machines formed by coupled parametric oscillators can simulate spin models, but only for Ising or low-dimensional spins. Currently, machines implementing arbitrary dimensions remain a challenge. Here, we introduce and validate a hyperspin machine to simulate multidimensional continuous spin models. We realize high-dimensional spins by pumping groups of parametric oscillators, and show that the hyperspin machine finds to a very good approximation the ground state of complex graphs. The hyperspin machine can interpolate between different dimensions by tuning the coupling topology, a strategy that we call "dimensional annealing". When interpolating between the XY and the Ising model, the dimensional annealing substantially increases the success probability compared to conventional Ising simulators. Hyperspin machines are a new computational model for combinatorial optimization. They can be realized by off-the-shelf hardware for ultrafast, large-scale applications in classical and quantum computing, condensed-matter physics, and fundamental studies.
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Affiliation(s)
- Marcello Calvanese Strinati
- Centro Ricerche Enrico Fermi (CREF), Via Panisperna 89a, 00184, Rome, Italy.
- Institute for Complex Systems, National Research Council (ISC-CNR), 00185, Rome, Italy.
| | - Claudio Conti
- Centro Ricerche Enrico Fermi (CREF), Via Panisperna 89a, 00184, Rome, Italy
- Institute for Complex Systems, National Research Council (ISC-CNR), 00185, Rome, Italy
- Physics Department, Sapienza University of Rome, 00185, Rome, Italy
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8
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Xu B, Zhang P, Zhu J, Liu Z, Eichler A, Zheng XQ, Lee J, Dash A, More S, Wu S, Wang Y, Jia H, Naik A, Bachtold A, Yang R, Feng PXL, Wang Z. Nanomechanical Resonators: Toward Atomic Scale. ACS NANO 2022; 16:15545-15585. [PMID: 36054880 PMCID: PMC9620412 DOI: 10.1021/acsnano.2c01673] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 08/12/2022] [Indexed: 06/15/2023]
Abstract
The quest for realizing and manipulating ever smaller man-made movable structures and dynamical machines has spurred tremendous endeavors, led to important discoveries, and inspired researchers to venture to previously unexplored grounds. Scientific feats and technological milestones of miniaturization of mechanical structures have been widely accomplished by advances in machining and sculpturing ever shrinking features out of bulk materials such as silicon. With the flourishing multidisciplinary field of low-dimensional nanomaterials, including one-dimensional (1D) nanowires/nanotubes and two-dimensional (2D) atomic layers such as graphene/phosphorene, growing interests and sustained effort have been devoted to creating mechanical devices toward the ultimate limit of miniaturization─genuinely down to the molecular or even atomic scale. These ultrasmall movable structures, particularly nanomechanical resonators that exploit the vibratory motion in these 1D and 2D nano-to-atomic-scale structures, offer exceptional device-level attributes, such as ultralow mass, ultrawide frequency tuning range, broad dynamic range, and ultralow power consumption, thus holding strong promises for both fundamental studies and engineering applications. In this Review, we offer a comprehensive overview and summary of this vibrant field, present the state-of-the-art devices and evaluate their specifications and performance, outline important achievements, and postulate future directions for studying these miniscule yet intriguing molecular-scale machines.
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Affiliation(s)
- Bo Xu
- Institute
of Fundamental and Frontier Sciences, University
of Electronic Science and Technology of China, Chengdu610054, China
| | - Pengcheng Zhang
- University
of Michigan−Shanghai Jiao Tong University Joint Institute, Shanghai Jiao Tong University, Shanghai200240, China
| | - Jiankai Zhu
- Institute
of Fundamental and Frontier Sciences, University
of Electronic Science and Technology of China, Chengdu610054, China
| | - Zuheng Liu
- University
of Michigan−Shanghai Jiao Tong University Joint Institute, Shanghai Jiao Tong University, Shanghai200240, China
| | | | - Xu-Qian Zheng
- Department
of Electrical and Computer Engineering, Herbert Wertheim College of
Engineering, University of Florida, Gainesville, Florida32611, United States
- College
of Integrated Circuit Science and Engineering, Nanjing University of Posts and Telecommunications, Nanjing210023, China
| | - Jaesung Lee
- Department
of Electrical and Computer Engineering, Herbert Wertheim College of
Engineering, University of Florida, Gainesville, Florida32611, United States
- Department
of Electrical and Computer Engineering, University of Texas at El Paso, El Paso, Texas79968, United States
| | - Aneesh Dash
- Centre
for
Nano Science and Engineering, Indian Institute
of Science, Bangalore560012, Karnataka, India
| | - Swapnil More
- Centre
for
Nano Science and Engineering, Indian Institute
of Science, Bangalore560012, Karnataka, India
| | - Song Wu
- Institute
of Fundamental and Frontier Sciences, University
of Electronic Science and Technology of China, Chengdu610054, China
| | - Yanan Wang
- Department
of Electrical and Computer Engineering, Herbert Wertheim College of
Engineering, University of Florida, Gainesville, Florida32611, United States
- Department
of Electrical and Computer Engineering, University of Nebraska-Lincoln, Lincoln, Nebraska68588, United States
| | - Hao Jia
- Shanghai
Institute of Microsystem and Information Technology, Chinese Academy
of Sciences, Shanghai200050, China
| | - Akshay Naik
- Centre
for
Nano Science and Engineering, Indian Institute
of Science, Bangalore560012, Karnataka, India
| | - Adrian Bachtold
- ICFO-Institut
de Ciencies Fotoniques, The Barcelona Institute
of Science and Technology, Castelldefels, Barcelona08860, Spain
| | - Rui Yang
- University
of Michigan−Shanghai Jiao Tong University Joint Institute, Shanghai Jiao Tong University, Shanghai200240, China
- School of
Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai200240, China
| | - Philip X.-L. Feng
- Department
of Electrical and Computer Engineering, Herbert Wertheim College of
Engineering, University of Florida, Gainesville, Florida32611, United States
| | - Zenghui Wang
- Institute
of Fundamental and Frontier Sciences, University
of Electronic Science and Technology of China, Chengdu610054, China
- State
Key Laboratory of Electronic Thin Films and Integrated Devices, University
of Electronic Science and Technology of China, Chengdu610054, China
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9
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Kryuchkov NP, Mantsevich VN, Yurchenko SO. Interacting Oscillators with Fluctuating Coupling: Mode Mixing without Cross-Correlations. PHYSICAL REVIEW LETTERS 2022; 129:034102. [PMID: 35905345 DOI: 10.1103/physrevlett.129.034102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 03/14/2022] [Accepted: 06/10/2022] [Indexed: 06/15/2023]
Abstract
Coupled oscillators are one of the basic models in nonlinear dynamics. Here, we study numerically and analytically the spectra of two harmonic oscillators with stochastically fluctuating coupling and driving forces reproducing a thermostat. We show that, even at small coupling, vanishing on average, the oscillation spectra exhibit mixing, even though no cross-correlations exists between the oscillators. Our results reveal a new mechanism of mode mixing for stochastically uncorrelated systems that is crucial for analysis of spectra in various systems, from simple liquids to living systems.
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Affiliation(s)
- Nikita P Kryuchkov
- Bauman Moscow State Technical University, 2nd Baumanskaya street 5, 105005 Moscow, Russia
| | - Vladimir N Mantsevich
- Bauman Moscow State Technical University, 2nd Baumanskaya street 5, 105005 Moscow, Russia
| | - Stanislav O Yurchenko
- Bauman Moscow State Technical University, 2nd Baumanskaya street 5, 105005 Moscow, Russia
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10
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Arwas G, Gadasi S, Gershenzon I, Friesem A, Davidson N, Raz O. Anyonic-parity-time symmetry in complex-coupled lasers. SCIENCE ADVANCES 2022; 8:eabm7454. [PMID: 35648848 PMCID: PMC9159572 DOI: 10.1126/sciadv.abm7454] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
Abstract
Non-Hermitian Hamiltonians, and particularly parity-time (PT) and anti-PT symmetric Hamiltonians, play an important role in many branches of physics, from quantum mechanics to optical systems and acoustics. Both the PT and anti-PT symmetries are specific instances of a broader class known as anyonic-PT symmetry, where the Hamiltonian and the PT operator satisfy a generalized commutation relation. Here, we study theoretically these novel symmetries and demonstrate them experimentally in coupled lasers systems. We resort to complex coupling of mixed dispersive and dissipative nature, which allows unprecedented control on the location in parameter space where the symmetry and symmetry breaking occur. Moreover, tuning the coupling in the same physical system allows us to realize the special cases of PT and anti-PT symmetries. In a more general perspective, we present and experimentally validate a new relation between laser synchronization and the symmetry of the underlying non-Hermitian Hamiltonian.
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11
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Non-Hermitian chiral phononics through optomechanically induced squeezing. Nature 2022; 606:82-87. [PMID: 35650359 DOI: 10.1038/s41586-022-04609-0] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Accepted: 03/04/2022] [Indexed: 11/09/2022]
Abstract
Imposing chirality on a physical system engenders unconventional energy flow and responses, such as the Aharonov-Bohm effect1 and the topological quantum Hall phase for electrons in a symmetry-breaking magnetic field. Recently, great interest has arisen in combining that principle with broken Hermiticity to explore novel topological phases and applications2-16. Here we report phononic states with unique symmetries and dynamics that are formed when combining the controlled breaking of time-reversal symmetry with non-Hermitian dynamics. Both of these are induced through time-modulated radiation pressure forces in small nano-optomechanical networks. We observe chiral energy flow among mechanical resonators in a synthetic dimension and Aharonov-Bohm tuning of their eigenmodes. Introducing particle-non-conserving squeezing interactions, we observe a non-Hermitian Aharonov-Bohm effect in ring-shaped networks in which mechanical quasiparticles experience parametric gain. The resulting complex mode spectra indicate flux-tuning of squeezing, exceptional points, instabilities and unidirectional phononic amplification. This rich phenomenology points the way to exploring new non-Hermitian topological bosonic phases and applications in sensing and transport that exploit spatiotemporal symmetry breaking.
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12
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Fang Y, Huang J, Ruan Z. Experimental Observation of Phase Transitions in Spatial Photonic Ising Machine. PHYSICAL REVIEW LETTERS 2021; 127:043902. [PMID: 34355963 DOI: 10.1103/physrevlett.127.043902] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 06/14/2021] [Indexed: 06/13/2023]
Abstract
Statistical spin dynamics plays a key role in understanding the working principle for novel optical Ising machines. Here, we propose the gauge transformation for a spatial photonic Ising machine, where a single spatial phase modulator simultaneously encodes spin configurations and programs interaction strengths. Using gauge transformation, we experimentally evaluate the phase diagram of a high-dimensional spin-glass equilibrium system with 100 fully connected spins. We observe the presence of paramagnetic, ferromagnetic, and spin-glass phases and determine the critical temperature T_{c} and the critical probability p_{c} of the phase transitions, which agree well with the mean-field theory predictions. Thus, the approximation of the mean-field model is experimentally verified in the spatial photonic Ising machine. Furthermore, we discuss the phase transition in parallel with solving combinatorial optimization problems during the cooling process and identify that the spatial photonic Ising machine is robust with sufficient many-spin interactions even when the system is associated with optical aberrations and measurement uncertainty.
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Affiliation(s)
- Yisheng Fang
- Interdisciplinary Center of Quantum Information, State Key Laboratory of Modern Optical Instrumentation, and Zhejiang Province Key Laboratory of Quantum Technology and Device, Department of Physics, Zhejiang University, Hangzhou 310027, China
| | - Junyi Huang
- Interdisciplinary Center of Quantum Information, State Key Laboratory of Modern Optical Instrumentation, and Zhejiang Province Key Laboratory of Quantum Technology and Device, Department of Physics, Zhejiang University, Hangzhou 310027, China
| | - Zhichao Ruan
- Interdisciplinary Center of Quantum Information, State Key Laboratory of Modern Optical Instrumentation, and Zhejiang Province Key Laboratory of Quantum Technology and Device, Department of Physics, Zhejiang University, Hangzhou 310027, China
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13
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Inagaki T, Inaba K, Leleu T, Honjo T, Ikuta T, Enbutsu K, Umeki T, Kasahara R, Aihara K, Takesue H. Collective and synchronous dynamics of photonic spiking neurons. Nat Commun 2021; 12:2325. [PMID: 33893296 PMCID: PMC8065174 DOI: 10.1038/s41467-021-22576-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2020] [Accepted: 03/16/2021] [Indexed: 02/02/2023] Open
Abstract
Nonlinear dynamics of spiking neural networks have recently attracted much interest as an approach to understand possible information processing in the brain and apply it to artificial intelligence. Since information can be processed by collective spiking dynamics of neurons, the fine control of spiking dynamics is desirable for neuromorphic devices. Here we show that photonic spiking neurons implemented with paired nonlinear optical oscillators can be controlled to generate two modes of bio-realistic spiking dynamics by changing optical-pump amplitude. When the photonic neurons are coupled in a network, the interaction between them induces an effective change in the pump amplitude depending on the order parameter that characterizes synchronization. The experimental results show that the effective change causes spontaneous modification of the spiking modes and firing rates of clustered neurons, and such collective dynamics can be utilized to realize efficient heuristics for solving NP-hard combinatorial optimization problems.
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Affiliation(s)
- Takahiro Inagaki
- NTT Basic Research Laboratories, NTT Corporation, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa, 243-0198, Japan.
| | - Kensuke Inaba
- NTT Basic Research Laboratories, NTT Corporation, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa, 243-0198, Japan.
| | - Timothée Leleu
- Institute of Industrial Science, The University of Tokyo, 4-6-1, Komaba, Meguro-ku, Tokyo, 153-8505, Japan
- International Research Center for Neurointelligence, The University of Tokyo Institute for Advanced Study, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Toshimori Honjo
- NTT Basic Research Laboratories, NTT Corporation, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa, 243-0198, Japan
| | - Takuya Ikuta
- NTT Basic Research Laboratories, NTT Corporation, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa, 243-0198, Japan
| | - Koji Enbutsu
- NTT Device Technology Laboratories, NTT Corporation, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa, 243-0198, Japan
| | - Takeshi Umeki
- NTT Device Technology Laboratories, NTT Corporation, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa, 243-0198, Japan
| | - Ryoichi Kasahara
- NTT Device Technology Laboratories, NTT Corporation, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa, 243-0198, Japan
| | - Kazuyuki Aihara
- Institute of Industrial Science, The University of Tokyo, 4-6-1, Komaba, Meguro-ku, Tokyo, 153-8505, Japan
- International Research Center for Neurointelligence, The University of Tokyo Institute for Advanced Study, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Hiroki Takesue
- NTT Basic Research Laboratories, NTT Corporation, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa, 243-0198, Japan
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14
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Calvanese Strinati M, Bello L, Dalla Torre EG, Pe'er A. Can Nonlinear Parametric Oscillators Solve Random Ising Models? PHYSICAL REVIEW LETTERS 2021; 126:143901. [PMID: 33891458 DOI: 10.1103/physrevlett.126.143901] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Accepted: 03/10/2021] [Indexed: 06/12/2023]
Abstract
We study large networks of parametric oscillators as heuristic solvers of random Ising models. In these networks, known as coherent Ising machines, the model to be solved is encoded in the coupling between the oscillators, and a solution is offered by the steady state of the network. This approach relies on the assumption that mode competition steers the network to the ground-state solution of the Ising model. By considering a broad family of frustrated Ising models, we show that the most efficient mode does not correspond generically to the ground state of the Ising model. We infer that networks of parametric oscillators close to threshold are intrinsically not Ising solvers. Nevertheless, the network can find the correct solution if the oscillators are driven sufficiently above threshold, in a regime where nonlinearities play a predominant role. We find that for all probed instances of the model, the network converges to the ground state of the Ising model with a finite probability.
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Affiliation(s)
- Marcello Calvanese Strinati
- Department of Physics, Bar-Ilan University, 52900 Ramat-Gan, Israel
- Dipartimento di Fisica, Università di Roma "La Sapienza," Piazzale Aldo Moro 5, I-00185 Rome, Italy
| | - Leon Bello
- Department of Physics and QUEST Center of Quantum Science and Technology, Bar-Ilan University, 52900 Ramat-Gan, Israel
| | | | - Avi Pe'er
- Department of Physics and QUEST Center of Quantum Science and Technology, Bar-Ilan University, 52900 Ramat-Gan, Israel
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Bello L, Strinati MC, Ben-Ami S, Pe'er A. Pairwise Mode Locking in Dynamically Coupled Parametric Oscillators. PHYSICAL REVIEW LETTERS 2021; 126:083601. [PMID: 33709724 DOI: 10.1103/physrevlett.126.083601] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2020] [Revised: 11/23/2020] [Accepted: 01/26/2021] [Indexed: 06/12/2023]
Abstract
Mode locking in lasers is a collective effect, where due to a weak coupling a large number of frequency modes lock their phases to oscillate in unison, forming an ultrashort pulse in time. We demonstrate an analogous collective effect in coupled parametric oscillators, which we term "pairwise mode locking," where many pairs of modes with twin frequencies (symmetric around the center carrier) oscillate simultaneously with a locked phase sum, while the phases of individual modes remain undefined. Thus, despite being broadband and multimode, the emission is not pulsed and lacks first-order coherence, while possessing a very high degree of second-order coherence. Our configuration comprises two coupled parametric oscillators within identical multimode cavities, where the coupling between the oscillators is modulated in time at the repetition rate of the cavity modes, with some analogy to active mode locking in lasers. We demonstrate pairwise mode locking in a radio-frequency experiment, covering over an octave of bandwidth with approximately 20 resonant mode-locked pairs, filling most of the available bandwidth between dc and the pump frequency. We accompany our experiment with an analytic model that accounts for the properties of the coupled parametric oscillators near threshold.
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Affiliation(s)
- Leon Bello
- Department of Physics and BINA Center of Nanotechnology, Bar-Ilan University, 52900 Ramat-Gan, Israel
| | | | - Shai Ben-Ami
- Department of Physics and BINA Center of Nanotechnology, Bar-Ilan University, 52900 Ramat-Gan, Israel
| | - Avi Pe'er
- Department of Physics and BINA Center of Nanotechnology, Bar-Ilan University, 52900 Ramat-Gan, Israel
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Gambetta FM, Carollo F, Lazarides A, Lesanovsky I, Garrahan JP. Classical stochastic discrete time crystals. Phys Rev E 2019; 100:060105. [PMID: 31962402 DOI: 10.1103/physreve.100.060105] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2019] [Indexed: 06/10/2023]
Abstract
We describe a general and simple paradigm for discrete time crystals (DTCs), systems with a stable subharmonic response to an external driving field, in a classical thermal setting. We consider, specifically, an Ising model in two dimensions, as a prototypical system with a phase transition into stable phases distinguished by a local order parameter, driven by thermal dynamics and periodically kicked with a noisy protocol. By means of extensive numerical simulations for large sizes-allowed by the classical nature of our model-we show that the system features a true disorder-DTC order phase transition as a function of the noise strength, with a robust DTC phase extending over a wide parameter range. We demonstrate that, when the dynamics is observed stroboscopically, the phase transition to the DTC state appears to be in the equilibrium two-dimensional Ising universality class. However, we explicitly show that the DTC is a genuine nonequilibrium state. More generally, we speculate that systems with thermal phase transitions to multiple competing phases can give rise to DTCs when appropriately driven.
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Affiliation(s)
- F M Gambetta
- School of Physics and Astronomy and Centre for the Mathematics and Theoretical Physics of Quantum Non-Equilibrium Systems, University of Nottingham, Nottingham NG7 2RD, United Kingdom
| | - F Carollo
- School of Physics and Astronomy and Centre for the Mathematics and Theoretical Physics of Quantum Non-Equilibrium Systems, University of Nottingham, Nottingham NG7 2RD, United Kingdom
| | - A Lazarides
- Interdisciplinary Centre for Mathematical Modelling and Department of Mathematical Sciences, Loughborough University, Loughborough LE11 3TU, United Kingdom
| | - I Lesanovsky
- School of Physics and Astronomy and Centre for the Mathematics and Theoretical Physics of Quantum Non-Equilibrium Systems, University of Nottingham, Nottingham NG7 2RD, United Kingdom
- Institut für Theoretische Physik, Universität Tübingen, Tübingen 72076, Germany
| | - J P Garrahan
- School of Physics and Astronomy and Centre for the Mathematics and Theoretical Physics of Quantum Non-Equilibrium Systems, University of Nottingham, Nottingham NG7 2RD, United Kingdom
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