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Wu F, Meng H, Ma J. Reproduced neuron-like excitability and bursting synchronization of memristive Josephson junctions loaded inductor. Neural Netw 2024; 169:607-621. [PMID: 37956577 DOI: 10.1016/j.neunet.2023.11.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Revised: 09/25/2023] [Accepted: 11/05/2023] [Indexed: 11/15/2023]
Abstract
Employing electronic component including memristor and Josephson junction to mimic biological neuron or synapse has elicited intense research in recent years. Neurons described by nonlinear oscillators can exhibit complex electrical activities. Josephson junctions are excellent candidates for neuron-inspired components because of their physical properties with low energy costs and high efficiency. In this paper, we revisit a prior work on memristive Josephson junction (MJJ) to identify the dynamical mechanisms to mimic neuron-like excitability and spiking. The inductive memristive Josephson junction (L-MJJ) model is further developed by adding an inductor with internal resistor. It is found that the L-MJJ model can reproduce square-wave bursting of the classical neuronal model from the neurodynamics point of view. The coupling L-MJJ oscillators can achieve in-phase and antiphase bursting synchronization similar with nonlinear coupling neurons. From the framework of nonlinear dynamics theory, this work aspires to build effective bridge between superconducting physics and theoretical neuroscience. Obtained results confirm the potential feasibility of this junction in designing a neuron-inspired computation to explore dynamics of larger-scale neuromorphic network.
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Affiliation(s)
- Fuqiang Wu
- School of Mathematics and Statistics, Ningxia University, Yinchuan 750021, China.
| | - Hao Meng
- College of Mechanical and Vehicle Engineering, Taiyuan University of Technology, Taiyuan 030024, China
| | - Jun Ma
- Department of Physics, Lanzhou University of Technology, Lanzhou 730050, China
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2
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Varshney V, Kumarasamy S, Mishra A, Biswal B, Prasad A. Traveling of extreme events in network of counter-rotating nonlinear oscillators. CHAOS (WOODBURY, N.Y.) 2021; 31:093136. [PMID: 34598461 DOI: 10.1063/5.0059750] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Accepted: 08/30/2021] [Indexed: 06/13/2023]
Abstract
We study the propagation of rare or extreme events in a network of coupled nonlinear oscillators, where counter-rotating oscillators play the role of the malfunctioning agents. The extreme events originate from the coupled counter-oscillating pair of oscillators through a mechanism of saddle-node bifurcation. A detailed study of the propagation and the destruction of the extreme events and how these events depend on the strength of the coupling is presented. Extreme events travel only when nearby oscillators are in synchronization. The emergence of extreme events and their propagation are observed in a number of excitable systems for different network sizes and for different topologies.
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Affiliation(s)
- Vaibhav Varshney
- Department of Physics and Astrophysics, University of Delhi, Delhi 110007, India
| | - Suresh Kumarasamy
- Department of Physics and Astrophysics, University of Delhi, Delhi 110007, India
| | - Ajay Mishra
- Department of Physics, Dyal Singh College, University of Delhi, Delhi 110003, India
| | - Bibhu Biswal
- Cluster Innovation Centre, University of Delhi, Delhi 110007, India
| | - Awadhesh Prasad
- Department of Physics and Astrophysics, University of Delhi, Delhi 110007, India
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3
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Mishra A, Ghosh S, Kumar Dana S, Kapitaniak T, Hens C. Neuron-like spiking and bursting in Josephson junctions: A review. CHAOS (WOODBURY, N.Y.) 2021; 31:052101. [PMID: 34240928 DOI: 10.1063/5.0050526] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Accepted: 04/30/2021] [Indexed: 06/13/2023]
Abstract
The superconducting Josephson junction shows spiking and bursting behaviors, which have similarities with neuronal spiking and bursting. This phenomenon had been observed long ago by some researchers; however, they overlooked the biological similarity of this particular dynamical feature and never attempted to interpret it from the perspective of neuronal dynamics. In recent times, the origin of such a strange property of the superconducting junction has been explained and such neuronal functional behavior has also been observed in superconducting nanowires. The history of this research is briefly reviewed here with illustrations from studies of two junction models and their dynamical interpretation in the sense of biological bursting.
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Affiliation(s)
- Arindam Mishra
- Department of Mathematics, Jadavpur University, Kolkata 700032, India
| | - Subrata Ghosh
- Physics and Applied Mathematics Unit, Indian Statistical Institute, Kolkata 700108, India
| | - Syamal Kumar Dana
- Department of Mathematics, Jadavpur University, Kolkata 700032, India
| | - Tomasz Kapitaniak
- Division of Dynamics, Lodz University of Technology, 90-924 Lodz, Poland
| | - Chittaranjan Hens
- Physics and Applied Mathematics Unit, Indian Statistical Institute, Kolkata 700108, India
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4
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Ray A, Mishra A, Ghosh D, Kapitaniak T, Dana SK, Hens C. Extreme events in a network of heterogeneous Josephson junctions. Phys Rev E 2020; 101:032209. [PMID: 32289921 DOI: 10.1103/physreve.101.032209] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2019] [Accepted: 02/04/2020] [Indexed: 06/11/2023]
Abstract
We report intermittent large spiking events in a heterogeneous network of forced Josephson junctions under the influence of repulsive interaction. The response of the individual junctions has been inspected instead of the collective response of the ensemble, which reveals the large spiking events in a subpopulation with characteristic features of extreme events (EE). The network splits into three clusters of junctions, one in coherent libration, one in incoherent rotational motion, and another subpopulation originating EE, which resembles a chimeralike pattern. EE migrates spatially from one to another subpopulation of junctions with the repulsive strength. The origin of EE in a subpopulation and chimera pattern is a generic effect of distributed damping parameter and repulsive interaction, which we verify with another network of the Liénard system. EE originates in the subpopulation via a local riddling of in-phase synchronization. The probability density function of event heights confirms the rare occurrence of large events and the return time of EE as expressed by interevent intervals in the subgroup follows a Poisson distribution. The mechanism of the origin of such a unique clustering is explained qualitatively.
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Affiliation(s)
- Arnob Ray
- Physics and Applied Mathematics Unit, Indian Statistical Institute, Kolkata 700108, India
| | - Arindam Mishra
- Physics and Applied Mathematics Unit, Indian Statistical Institute, Kolkata 700108, India
- Department of Mathematics, Jadavpur University, Kolkata 700032, India
| | - Dibakar Ghosh
- Physics and Applied Mathematics Unit, Indian Statistical Institute, Kolkata 700108, India
| | - Tomasz Kapitaniak
- Division of Dynamics, Faculty of Mechanical Engineering, Lodz University of Technology, 90-924 Lodz, Poland
| | - Syamal K Dana
- Department of Mathematics, Jadavpur University, Kolkata 700032, India
- Division of Dynamics, Faculty of Mechanical Engineering, Lodz University of Technology, 90-924 Lodz, Poland
| | - Chittaranjan Hens
- Physics and Applied Mathematics Unit, Indian Statistical Institute, Kolkata 700108, India
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5
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Zolotaryuk Y, Starodub IO. Embedded solitons in the double sine-Gordon lattice with next-neighbor interactions. Phys Rev E 2019; 100:032216. [PMID: 31640074 DOI: 10.1103/physreve.100.032216] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2018] [Indexed: 11/07/2022]
Abstract
Topological solitons can propagate without radiation in discrete media. These solutions are known as embedded solitons (ES). They come as isolated solutions and exist despite their resonance with the linear spectrum of the respective lattices. In this paper the properties of embedded solitons in the discrete double sine-Gordon equation with next-neighbor and second-neighbor interactions are investigated. Depending on the sign of these interactions they can be either destructive or favorable for the ES creation. The ES existence area depends on the width of the linear spectrum: narrowing of the spectrum widens the ES existence range and vice versa. The application to the Josephson junction arrays is discussed.
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Affiliation(s)
- Yaroslav Zolotaryuk
- Bogolyubov Institute for Theoretical Physics, National Academy of Sciences of Ukraine, vul. Metrologichna 14B, 03143 Kyiv, Ukraine
| | - Ivan O Starodub
- Bogolyubov Institute for Theoretical Physics, National Academy of Sciences of Ukraine, vul. Metrologichna 14B, 03143 Kyiv, Ukraine
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6
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Engelhardt G, Benito M, Platero G, Brandes T. Topologically Enforced Bifurcations in Superconducting Circuits. PHYSICAL REVIEW LETTERS 2017; 118:197702. [PMID: 28548524 DOI: 10.1103/physrevlett.118.197702] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2016] [Indexed: 06/07/2023]
Abstract
The relationship of topological insulators and superconductors and the field of nonlinear dynamics is widely unexplored. To address this subject, we adopt the linear coupling geometry of the Su-Schrieffer-Heeger model, a paradigmatic example for a topological insulator, and render it nonlinearly in the context of superconducting circuits. As a consequence, the system exhibits topologically enforced bifurcations as a function of the topological control parameter, which finally gives rise to chaotic dynamics, separating phases that exhibit clear topological features.
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Affiliation(s)
- G Engelhardt
- Institut für Theoretische Physik, Technische Universität Berlin, Hardenbergstrasse 36, 10623 Berlin, Germany
| | - M Benito
- Instituto de Ciencia de Materials de Madrid, CSIC, 28049 Madrid, Spain
| | - G Platero
- Instituto de Ciencia de Materials de Madrid, CSIC, 28049 Madrid, Spain
| | - T Brandes
- Institut für Theoretische Physik, Technische Universität Berlin, Hardenbergstrasse 36, 10623 Berlin, Germany
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7
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Lucci M, Badoni D, Merlo V, Ottaviani I, Salina G, Cirillo M, Ustinov AV, Winkler D. Experimental Study of Spectral Properties of a Frenkel-Kontorova System. PHYSICAL REVIEW LETTERS 2015; 115:107002. [PMID: 26382697 DOI: 10.1103/physrevlett.115.107002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2015] [Indexed: 06/05/2023]
Abstract
We report on microwave emission from linear parallel arrays of underdamped Josephson junctions, which are described by the Frenkel-Kontorova (FK) model. Electromagnetic radiation is detected from the arrays when biased on current singularities (steps) appearing at voltages V(n)=Φ(0)(nc̅/L), where Φ(0)=2.07×10(-15) Wb is the magnetic flux quantum, and c̅, L, and n are, respectively, the speed of light in the transmission line embedding the array, L its physical length, and n an integer. The radiation, detected at fundamental frequency c̅/2L when biased on different singularities, indicates shuttling of bunched 2π kinks (magnetic flux quanta). Resonance of flux-quanta motion with the small-amplitude oscillations induced in the arrays gives rise to fine structures in the radiation spectrum, which are interpreted on the basis of the FK model describing the resonance. The impact of our results on design and performances of new digital circuit families is discussed.
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Affiliation(s)
- M Lucci
- Dipartimento di Fisica and MINAS Lab, Università di Roma Tor Vergata, 00133 Roma, Italy and INFN sezione "Tor Vergata", via della Ricerca Scientifica, 00133 Roma, Italy
| | - D Badoni
- Dipartimento di Fisica and MINAS Lab, Università di Roma Tor Vergata, 00133 Roma, Italy and INFN sezione "Tor Vergata", via della Ricerca Scientifica, 00133 Roma, Italy
| | - V Merlo
- Dipartimento di Fisica and MINAS Lab, Università di Roma Tor Vergata, 00133 Roma, Italy and INFN sezione "Tor Vergata", via della Ricerca Scientifica, 00133 Roma, Italy
| | - I Ottaviani
- Dipartimento di Fisica and MINAS Lab, Università di Roma Tor Vergata, 00133 Roma, Italy and INFN sezione "Tor Vergata", via della Ricerca Scientifica, 00133 Roma, Italy
| | - G Salina
- Dipartimento di Fisica and MINAS Lab, Università di Roma Tor Vergata, 00133 Roma, Italy and INFN sezione "Tor Vergata", via della Ricerca Scientifica, 00133 Roma, Italy
| | - M Cirillo
- Dipartimento di Fisica and MINAS Lab, Università di Roma Tor Vergata, 00133 Roma, Italy and INFN sezione "Tor Vergata", via della Ricerca Scientifica, 00133 Roma, Italy
| | - A V Ustinov
- Physikalisches Institut, Karlsruhe Institute of Technology, D-76128 Karlsruhe, Germany and National University of Science and Technology MISIS, Leninsky prosp. 4, Moscow 119049, Russia
| | - D Winkler
- Department of Microtechnology and Nanoscience-MC2, Chalmers University of Technology, SE-412 96 Göteborg, Sweden
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8
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Hens C, Pal P, Dana SK. Bursting dynamics in a population of oscillatory and excitable Josephson junctions. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2015; 92:022915. [PMID: 26382484 DOI: 10.1103/physreve.92.022915] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2015] [Indexed: 06/05/2023]
Abstract
We report an emergent bursting dynamics in a globally coupled network of mixed population of oscillatory and excitable Josephson junctions. The resistive-capacitive shunted junction (RCSJ) model of the superconducting device is considered for this study. We focus on the parameter regime of the junction where its dynamics is governed by the saddle-node on invariant circle (SNIC) bifurcation. For a coupling value above a threshold, the network splits into two clusters when a reductionism approach is applied to reproduce the bursting behavior of the large network. The excitable junctions effectively induce a slow dynamics on the oscillatory units to generate parabolic bursting in a broad parameter space. We reproduce the bursting dynamics in a mixed population of dynamical nodes of the Morris-Lecar model.
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Affiliation(s)
- Chittaranjan Hens
- CSIR-Indian Institute of Chemical Biology, Kolkata 700032, India
- Department of Mathematics, Bar-Ilan University, Ramat Gan 52900, Israel
| | - Pinaki Pal
- Department of Mathematics, National Institute of Technology, Durgapur 713209, India
| | - Syamal K Dana
- CSIR-Indian Institute of Chemical Biology, Kolkata 700032, India
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9
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Gustave F, Columbo L, Tissoni G, Brambilla M, Prati F, Kelleher B, Tykalewicz B, Barland S. Dissipative Phase Solitons in Semiconductor Lasers. PHYSICAL REVIEW LETTERS 2015; 115:043902. [PMID: 26252686 DOI: 10.1103/physrevlett.115.043902] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2015] [Indexed: 06/04/2023]
Abstract
We experimentally demonstrate the existence of nondispersive solitary waves associated with a 2π phase rotation in a strongly multimode ring semiconductor laser with coherent forcing. Similarly to Bloch domain walls, such structures host a chiral charge. The numerical simulations based on a set of effective Maxwell-Bloch equations support the experimental evidence that only one sign of chiral charge is stable, which strongly affects the motion of the phase solitons. Furthermore, the reduction of the model to a modified Ginzburg-Landau equation with forcing demonstrates the generality of these phenomena and exposes the impact of the lack of parity symmetry in propagative optical systems.
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Affiliation(s)
- F Gustave
- Université de Nice CNRS, Institut Non Linéaire de Nice, 1361 route des lucioles 06560 Valbonne, France
| | - L Columbo
- Dipartimento Interateneo di Fisica, Università degli Studi e Politecnico di Bari, Via Amendola 173, 70126 Bari, Italy
| | - G Tissoni
- Université de Nice CNRS, Institut Non Linéaire de Nice, 1361 route des lucioles 06560 Valbonne, France
| | - M Brambilla
- Dipartimento Interateneo di Fisica, Università degli Studi e Politecnico di Bari, Via Amendola 173, 70126 Bari, Italy
| | - F Prati
- Dipartimento di Scienza e Alta Tecnologia, Università dell'Insubria, Via Valleggio 11, 22100 Como, Italy
| | - B Kelleher
- Centre for Advanced Photonics & Process Analysis and Department of Physical Sciences, Cork Institute of Technology, Cork, Ireland
| | - B Tykalewicz
- Centre for Advanced Photonics & Process Analysis and Department of Physical Sciences, Cork Institute of Technology, Cork, Ireland
| | - S Barland
- Université de Nice CNRS, Institut Non Linéaire de Nice, 1361 route des lucioles 06560 Valbonne, France
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10
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Zolotaryuk Y, Starodub IO. Fluxon mobility in an array of asymmetric superconducting quantum interference devices. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2015; 91:013202. [PMID: 25679728 DOI: 10.1103/physreve.91.013202] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2014] [Indexed: 06/04/2023]
Abstract
Fluxon dynamics in the dc-biased array of asymmetric three-junction superconducting quantum interference devices (SQUIDs) is investigated. The array of SQUIDs is described by the discrete double sine-Gordon equation. It appears that this equation possesses a finite set of velocities at which the fluxon propagates with the constant shape and without radiation. The signatures of these velocities appear on the respective current-voltage characteristics of the array as inaccessible voltage intervals (gaps). The critical depinning current has a clear minimum as a function of the asymmetry parameter (the ratio of the critical currents of the left and right junctions of the SQUID), which coincides with the minimum of the Peierls-Nabarro potential.
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Affiliation(s)
- Yaroslav Zolotaryuk
- Bogolyubov Institute for Theoretical Physics, National Academy of Sciences of Ukraine, vul. Metrologichna 14B, 03680 Kyiv, Ukraine
| | - Ivan O Starodub
- Bogolyubov Institute for Theoretical Physics, National Academy of Sciences of Ukraine, vul. Metrologichna 14B, 03680 Kyiv, Ukraine
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11
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García-Ñustes MA, González JA. Formation of a two-kink soliton pair in perturbed sine-Gordon models due to kink-internal-mode instabilities. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2012; 86:066602. [PMID: 23368067 DOI: 10.1103/physreve.86.066602] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/11/2011] [Revised: 10/30/2012] [Indexed: 06/01/2023]
Abstract
The existence of two-kink soliton solutions in polynomial potentials was first reported by Bazeia et al. in a special type of scalar field systems [Phys. Rev. Lett. 91, 241601 (2003)]. A general feature of these potentials is that they possess two minima and a local metastable minimum between them. In the present work we investigate the appearance of this special kind of soliton in the sine-Gordon model under the perturbation of a space-dependent force. We show that a pair of solitons is emitted during the process of kink breakup by internal mode instabilities. A possible explanation of these phenomena is an interplay between the solitons repelling interaction and the external force, resulting in a separation or a packing of several kinks.
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Affiliation(s)
- Mónica A García-Ñustes
- Centro de Física, Instituto Venezolano de Investigaciones Científicas, Apartado 21827, Caracas 1020-A, Venezuela.
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