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Bi H, Fukai T. Amplitude-mediated chimera states in nonlocally coupled Stuart-Landau oscillators. CHAOS (WOODBURY, N.Y.) 2022; 32:083125. [PMID: 36049944 DOI: 10.1063/5.0096284] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2022] [Accepted: 07/20/2022] [Indexed: 06/15/2023]
Abstract
Chimera states achieve the coexistence of coherent and incoherent subgroups through symmetry breaking and emerge in physical, chemical, and biological systems. We show the presence of amplitude-mediated multicluster chimera states in nonlocally coupled Stuart-Landau oscillators. We clarify the prerequisites for having different types of chimera states by analytically and numerically studying how phase transitions occur between these states. Our results demonstrate how the oscillation amplitudes interact with the phase degrees of freedom in chimera states and significantly advance our understanding of the generation mechanisms of such states in coupled oscillator systems.
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Affiliation(s)
- Hongjie Bi
- Okinawa Institute of Science and Technology, Onna-son, Okinawa 904-0495, Japan
| | - Tomoki Fukai
- Okinawa Institute of Science and Technology, Onna-son, Okinawa 904-0495, Japan
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2
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Kundu S, Muruganandam P, Ghosh D, Lakshmanan M. Amplitude-mediated spiral chimera pattern in a nonlinear reaction-diffusion system. Phys Rev E 2021; 103:062209. [PMID: 34271612 DOI: 10.1103/physreve.103.062209] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Accepted: 05/21/2021] [Indexed: 11/07/2022]
Abstract
Formation of diverse patterns in spatially extended reaction-diffusion systems is an important aspect of study that is pertinent to many chemical and biological processes. Of special interest is the peculiar phenomenon of chimera state having spatial coexistence of coherent and incoherent dynamics in a system of identically interacting individuals. In the present article, we report the emergence of various collective dynamical patterns while considering a system of prey-predator dynamics in the presence of a two-dimensional diffusive environment. Particularly, we explore the observance of four distinct categories of spatial arrangements among the species, namely, spiral wave, spiral chimera, completely synchronized oscillations, and oscillation death states in a broad region of the diffusion-driven parameter space. Emergence of amplitude-mediated spiral chimera states displaying drifted amplitudes and phases in the incoherent subpopulation is detected for parameter values beyond both Turing and Hopf bifurcations. Transition scenarios among all these distinguishable patterns are numerically demonstrated for a wide range of the diffusion coefficients which reveal that the chimera states arise during the transition from oscillatory to steady-state dynamics. Furthermore, we characterize the occurrence of each of the recognizable patterns by estimating the strength of incoherent subpopulations in the two-dimensional space.
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Affiliation(s)
- Srilena Kundu
- Physics and Applied Mathematics Unit, Indian Statistical Institute, 203 B. T. Road, Kolkata-700108, India
| | | | - Dibakar Ghosh
- Physics and Applied Mathematics Unit, Indian Statistical Institute, 203 B. T. Road, Kolkata-700108, India
| | - M Lakshmanan
- Department of Nonlinear Dynamics, School of Physics, Bharathidasan University, Tiruchirapalli-620024, India
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Bolotov MI, Smirnov LA, Osipov GV, Pikovsky A. Locking and regularization of chimeras by periodic forcing. Phys Rev E 2020; 102:042218. [PMID: 33212667 DOI: 10.1103/physreve.102.042218] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Accepted: 09/28/2020] [Indexed: 11/07/2022]
Abstract
We study how a chimera state in a one-dimensional medium of nonlocally coupled oscillators responds to a homogeneous in space periodic in time external force. On a macroscopic level, where a chimera can be considered as an oscillating object, forcing leads to entrainment of the chimera's basic frequency inside an Arnold tongue. On a mesoscopic level, where a chimera can be viewed as an inhomogeneous, stationary, or nonstationary pattern, strong forcing can lead to regularization of an unstationary chimera. On a microscopic level of the dynamics of individual oscillators, forcing outside of the Arnold tongue leads to a multiplateau state with nontrivial locking properties.
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Affiliation(s)
- Maxim I Bolotov
- Department of Control Theory, Research and Education Mathematical Center "Mathematics for Future Technologies," Nizhny Novgorod State University, Gagarin Av. 23, 603950, Nizhny Novgorod, Russia
| | - Lev A Smirnov
- Department of Control Theory, Research and Education Mathematical Center "Mathematics for Future Technologies," Nizhny Novgorod State University, Gagarin Av. 23, 603950, Nizhny Novgorod, Russia.,Institute of Applied Physics of the Russian Academy of Sciences, Ul'yanov Str. 46, 603950, Nizhny Novgorod, Russia
| | - Grigory V Osipov
- Department of Control Theory, Research and Education Mathematical Center "Mathematics for Future Technologies," Nizhny Novgorod State University, Gagarin Av. 23, 603950, Nizhny Novgorod, Russia
| | - Arkady Pikovsky
- Department of Control Theory, Research and Education Mathematical Center "Mathematics for Future Technologies," Nizhny Novgorod State University, Gagarin Av. 23, 603950, Nizhny Novgorod, Russia.,Institute of Physics and Astronomy, University of Potsdam, Karl-Liebknecht-Straße 24-25, 14476 Potsdam, Germany.,National Research University Higher School of Economics, 25/12 Bolshaya Pecherskaya Ulitsa, 603155 Nizhny Novgorod, Russia
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4
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Ganaie MA, Ghosh S, Mendola N, Tanveer M, Jalan S. Identification of chimera using machine learning. CHAOS (WOODBURY, N.Y.) 2020; 30:063128. [PMID: 32611090 DOI: 10.1063/1.5143285] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2019] [Accepted: 05/07/2020] [Indexed: 06/11/2023]
Abstract
Chimera state refers to the coexistence of coherent and non-coherent phases in identically coupled dynamical units found in various complex dynamical systems. Identification of chimera, on one hand, is essential due to its applicability in various areas including neuroscience and, on the other hand, is challenging due to its widely varied appearance in different systems and the peculiar nature of its profile. Therefore, a simple yet universal method for its identification remains an open problem. Here, we present a very distinctive approach using machine learning techniques to characterize different dynamical phases and identify the chimera state from given spatial profiles generated using various different models. The experimental results show that the performance of the classification algorithms varies for different dynamical models. The machine learning algorithms, namely, random forest, oblique random forest based on Tikhonov, axis-parallel split, and null space regularization achieved more than 96% accuracy for the Kuramoto model. For the logistic maps, random forest and Tikhonov regularization based oblique random forest showed more than 90% accuracy, and for the Hénon map model, random forest, null space, and axis-parallel split regularization based oblique random forest achieved more than 80% accuracy. The oblique random forest with null space regularization achieved consistent performance (more than 83% accuracy) across different dynamical models while the auto-encoder based random vector functional link neural network showed relatively lower performance. This work provides a direction for employing machine learning techniques to identify dynamical patterns arising in coupled non-linear units on large-scale and for characterizing complex spatiotemporal patterns in real-world systems for various applications.
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Affiliation(s)
- M A Ganaie
- Discipline of Mathematics, Indian Institute of Technology Indore, Khandwa Road, Simrol, 453552 Indore, India
| | - Saptarshi Ghosh
- Complex Systems Lab, Discipline of Physics, Indian Institute of Technology Indore, Khandwa Road, Simrol, 453552 Indore, India
| | - Naveen Mendola
- Complex Systems Lab, Discipline of Physics, Indian Institute of Technology Indore, Khandwa Road, Simrol, 453552 Indore, India
| | - M Tanveer
- Discipline of Mathematics, Indian Institute of Technology Indore, Khandwa Road, Simrol, 453552 Indore, India
| | - Sarika Jalan
- Complex Systems Lab, Discipline of Physics, Indian Institute of Technology Indore, Khandwa Road, Simrol, 453552 Indore, India
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5
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Suda Y, Okuda K. Emergence of second coherent regions for breathing chimera states. Phys Rev E 2020; 101:062203. [PMID: 32688598 DOI: 10.1103/physreve.101.062203] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Accepted: 04/30/2020] [Indexed: 06/11/2023]
Abstract
Chimera states in one-dimensional nonlocally coupled phase oscillators are mostly assumed to be stationary, but breathing chimeras can occasionally appear, branching from the stationary chimeras via Hopf bifurcation. In this paper, we demonstrate two types of breathing chimeras: The type I breathing chimera looks the same as the stationary chimera at a glance, while the type II consists of multiple coherent regions with different average frequencies. Moreover, it is shown that the type I changes to the type II by increasing the breathing amplitude. Furthermore, we develop a self-consistent analysis of the local order parameter, which can be applied to breathing chimeras, and numerically demonstrate this analysis in the present system.
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Affiliation(s)
- Yusuke Suda
- Division of Physics, Hokkaido University, Sapporo 060-0810, Japan
- Institute for the Advancement of Higher Education, Hokkaido University, Sapporo 060-0817, Japan
| | - Koji Okuda
- Division of Physics, Hokkaido University, Sapporo 060-0810, Japan
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Omel'chenko OE. Nonstationary coherence-incoherence patterns in nonlocally coupled heterogeneous phase oscillators. CHAOS (WOODBURY, N.Y.) 2020; 30:043103. [PMID: 32357679 DOI: 10.1063/1.5145259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Accepted: 03/16/2020] [Indexed: 06/11/2023]
Abstract
We consider a large ring of nonlocally coupled phase oscillators and show that apart from stationary chimera states, this system also supports nonstationary coherence-incoherence patterns (CIPs). For identical oscillators, these CIPs behave as breathing chimera states and are found in a relatively small parameter region only. It turns out that the stability region of these states enlarges dramatically if a certain amount of spatially uniform heterogeneity (e.g., Lorentzian distribution of natural frequencies) is introduced in the system. In this case, nonstationary CIPs can be studied as stable quasiperiodic solutions of a corresponding mean-field equation, formally describing the infinite system limit. Carrying out direct numerical simulations of the mean-field equation, we find different types of nonstationary CIPs with pulsing and/or alternating chimera-like behavior. Moreover, we reveal a complex bifurcation scenario underlying the transformation of these CIPs into each other. These theoretical predictions are confirmed by numerical simulations of the original coupled oscillator system.
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Affiliation(s)
- Oleh E Omel'chenko
- Institute of Physics and Astronomy, University of Potsdam, Karl-Liebknecht-Str. 24/25, 14476 Potsdam, Germany
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Goldschmidt RJ, Pikovsky A, Politi A. Blinking chimeras in globally coupled rotators. CHAOS (WOODBURY, N.Y.) 2019; 29:071101. [PMID: 31370417 DOI: 10.1063/1.5105367] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2019] [Accepted: 06/10/2019] [Indexed: 06/10/2023]
Abstract
In globally coupled ensembles of identical oscillators so-called chimera states can be observed. The chimera state is a symmetry-broken regime, where a subset of oscillators forms a cluster, a synchronized population, while the rest of the system remains a collection of nonsynchronized, scattered units. We describe here a blinking chimera regime in an ensemble of seven globally coupled rotators (Kuramoto oscillators with inertia). It is characterized by a death-birth process, where a long-term stable cluster of four oscillators suddenly dissolves and is very quickly reborn with a new reshuffled configuration. We identify three different kinds of rare blinking events and give a quantitative characterization by applying stability analysis to the long-lived chaotic state and to the short-lived regular regimes that arise when the cluster dissolves.
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Affiliation(s)
| | - Arkady Pikovsky
- Department of Physics and Astronomy, University of Potsdam, Potsdam 10623, Germany
| | - Antonio Politi
- Institute of Pure and Applied Mathematics, University of Aberdeen, Aberdeen AB24 3FX, United Kingdom
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