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Luo H, Du Y, Fan H, Wang X, Guo J, Wang X. Reconstructing bifurcation diagrams of chaotic circuits with reservoir computing. Phys Rev E 2024; 109:024210. [PMID: 38491568 DOI: 10.1103/physreve.109.024210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Accepted: 01/26/2024] [Indexed: 03/18/2024]
Abstract
Model-free reconstruction of bifurcation diagrams of Chua's circuits using the technique of parameter-aware reservoir computing is investigated. We demonstrate that (1) reservoir computer can be utilized as a noise filter to restore the system dynamics from noisy signals; (2) for a single Chua circuit, a machine trained by the noisy time series measured at several sampling states is capable of reconstructing the whole bifurcation diagram of the circuit with a high precision; and (3) for two coupled chaotic Chua circuits with mismatched parameters, the machine trained by the noisy time series measured at several coupling strengths is able to anticipate the variation of the synchronization degree of the coupled circuits with respect to the coupling strength over a wide range. Our studies verify the capability of the technique of parameter-aware reservoir computing in learning the dynamics of chaotic circuits from noisy signals, signifying the potential application of this technique in reconstructing the bifurcation diagram of real-world chaotic systems.
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Affiliation(s)
- Haibo Luo
- School of Physics and Information Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Yao Du
- School of Physics and Information Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Huawei Fan
- School of Science, Xi'an University of Posts and Telecommunications, Xi'an 710121, China
| | - Xuan Wang
- School of Physics and Information Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Jianzhong Guo
- School of Physics and Information Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Xingang Wang
- School of Physics and Information Technology, Shaanxi Normal University, Xi'an 710062, China
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Dos Santos V, Borges FS, Iarosz KC, Caldas IL, Szezech JD, Viana RL, Baptista MS, Batista AM. Basin of attraction for chimera states in a network of Rössler oscillators. CHAOS (WOODBURY, N.Y.) 2020; 30:083115. [PMID: 32872816 DOI: 10.1063/5.0014013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 07/20/2020] [Indexed: 06/11/2023]
Abstract
Chimera states are spatiotemporal patterns in which coherent and incoherent dynamics coexist simultaneously. These patterns were observed in both locally and nonlocally coupled oscillators. We study the existence of chimera states in networks of coupled Rössler oscillators. The Rössler oscillator can exhibit periodic or chaotic behavior depending on the control parameters. In this work, we show that the existence of coherent, incoherent, and chimera states depends not only on the coupling strength, but also on the initial state of the network. The initial states can belong to complex basins of attraction that are not homogeneously distributed. Due to this fact, we characterize the basins by means of the uncertainty exponent and basin stability. In our simulations, we find basin boundaries with smooth, fractal, and riddled structures.
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Affiliation(s)
- Vagner Dos Santos
- Program of Post-graduation in Science, State University of Ponta Grossa, Ponta Grossa, Paraná 84030-900, Brazil
| | - Fernando S Borges
- Center for Mathematics, Computation and Cognition, Federal University of ABC, São Bernardo do Campo, São Paulo 09606-045, Brazil
| | - Kelly C Iarosz
- Institute of Physics, University of São Paulo, São Paulo 05508-900, Brazil
| | - Iberê L Caldas
- Institute of Physics, University of São Paulo, São Paulo 05508-900, Brazil
| | - J D Szezech
- Program of Post-graduation in Science, State University of Ponta Grossa, Ponta Grossa, Paraná 84030-900, Brazil
| | - Ricardo L Viana
- Department of Physics, Federal University of Paraná, Curitiba, Paraná 80060-000, Brazil
| | - Murilo S Baptista
- Institute for Complex Systems and Mathematical Biology, University of Aberdeen, AB24 3UE Aberdeen, Scotland, United Kingdom
| | - Antonio M Batista
- Program of Post-graduation in Science, State University of Ponta Grossa, Ponta Grossa, Paraná 84030-900, Brazil
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Sato M, Hyodo H, Biwa T, Delage R. Synchronization of thermoacoustic quasiperiodic oscillation by periodic external force. CHAOS (WOODBURY, N.Y.) 2020; 30:063130. [PMID: 32611130 DOI: 10.1063/5.0004381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Accepted: 05/22/2020] [Indexed: 06/11/2023]
Abstract
Quasiperiodic oscillations can occur in nonequilibrium systems where two or more frequency components are generated simultaneously. Many studies have explored the synchronization of periodic and chaotic oscillations; however, the synchronization of quasiperiodic oscillations has not received much attention. This study experimentally documents forced synchronization of the quasiperiodic state and the internally locked state of a thermoacoustic oscillator system. This system consists of a gas-filled resonance tube with a nonuniform cross-sectional area. The thermoacoustic oscillator was designed and built in such a way that nonlinear interactions between the fundamental acoustic oscillation mode and the third mode of the gas column are controlled by a temperature difference that is locally created in the resonance tube. Bifurcation diagrams were mapped out by changing the forcing strength and frequency. Separated Arnold tongues were found and both modes were entrained to the external force through complete synchronization. A saddle-node bifurcation was observed in the route from partial to complete synchronization when the forcing strength was relatively weak. However, a Hopf (torus-death) bifurcation was observed when the forcing was relatively strong. In the internally locked state, the bifurcation occurred after the internal locking was broken down by the external force.
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Affiliation(s)
- M Sato
- Department of Mechanical Systems Engineering, Tohoku University, Sendai 980-8579, Japan
| | - H Hyodo
- Department of Mechanical Systems Engineering, Tohoku University, Sendai 980-8579, Japan
| | - T Biwa
- Department of Mechanical Systems Engineering, Tohoku University, Sendai 980-8579, Japan
| | - R Delage
- Department of Management Science and Technology, Tohoku University, Sendai 980-8579, Japan
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Dahlhaus R, Kiss IZ, Neddermeyer JC. On the Relationship between the Theory of Cointegration and the Theory of Phase Synchronization. Stat Sci 2018. [DOI: 10.1214/18-sts659] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Delage R, Takayama Y, Biwa T. Bifurcation diagram of coupled thermoacoustic chaotic oscillators. CHAOS (WOODBURY, N.Y.) 2018; 28:083125. [PMID: 30180631 DOI: 10.1063/1.5037371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2018] [Accepted: 07/24/2018] [Indexed: 06/08/2023]
Abstract
A thermoacoustic chaotic oscillator is a fluid system that presents thermally induced chaotic oscillations of a gas column. This study experimentally reports a bifurcation diagram when two thermoacoustic chaotic oscillators are dissipatively coupled to each other. The two-parameter bifurcation diagram is constructed by varying the frequency mismatch and the coupling strength. Complete chaos synchronization is observed in the region with a frequency mismatch of less than 1% of the uncoupled oscillator. In other regions, synchronization between quasiperiodic oscillations and that between limit-cycle oscillations and amplitude death are observed as well as asynchronous states.
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Affiliation(s)
- Rémi Delage
- Department of Mechanical Engineering, Tohoku University, Sendai 980-8579, Japan
| | - Yusuke Takayama
- Department of Mechanical Engineering, Tohoku University, Sendai 980-8579, Japan
| | - Tetsushi Biwa
- Department of Mechanical Engineering, Tohoku University, Sendai 980-8579, Japan
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6
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Song Z, Wu Y, Liu W, Xiao J. Experimental study of the irrational phase synchronization of coupled nonidentical mechanical metronomes. PLoS One 2015; 10:e0118986. [PMID: 25786222 PMCID: PMC4364733 DOI: 10.1371/journal.pone.0118986] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2014] [Accepted: 01/08/2015] [Indexed: 11/18/2022] Open
Abstract
It has recently been observed in numerical simulations that the phases of two coupled nonlinear oscillators can become locked into an irrational ratio, exhibiting the phenomenon of irrational phase synchronization (IPS) [Phys. Rev. E 69, 056228 (2004)]. Here, using two coupled nonidentical periodic mechanical metronomes, we revisit this interesting phenomenon through experimental studies. It is demonstrated that under suitable couplings, the phases of the metronomes indeed can become locked into irrational ratios. Numerical simulations confirm the experimental observations and also reveal that in the IPS state, the system dynamics are chaotic. Our studies provide a solid step toward further studies of IPS.
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Affiliation(s)
- Zhiwen Song
- School of Science, Beijing University of Posts and Telecommunications, Beijing 100876, China
| | - Ye Wu
- School of Science, Beijing University of Posts and Telecommunications, Beijing 100876, China
| | - Weiqing Liu
- School of Science, Jiangxi University of Science and Technology, Ganzhou 341000, China
| | - Jinghua Xiao
- School of Science, Beijing University of Posts and Telecommunications, Beijing 100876, China
- * E-mail:
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Pereira FAC, Baptista MDS, Sartorelli JC. Sound synchronization of bubble trains in a viscous fluid: experiment and modeling. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2014; 90:042902. [PMID: 25375562 DOI: 10.1103/physreve.90.042902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/02/2014] [Indexed: 06/04/2023]
Abstract
We investigate the dynamics of formation of air bubbles expelled from a nozzle immersed in a viscous fluid under the influence of sound waves. We have obtained bifurcation diagrams by measuring the time between successive bubbles, having the air flow (Q) as a parameter control for many values of the sound wave amplitude (A), the height (H) of the solution above the top of the nozzle, and three values of the sound frequency (fs). Our parameter spaces (Q,A) revealed a scenario for the onset of synchronization dominated by Arnold tongues (frequency locking) which gives place to chaotic phase synchronization for sufficiently large A. The experimental results were accurately reproduced by numerical simulations of a model combining a simple bubble growth model for the bubble train and a coupling term with the sound wave added to the equilibrium pressure.
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Affiliation(s)
| | - Murilo da Silva Baptista
- Institute for Complex System and Mathematical Biology, SUPA, University of Aberdeen, Aberdeen AB24 3UE, United Kingdom
| | - José Carlos Sartorelli
- Universidade de São Paulo, Instituto de Física, Caixa Postal 66318, 05315-970, São Paulo, Brazil
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Jan H, Tsai KT, Kuo LW. Phase locking route behind complex periodic windows in a forced oscillator. CHAOS (WOODBURY, N.Y.) 2013; 23:033126. [PMID: 24089962 DOI: 10.1063/1.4818675] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Chaotic systems have complex reactions against an external driving force; even in cases with low-dimension oscillators, the routes to synchronization are diverse. We proposed a stroboscope-based method for analyzing driven chaotic systems in their phase space. According to two statistic quantities generated from time series, we could realize the system state and the driving behavior simultaneously. We demonstrated our method in a driven bi-stable system, which showed complex period windows under a proper driving force. With increasing periodic driving force, a route from interior periodic oscillation to phase synchronization through the chaos state could be found. Periodic windows could also be identified and the circumstances under which they occurred distinguished. Statistical results were supported by conditional Lyapunov exponent analysis to show the power in analyzing the unknown time series.
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Affiliation(s)
- Hengtai Jan
- Division of Medical Engineering Research, National Health Research Institutes, Miaoli County 350, Taiwan
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Senthilkumar DV, Srinivasan K, Murali K, Lakshmanan M, Kurths J. Experimental confirmation of chaotic phase synchronization in coupled time-delayed electronic circuits. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2010; 82:065201. [PMID: 21230695 DOI: 10.1103/physreve.82.065201] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/03/2010] [Revised: 10/26/2010] [Indexed: 05/30/2023]
Abstract
We report the experimental demonstration of chaotic phase synchronization (CPS) in unidirectionally coupled time-delay systems using electronic circuits. We have also implemented experimentally an efficient methodology for characterizing CPS, namely, the localized sets. Snapshots of the evolution of coupled systems and the sets as observed from the oscilloscope confirming CPS are shown experimentally. Numerical results from different approaches, namely, phase differences, localized sets, changes in the largest Lyapunov exponents, and the correlation of probability of recurrence (C(CPR)) corroborate the experimental observations.
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Affiliation(s)
- D V Senthilkumar
- Centre for Dynamics of Complex Systems, University of Potsdam, Potsdam, Germany
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Jan H, Ho MC, Kuo CT, Jiang IM. Detecting weak phase locking in chaotic system with dual attractors and ill-defined phase structure. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2009; 79:067202. [PMID: 19658630 DOI: 10.1103/physreve.79.067202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2009] [Indexed: 05/28/2023]
Abstract
A quantitative approach was constructed for detecting phase locking in a chaotic system with complex attractor structure via stroboscopic method. We study the route to weak phase locking by analyzing the stroboscopic points. The onset of weak phase locking detected by using this statistical approach and the critical coupling strength calculated by Lyapunov exponent are matched well. Detailed structure of phase locking intensity is described by the Arnold tongue diagram.
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Affiliation(s)
- Hengtai Jan
- Department of Physics, National Sun Yat-Sen University, Kaohsiung 804, Taiwan
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Senthilkumar DV, Lakshmanan M, Kurths J. Transition from phase to generalized synchronization in time-delay systems. CHAOS (WOODBURY, N.Y.) 2008; 18:023118. [PMID: 18601485 DOI: 10.1063/1.2911541] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
The notion of phase synchronization in time-delay systems, exhibiting highly non-phase-coherent attractors, has not been realized yet even though it has been well studied in chaotic dynamical systems without delay. We report the identification of phase synchronization in coupled nonidentical piecewise linear and in coupled Mackey-Glass time-delay systems with highly non-phase-coherent regimes. We show that there is a transition from nonsynchronized behavior to phase and then to generalized synchronization as a function of coupling strength. We have introduced a transformation to capture the phase of the non-phase-coherent attractors, which works equally well for both the time-delay systems. The instantaneous phases of the above coupled systems calculated from the transformed attractors satisfy both the phase and mean frequency locking conditions. These transitions are also characterized in terms of recurrence-based indices, namely generalized autocorrelation function P(t), correlation of probability of recurrence, joint probability of recurrence, and similarity of probability of recurrence. We have quantified the different synchronization regimes in terms of these indices. The existence of phase synchronization is also characterized by typical transitions in the Lyapunov exponents of the coupled time-delay systems.
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Affiliation(s)
- D V Senthilkumar
- Centre for Nonlinear Dynamics, Department of Physics, Bharathidasan University, Tiruchirapalli-620024, India.
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Le Z, Castro V, Pardo WB, Walkenstein JA, Monti M, Rosa E. Experimental observation of synchronous competition in the Chua system. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2007; 75:056216. [PMID: 17677157 DOI: 10.1103/physreve.75.056216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2006] [Revised: 03/21/2007] [Indexed: 05/16/2023]
Abstract
We present experimental results for two different sinusoidal functions competing to phase synchronize a Chua oscillator. Our approach involves real-time observation of the synchronization process. It shows that depending on the amplitude and frequency values of the two sinusoidal functions, the Chua oscillator can stay phase synchronized to one or the other of the inputs all the time or can alternate synchronous states between them. Numerical simulations show good agreement with the experimental observations.
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Affiliation(s)
- Zheng Le
- Nonlinear Dynamics Lab, University of Miami, Coral Gables, Florida 33146, USA
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Pereira T, Baptista MS, Kurths J. General framework for phase synchronization through localized sets. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2007; 75:026216. [PMID: 17358414 DOI: 10.1103/physreve.75.026216] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2006] [Indexed: 05/14/2023]
Abstract
We present an approach which enables one to identify phase synchronization in coupled chaotic oscillators without having to explicitly measure the phase. We show that if one defines a typical event in one oscillator and then observes another one whenever this event occurs, these observations give rise to a localized set. Our result provides a general and easy way to identify PS, which can also be used to oscillators that possess multiple time scales. We illustrate our approach in networks of chemically coupled neurons. We show that clusters of phase synchronous neurons may emerge before the onset of phase synchronization in the whole network, producing a suitable environment for information exchanging. Furthermore, we show the relation between the localized sets and the amount of information that coupled chaotic oscillator can exchange.
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Affiliation(s)
- T Pereira
- Nonlinear Dynamics, Institute of Physics, University of Potsdam, D-14415, Potsdam, Germany
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Lai YC, Frei MG, Osorio I. Detecting and characterizing phase synchronization in nonstationary dynamical systems. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2006; 73:026214. [PMID: 16605436 DOI: 10.1103/physreve.73.026214] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2005] [Indexed: 05/08/2023]
Abstract
We propose a general framework for detecting and characterizing phase synchronization from noisy, nonstationary time series. For detection, we propose to use the average phase-synchronization time and show that it is extremely sensitive to parameter changes near the onset of phase synchronization. To characterize the degree of temporal phase synchronization, we suggest to monitor the evolution of phase diffusion from a moving time window and argue that this measure is practically useful as it can be enhanced by increasing the size of the window. While desynchronization events can be caused by either a lack of sufficient deterministic coupling or noise, we demonstrate that the time scales associated with the two mechanisms are quite different. In particular, noise-induced desynchronization events tend to occur on much shorter time scales. This allows for the effect of noise on phase synchronization to be corrected in a practically doable manner. We perform a control study to substantiate these findings by constructing and investigating a prototype model of nonstationary dynamical system that consists of coupled chaotic oscillators with time-varying coupling parameter.
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Affiliation(s)
- Ying-Cheng Lai
- Department of Electrical Engineering, Arizona State University, Tempe, Arizona 85287, USA
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Pereira T, Baptista MS, Reyes MB, Caldas IL, Sartorelli JC, Kurths J. Global bifurcation destroying the experimental torus T2. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2006; 73:017201. [PMID: 16486314 DOI: 10.1103/physreve.73.017201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/28/2005] [Revised: 09/06/2005] [Indexed: 05/06/2023]
Abstract
We show experimentally the scenario of a two-frequency torus T2 breakdown, in which a global bifurcation occurs due to the collision of a torus with an unstable periodic orbit, creating a heteroclinic saddle connection, followed by an intermittent behavior.
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Affiliation(s)
- T Pereira
- Instituto de Física, Universidade de São Paulo, Caixa Postal 66318, 05315-970 São Paulo, SP, Brazil
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Guan S, Lai CH, Wei GW. Phase synchronization between two essentially different chaotic systems. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2005; 72:016205. [PMID: 16090064 DOI: 10.1103/physreve.72.016205] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/22/2004] [Indexed: 05/03/2023]
Abstract
In this paper, we numerically investigate phase synchronization between two coupled essentially different chaotic oscillators in drive-response configuration. It is shown that phase synchronization can be observed between two coupled systems despite the difference and the large frequency detuning between them. Moreover, the relation between phase synchronization and generalized synchronization is compared with that in coupled parametrically different systems. In the systems studied, it is found that phase synchronization occurs after generalized synchronization in coupled essentially different chaotic systems.
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Affiliation(s)
- Shuguang Guan
- Temasek Laboratories, National University of Singapore, 5 Sports Drive 2, Singapore, 117508
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