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Lohmann J, Dijkstra HA, Jochum M, Lucarini V, Ditlevsen PD. Multistability and intermediate tipping of the Atlantic Ocean circulation. SCIENCE ADVANCES 2024; 10:eadi4253. [PMID: 38517955 PMCID: PMC10959405 DOI: 10.1126/sciadv.adi4253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Accepted: 02/20/2024] [Indexed: 03/24/2024]
Abstract
Tipping points (TP) in climate subsystems are usually thought to occur at a well-defined, critical forcing parameter threshold, via destabilization of the system state by a single, dominant positive feedback. However, coupling to other subsystems, additional feedbacks, and spatial heterogeneity may promote further small-amplitude, abrupt reorganizations of geophysical flows at forcing levels lower than the critical threshold. Using a primitive-equation ocean model, we simulate a collapse of the Atlantic Meridional Overturning Circulation (AMOC) due to increasing glacial melt. Considerably before the collapse, various abrupt, qualitative changes in AMOC variability occur. These intermediate tipping points (ITP) are transitions between multiple stable circulation states. Using 2.75 million years of model simulations, we uncover a very rugged stability landscape featuring parameter regions of up to nine coexisting stable states. The path to an AMOC collapse via a sequence of ITPs depends on the rate of change of the meltwater input. This challenges our ability to predict and define safe limits for TPs.
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Affiliation(s)
- Johannes Lohmann
- Physics of Ice, Climate and Earth, Niels Bohr Institute, University of Copenhagen, Denmark
| | - Henk A Dijkstra
- Institute for Marine and Atmospheric research Utrecht, Utrecht University, Utrecht, Netherlands
| | - Markus Jochum
- Physics of Ice, Climate and Earth, Niels Bohr Institute, University of Copenhagen, Denmark
| | - Valerio Lucarini
- Centre for the Mathematics of Planet Earth, University of Reading, Reading, UK
| | - Peter D Ditlevsen
- Physics of Ice, Climate and Earth, Niels Bohr Institute, University of Copenhagen, Denmark
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2
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Rybalova E, Muni S, Strelkova G. Transition from chimera/solitary states to traveling waves. CHAOS (WOODBURY, N.Y.) 2023; 33:033104. [PMID: 37003811 DOI: 10.1063/5.0138207] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Accepted: 02/08/2023] [Indexed: 06/19/2023]
Abstract
We study numerically the spatiotemporal dynamics in a ring network of nonlocally coupled nonlinear oscillators, each represented by a two-dimensional discrete-time model of the classical van der Pol oscillator. It is shown that the discretized oscillator exhibits richer behavior, combining the peculiarities of both the original system and its own dynamics. Moreover, a large variety of spatiotemporal structures is observed in the network of discrete van der Pol oscillators when the discretization parameter and the coupling strength are varied. Regimes, such as the coexistence of a multichimera state/a traveling wave and a solitary state are revealed for the first time and are studied in detail. It is established that the majority of the observed chimera/solitary states, including the newly found ones, are transient toward a purely traveling wave mode. The peculiarities of the transition process and the lifetime (transient duration) of the chimera structures and the solitary state are analyzed depending on the system parameters, the observation time, initial conditions, and the influence of external noise.
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Affiliation(s)
- E Rybalova
- Institute of Physics, Saratov State University, 83 Astrakhanskaya Street, Saratov 410012, Russia
| | - S Muni
- Department of Physical Sciences, Indian Institute of Science Education and Research Kolkata, Campus Road, Mohanpur, West Bengal 741246, India
| | - G Strelkova
- Institute of Physics, Saratov State University, 83 Astrakhanskaya Street, Saratov 410012, Russia
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3
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Shabunin A. Selective properties of diffusive couplings and their influence on spatiotemporal chaos. CHAOS (WOODBURY, N.Y.) 2021; 31:073132. [PMID: 34340320 DOI: 10.1063/5.0054510] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Accepted: 06/30/2021] [Indexed: 06/13/2023]
Abstract
Spatiotemporal chaos in a ring of logistic maps with symmetric diffusive couplings is investigated in dependence on the coupling strength. Spatial spectrum of oscillations is compared with the wave response of a linear spatial filter formed by couplings between maps in the ensemble. Correlation between the spectrum and the filter's amplitude-wave characteristics is considered.
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Affiliation(s)
- A Shabunin
- Radiophysics and Nonlinear Dynamics Department, Saratov State University, 410012 Saratov, Russia
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4
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Tabekoueng Njitacke Z, Sami Doubla I, Kengne J, Cheukem A. Coexistence of firing patterns and its control in two neurons coupled through an asymmetric electrical synapse. CHAOS (WOODBURY, N.Y.) 2020; 30:023101. [PMID: 32113236 DOI: 10.1063/1.5132280] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2019] [Accepted: 01/20/2020] [Indexed: 06/10/2023]
Abstract
In this paper, the effects of asymmetry in an electrical synaptic connection between two neuronal oscillators with a small discrepancy are studied in a 2D Hindmarsh-Rose model. We have found that the introduced model possesses a unique unstable equilibrium point. We equally demonstrate that the asymmetric electrical couplings as well as external stimulus induce the coexistence of bifurcations and multiple firing patterns in the coupled neural oscillators. The coexistence of at least two firing patterns including chaotic and periodic ones for some discrete values of coupling strengths and external stimulus is demonstrated using time series, phase portraits, bifurcation diagrams, maximum Lyapunov exponent graphs, and basins of attraction. The PSpice results with an analog electronic circuit are in good agreement with the results of theoretical analyses. Of most/particular interest, multistability observed in the coupled neuronal model is further controlled based on the linear augmentation scheme. Numerical results show the effectiveness of the control strategy through annihilation of the periodic coexisting firing pattern. For higher values of the coupling strength, only a chaotic firing pattern survives. To the best of the authors' knowledge, the results of this work represent the first report on the phenomenon of coexistence of multiple firing patterns and its control ever present in a 2D Hindmarsh-Rose model connected to another one through an asymmetric electrical coupling and, thus, deserves dissemination.
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Affiliation(s)
- Z Tabekoueng Njitacke
- Department of Electrical and Electronic Engineering, College of Technology (COT), University of Buea, P.O. Box 63, Buea, Cameroon
| | - Isaac Sami Doubla
- Unité de Recherche d'Automatique et Informatique Appliquée (URAIA), Department of Electrical Engineering, IUT-FV Bandjoun, University of Dschang, Dschang, Cameroon
| | - J Kengne
- Unité de Recherche d'Automatique et Informatique Appliquée (URAIA), Department of Electrical Engineering, IUT-FV Bandjoun, University of Dschang, Dschang, Cameroon
| | - A Cheukem
- Unité de Recherche d'Automatique et Informatique Appliquée (URAIA), Department of Electrical Engineering, IUT-FV Bandjoun, University of Dschang, Dschang, Cameroon
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Santos V, Szezech JD, Batista AM, Iarosz KC, Baptista MS, Ren HP, Grebogi C, Viana RL, Caldas IL, Maistrenko YL, Kurths J. Riddling: Chimera's dilemma. CHAOS (WOODBURY, N.Y.) 2018; 28:081105. [PMID: 30180624 DOI: 10.1063/1.5048595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2018] [Accepted: 08/07/2018] [Indexed: 06/08/2023]
Abstract
We investigate the basin of attraction properties and its boundaries for chimera states in a circulant network of Hénon maps. It is known that coexisting basins of attraction lead to a hysteretic behaviour in the diagrams of the density of states as a function of a varying parameter. Chimera states, for which coherent and incoherent domains occur simultaneously, emerge as a consequence of the coexistence of basin of attractions for each state. Consequently, the distribution of chimera states can remain invariant by a parameter change, and it can also suffer subtle changes when one of the basins ceases to exist. A similar phenomenon is observed when perturbations are applied in the initial conditions. By means of the uncertainty exponent, we characterise the basin boundaries between the coherent and chimera states, and between the incoherent and chimera states. This way, we show that the density of chimera states can be not only moderately sensitive but also highly sensitive to initial conditions. This chimera's dilemma is a consequence of the fractal and riddled nature of the basin boundaries.
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Affiliation(s)
- V Santos
- Graduate in Science Program, State University of Ponta Grossa, Ponta Grossa, Paraná 84030-900, Brazil
| | - J D Szezech
- Graduate in Science Program, State University of Ponta Grossa, Ponta Grossa, Paraná 84030-900, Brazil
| | - A M Batista
- Graduate in Science Program, State University of Ponta Grossa, Ponta Grossa, Paraná 84030-900, Brazil
| | - K C Iarosz
- Potsdam Institute for Climate Impact Research, Potsdam, Brandenburg 14473, Germany
| | - M S Baptista
- Institute for Complex Systems and Mathematical Biology, SUPA, University of Aberdeen, Aberdeen AB24 3UE, Scotland, United Kingdom
| | - H P Ren
- Shaanxi Key Laboratory of Complex System Control and Intelligent Information Processing, Xian University of Technology, Xi'an 710048, People's Republic of China
| | - C Grebogi
- Institute for Complex Systems and Mathematical Biology, SUPA, University of Aberdeen, Aberdeen AB24 3UE, Scotland, United Kingdom
| | - R L Viana
- Department of Physics, Federal University of Paraná, Curitiba, Paraná 80060-000, Brazil
| | - I L Caldas
- Institute of Physics, University of São Paulo, São Paulo, São Paulo 05508-900, Brazil
| | - Y L Maistrenko
- Potsdam Institute for Climate Impact Research, Potsdam, Brandenburg 14473, Germany
| | - J Kurths
- Potsdam Institute for Climate Impact Research, Potsdam, Brandenburg 14473, Germany
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Anzo-Hernández A, Gilardi-Velázquez HE, Campos-Cantón E. On multistability behavior of unstable dissipative systems. CHAOS (WOODBURY, N.Y.) 2018; 28:033613. [PMID: 29604643 DOI: 10.1063/1.5016329] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
We present dissipative systems with unstable dynamics called the unstable dissipative systems which are capable of generating a multi-stable behavior, i.e., depending on its initial condition, the trajectory of the system converges to a specific attractor. Piecewise linear (PWL) systems are generated based on unstable dissipative systems, whose main attribute when they are switched is the generation of chaotic trajectories with multiple wings or scrolls. For this PWL system, a structure is proposed where both the linear part and the switching function depend on two parameters. We show the range of values of such parameters where the PWL system presents a multistable behavior and trajectories with multiscrolls.
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Affiliation(s)
- A Anzo-Hernández
- Cátedras CONACYT - Benemérita Universidad Autónoma de Puebla - Facultad de Ciencias Físico-Matemáticas, Benemerita Universidad Autónoma de Puebla, Avenida San Claudio y 18 Sur, Colonia San Manuel, 72570 Puebla, Mexico
| | - H E Gilardi-Velázquez
- División de Matemáticas Aplicadas, Instituto Potosino de Investigación Científica y Tecnológica A.C., Camino a la Presa San José 2055 col. Lomas 4a Sección, 78216 San Luis Potosí, SLP, Mexico
| | - E Campos-Cantón
- División de Matemáticas Aplicadas, Instituto Potosino de Investigación Científica y Tecnológica A.C., Camino a la Presa San José 2055 col. Lomas 4a Sección, 78216 San Luis Potosí, SLP, Mexico
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Feudel U, Pisarchik AN, Showalter K. Multistability and tipping: From mathematics and physics to climate and brain-Minireview and preface to the focus issue. CHAOS (WOODBURY, N.Y.) 2018; 28:033501. [PMID: 29604626 DOI: 10.1063/1.5027718] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Multistability refers to the coexistence of different stable states in nonlinear dynamical systems. This phenomenon has been observed in laboratory experiments and in nature. In this introduction, we briefly introduce the classes of dynamical systems in which this phenomenon has been found and discuss the extension to new system classes. Furthermore, we introduce the concept of critical transitions and discuss approaches to distinguish them according to their characteristics. Finally, we present some specific applications in physics, neuroscience, biology, ecology, and climate science.
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Affiliation(s)
- Ulrike Feudel
- Theoretical Physics/Complex Systems, ICBM, University of Oldenburg, 26129 Oldenburg, Germany
| | - Alexander N Pisarchik
- Center for Biomedical Technology, Technical University of Madrid, Campus Montegancedo, 28223 Pozuelo de Alarcon, Madrid, Spain
| | - Kenneth Showalter
- C. Eugene Bennett Department of Chemistry, West Virginia University, Morgantown, West Virginia 26506-6045, USA
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Hens C, Dana SK, Feudel U. Extreme multistability: Attractor manipulation and robustness. CHAOS (WOODBURY, N.Y.) 2015; 25:053112. [PMID: 26026324 DOI: 10.1063/1.4921351] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
The coexistence of infinitely many attractors is called extreme multistability in dynamical systems. In coupled systems, this phenomenon is closely related to partial synchrony and characterized by the emergence of a conserved quantity. We propose a general design of coupling that leads to partial synchronization, which may be a partial complete synchronization or partial antisynchronization and even a mixed state of complete synchronization and antisynchronization in two coupled systems and, thereby reveal the emergence of extreme multistability. The proposed design of coupling has wider options and allows amplification or attenuation of the amplitude of the attractors whenever it is necessary. We demonstrate that this phenomenon is robust to parameter mismatch of the coupled oscillators.
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Affiliation(s)
| | - Syamal K Dana
- CSIR-Indian Institute of Chemical Biology, Kolkata 700032, India
| | - Ulrike Feudel
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, Oldenburg, Germany
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Shabunin AV. Phase multistability in a dynamical small world network. CHAOS (WOODBURY, N.Y.) 2015; 25:013109. [PMID: 25637920 DOI: 10.1063/1.4905667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
The effect of phase multistability is explored in a small world network of periodic oscillators with diffusive couplings. The structure of the network represents a ring with additional non-local links, which spontaneously arise and vanish between arbitrary nodes. The dynamics of random couplings is modeled by "birth" and "death" stochastic processes by means of the cellular automate approach. The evolution of the network under gradual increasing of the number of random couplings goes through stages of phases fluctuations and spatial cluster formation. Finally, in the presence of non-local couplings the phase multistability "dies" and only the in-phase regime survives.
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Affiliation(s)
- A V Shabunin
- Radiophysics and Nonlinear Dynamics Department, Saratov State University, Saratov, Russia
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10
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Shabunin AV. Controlling phase multistability in coupled period-doubling oscillators. CHAOS (WOODBURY, N.Y.) 2013; 23:013102. [PMID: 23556939 DOI: 10.1063/1.4772972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
A simple method of switching between coexisting attractors in two coupled period-doubling oscillators is proposed. It is based on "pulling" phases of oscillations into suitable value by means of two periodic forces which simultaneously influence the both sub-systems. The frequency and the phase-shift of the forces are key parameters of the control. Their choice determines the resulted regime. The method is tested on example of coupled Chua's oscillators and exhibits its efficiency both for periodic and for chaotic attractors.
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Affiliation(s)
- A V Shabunin
- Radiophysics and Nonlinear Dynamics Department, Saratov State University, Astrakhanskaya 83, Saratov 410012, Russian Federation
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Ngonghala CN, Feudel U, Showalter K. Extreme multistability in a chemical model system. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2011; 83:056206. [PMID: 21728629 DOI: 10.1103/physreve.83.056206] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2010] [Indexed: 05/31/2023]
Abstract
Coupled systems can exhibit an unusual kind of multistability, namely, the coexistence of infinitely many attractors for a given set of parameters. This extreme multistability is demonstrated to occur in coupled chemical model systems with various types of coupling. We show that the appearance of extreme multistability is associated with the emergence of a conserved quantity in the long-term limit. This conserved quantity leads to a "slicing" of the state space into manifolds corresponding to the value of the conserved quantity. The state space "slices" develop as t→∞ and there exists at least one attractor in each of them. We discuss the dependence of extreme multistability on the coupling and on the mismatch of parameters of the coupled systems.
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Affiliation(s)
- Calistus N Ngonghala
- Department of Mathematics, West Virginia University, Morgantown, West Virginia 26506-6310, USA
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Shabunin A, Feudel U, Astakhov V. Phase multistability and phase synchronization in an array of locally coupled period-doubling oscillators. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2009; 80:026211. [PMID: 19792235 DOI: 10.1103/physreve.80.026211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2009] [Indexed: 05/28/2023]
Abstract
We consider phase multistability and phase synchronization phenomena in a chain of period-doubling oscillators. The synchronization in arrays of diffusively coupled self-sustained oscillators manifests itself as rotating wave regimes, which are characterized by equal amplitudes and phases in every site which are shifted by a constant value. The value of the phase shift is preserved while the shape of motion becomes more complex through a period-doubling cascade. The number of coexisting attractors increases drastically after the transition from period-one to period-two oscillations and then after every following period-doubling bifurcation. In the chaotic region, we observe a number of phase-synchronized modes with instantaneous phases locked in different values. The loss of phase synchronization with decreasing coupling is accompanied by intermittency between several synchronous regimes.
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Affiliation(s)
- A Shabunin
- Physical Faculty, Saratov State University, Astrakhanskaya Str., Saratov 410012, Russia
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Shrimali MD, Prasad A, Ramaswamy R, Feudel U. Basin bifurcations in quasiperiodically forced coupled systems. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2005; 72:036215. [PMID: 16241556 DOI: 10.1103/physreve.72.036215] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2004] [Indexed: 05/05/2023]
Abstract
We study the effect of quasiperiodic forcing on a system of coupled identical logistic maps. Upon a variation of system parameters, a variety of different dynamical regimes can be observed, including phenomena such as bistability and multistability. At the bifurcation to bistability, in a manner reminiscent of attractor expansion at interior crises, there is an abrupt change in the size of attractor basins. In the bistable region, attractor basins undergo additional bifurcations wherein holes and islands are created within the basins when system parameters change. These can be understood by examining critical surfaces for the coupled system.
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Affiliation(s)
- Manish Dev Shrimali
- Department of Physics, Dayanand College, Ajmer 305 001, India and School of Physical Sciences, Jawaharlal Nehru University, New Delhi 110 067, India
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Guan S, Lai CH, Wei GW. Bistable chaos without symmetry in generalized synchronization. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2005; 71:036209. [PMID: 15903548 DOI: 10.1103/physreve.71.036209] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2004] [Revised: 06/23/2004] [Indexed: 05/02/2023]
Abstract
Frequently, multistable chaos is found in dynamical systems with symmetry. We demonstrate a rare example of bistable chaos in generalized synchronization (GS) in coupled chaotic systems without symmetry. Bistable chaos in GS refers to two chaotic attractors in the response system which both synchronize with the driving dynamics in the sense of GS. By choosing appropriate coupling, the coupled system could be symmetric or asymmetric. Interestingly, it is found that the response system exhibits bistability in both cases. Three different types of bistable chaos have been identified. The crisis bifurcations which lead to the bistability are explored, and the relation between the bistable attractors is analyzed. The basin of attraction of the bistable attractors is extensively studied in both parameter space and initial condition space. The fractal basin boundary and the riddled basin are observed and they are characterized in terms of the uncertainty exponent.
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Affiliation(s)
- Shuguang Guan
- Temasek Laboratories, National University of Singapore, 5 Sports Drive 2, 117508 Singapore
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Rech PC, Beims MW, Gallas JAC. Basin size evolution between dissipative and conservative limits. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2005; 71:017202. [PMID: 15697773 DOI: 10.1103/physreve.71.017202] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2004] [Revised: 10/07/2004] [Indexed: 05/24/2023]
Abstract
Recent methods for stabilizing systems like, e.g., loss-modulated CO2 lasers, involve inducing controlled monostability via slow parameter modulations. However, such stabilization methods presuppose detailed knowledge of the structure and size of basins of attraction. In this Brief Report, we numerically investigate basin size evolution when parameters are varied between dissipative and conservative limits. Basin volumes shrink fast as the conservative limit is approached, being well approximated by Gaussian profiles, independently of the period. Basin shrinkage and vanishing is due to the absence of bounded motions in the Hamiltonian limit. In addition, we find basin volume to remain essentially constant along a peculiar parameter path along which it is possible to recover the dissipation rate solely from metric properties of self-similar structures in phase-space.
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Affiliation(s)
- Paulo Cesar Rech
- Departamento de Física, Universidade do Estado de Santa Catarina, 89223-100 Joinville, Brazil.
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Cartwright JHE, Magnasco MO, Piro O, Tuval I. Bubbling and on-off intermittency in bailout embeddings. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2003; 68:016217. [PMID: 12935235 DOI: 10.1103/physreve.68.016217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2003] [Indexed: 05/24/2023]
Abstract
We establish and investigate the conceptual connection between the dynamics of the bailout embedding of a Hamiltonian system and the dynamical regimes associated with the occurrence of bubbling and blowout bifurcations. The roles of the invariant manifold and the dynamics restricted to it, required in bubbling and blowout bifurcating systems, are played in the bailout embedding by the embedded Hamiltonian dynamical system. The Hamiltonian nature of the dynamics is precisely the distinctive feature of this instance of a bubbling or blowout bifurcation. The detachment of the embedding trajectories from the original ones can thus be thought of as transient on-off intermittency, and noise-induced avoidance of some regions of the embedded phase space can be recognized as Hamiltonian bubbling.
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