Full characterization of a strange attractor: Chaotic dynamics in low-dimensional replicator system

Abstract Two chaotic attractors observed in Lotka-Volterra equations of dimension n = 3 are shown to represent two different cross-sections of one and the same chaotic regime. The strange attractor is studied in the equivalent four-dimensional catalytic replicator network. Analytical expressions are derived for the Lyapunov exponents of the flow. In the centre of the chaotic regime the strange attractor was characterized by the Lyapunov dimension (DL = 2.06 ± 0.02) and the Renyi fractal dimensions. The set corresponding to the attractor represents a multifractal. Its singularity spectrum is computed. One route in parameter space leading into the chaotic regime and crossing it was studied in detail. It leads to a Feigenbaum-type cascade of bifurcations. Before the chaos is fully developed the dynamic system passes an internal crisis through a period-two tangent bifurcation. Then a second sequence of period-doubling bifurcations leading to another chaotic regime is observed, which eventually ends in a crisis and then after a rather complicated periodic regime the attractor finally disappears. Trajectories in the intermediate periodic regime show transient chaotic bursts of intermittency type. A series of one-dimensional maps is derived from a properly chosen Poincare cross-section which illustrates structural changes in the attractor. Mutations are included in the catalytic replicator network and the changes in the dynamics observed are compared with the predictions of an approach based on perturbation theory. The most striking result is the gradual disappearance of complex dynamics with increasing mutation rates. The parameter space spanned by the mutation rate and selected parameters of the replication network is split in regions of complex periodic behaviour near the chaotic regime. Fractal boundaries of these regions are likely to occur but the data available do not allow definitive conclusions yet.

[1]  L. Greller,et al.  Explosive route to chaos through a fractal torus in a generalized lotka-volterra model , 1988 .

[2]  K Sigmund,et al.  The theory of evolution and dynamic systems mathematical aspects of selection , 1984 .

[3]  Voges,et al.  Global scaling properties of a chaotic attractor reconstructed from experimental data. , 1988, Physical review. A, General physics.

[4]  Temporal properties of some biological systems and their fractal attractors , 1989 .

[5]  S. Smale On the differential equations of species in competition , 1976, Journal of mathematical biology.

[6]  S. Ostlund,et al.  Fourier analysis of multi-frequency dynamical systems , 1988 .

[7]  J. Peyraud,et al.  Strange attractors in volterra equations for species in competition , 1982, Journal of mathematical biology.

[8]  A. Wolf,et al.  Determining Lyapunov exponents from a time series , 1985 .

[9]  P. Grassberger Generalized dimensions of strange attractors , 1983 .

[10]  A. Fraser Reconstructing attractors from scalar time series: A comparison of singular system and redundancy criteria , 1989 .

[11]  M. Eigen,et al.  The Hypercycle: A principle of natural self-organization , 2009 .

[12]  Josef Hofbauer,et al.  On the occurrence of limit cycles in the Volterra-Lotka equation , 1981 .

[13]  J. Yorke,et al.  Dimension of chaotic attractors , 1982 .

[14]  Peter Schuster,et al.  Structure and Dynamics of Replication-Mutation Systems , 1987 .

[15]  H. Schuster Deterministic chaos: An introduction , 1984 .

[16]  H. G. E. Hentschel,et al.  The infinite number of generalized dimensions of fractals and strange attractors , 1983 .

[17]  Josef Hofbauer,et al.  Competition and cooperation in catalytic selfreplication , 1981 .

[18]  R. Vance,et al.  Predation and Resource Partitioning in One Predator -- Two Prey Model Communities , 1978, The American Naturalist.

[19]  J. Kingman A simple model for the balance between selection and mutation , 1978 .

[20]  P. Grassberger,et al.  Characterization of Strange Attractors , 1983 .

[21]  J. McCauley Introduction to multifractals in dynamical systems theory and fully developed fluid turbulence , 1990 .

[22]  Jensen,et al.  Erratum: Fractal measures and their singularities: The characterization of strange sets , 1986, Physical review. A, General physics.

[23]  Peter Grassberger,et al.  Generalizations of the Hausdorff dimension of fractal measures , 1985 .

[24]  Alain Arneodo,et al.  Occurence of strange attractors in three-dimensional Volterra equations , 1980 .

[25]  Mitchell J. Feigenbaum Some characterizations of strange sets , 1987 .

[26]  Peter Schuster,et al.  Dynamical systems under constant organiza-tion III: Cooperative and competitive behaviour of hypercy , 1979 .

[27]  P. Schuster,et al.  Dynamics of small autocatalytic reaction networks--I. Bifurcations, permanence and exclusion. , 1990, Bulletin of mathematical biology.

[28]  J. Yorke,et al.  Crises, sudden changes in chaotic attractors, and transient chaos , 1983 .

[29]  G. Benettin,et al.  Lyapunov Characteristic Exponents for smooth dynamical systems and for hamiltonian systems; a method for computing all of them. Part 1: Theory , 1980 .

[30]  Bernd Pompe,et al.  Chaos in dissipativen Systemen , 1989 .

[31]  P. Grassberger,et al.  Measuring the Strangeness of Strange Attractors , 1983 .

[32]  P. Schuster Dynamics of molecular evolution , 1986 .

[33]  Michael E. Gilpin,et al.  Spiral Chaos in a Predator-Prey Model , 1979, The American Naturalist.

[34]  P. Holmes,et al.  Nonlinear Oscillations, Dynamical Systems, and Bifurcations of Vector Fields , 1983, Applied Mathematical Sciences.

[35]  J. Kingman,et al.  Mathematics of genetic diversity , 1982 .

[36]  P. Schuster,et al.  Mass action kinetics of selfreplication in flow reactors , 1980 .

[37]  R. Jensen,et al.  Direct determination of the f(α) singularity spectrum , 1989 .

[38]  P. Schuster,et al.  Dynamical Systems Under Constant Organization II: Homogeneous Growth Functions of Degree $p = 2$ , 1980 .