Self-organization in Cellular Automata: A Particle-Based Approach

For some classes of cellular automata, we observe empirically a phenomenon of self-organization: starting from a random configuration, regular strips separated by defects appear in the space-time diagram. When there is no creation of defects, all defects have the same direction after some time. In this article, we propose to formalise this phenomenon. Starting from the notion of propagation of defect by a cellular automaton formalized in [Piv07b, Piv07a], we show that, when iterating the automaton on a random configuration, defects in one direction only remain asymptotically.

[1]  Jan Kratochvíl,et al.  Mathematical Foundations of Computer Science 2004 , 2004, Lecture Notes in Computer Science.

[2]  Mike Hurley Attractors in cellular automata , 1990 .

[3]  Rastislav Královič,et al.  Mathematical Foundations of Computer Science 2006, 31st International Symposium, MFCS 2006, Stará Lesná, Slovakia, August 28-September 1, 2006, Proceedings , 2006, MFCS.

[4]  Marcus Pivato Spectral Domain Boundaries in Cellular Automata , 2007, Fundam. Informaticae.

[5]  Marcus Pivato Defect particle kinematics in one-dimensional cellular automata , 2007, Theor. Comput. Sci..

[6]  James P. Crutchfield,et al.  Computational mechanics of cellular automata: an example , 1997 .

[7]  Reiko Heckel,et al.  Graph Transformation with Time , 2003, Fundam. Informaticae.

[8]  Alejandro Maass,et al.  Limit Sets of Cellular Automata Associated to Probability Measures , 2000 .

[9]  Klaus Sutner,et al.  Computation theory of cellular automata , 1998 .

[10]  Guillaume Theyssier,et al.  On the Complexity of Limit Sets of Cellular Automata Associated with Probability Measures , 2006, MFCS.

[11]  Petr Kurka Cellular automata with vanishing particles , 2003, Fundam. Informaticae.

[12]  I RobertFiseh The One-Dimensional Cyclic Cellular Automaton: A System with Deterministic Dynamics That Emulates an Interacting Particle System with Stochastic Dynamics , 1990 .

[13]  M. Mirzakhani,et al.  Introduction to Ergodic theory , 2010 .

[14]  G. A. Hedlund Endomorphisms and automorphisms of the shift dynamical system , 1969, Mathematical systems theory.

[15]  Kari Eloranta,et al.  The dynamics of defect ensembles in one-dimensional cellular automata , 1994 .

[16]  Guillaume Theyssier Captive Cellular Automata , 2004, MFCS.

[17]  Mike Hurley Ergodic aspects of cellular automata , 1990 .

[18]  N. Boccara,et al.  Particlelike structures and their interactions in spatiotemporal patterns generated by one-dimensional deterministic cellular-automaton rules. , 1991, Physical review. A, Atomic, molecular, and optical physics.

[19]  P. Walters Introduction to Ergodic Theory , 1977 .