DocumentCode
2689252
Title
Evolutionary search for cellular automata that exhibit self-organizing properties induced by external perturbations
Author
Iwase, Yusuke ; Suzuki, Reiji ; Arita, Takaya
Author_Institution
Nagoya Univ. Furo-cho, Nagoya
fYear
2007
fDate
25-28 Sept. 2007
Firstpage
759
Lastpage
765
Abstract
Cellular Automata (CAs) have been investigated extensively as abstract models of the distributed systems composed of autonomous entities characterized by local interaction. However, how CAs can interact with their external environment still needs discussion. This paper aims at understanding emergent properties of CAs induced by external perturbations. We assumed a task in which a CA has to change its global state distinguished by the distribution ratio of cell states after every occurrence of a perturbation period. In the perturbation period, each cell state is modified by using an external rule with a small probability. By conducting evolutionary searches for rules of CAs that can solve this task, we obtained interesting behaviors of CAs in which their global state cyclically transited among different stable states in either ascending or descending order. Detailed analyses showed that such behaviors are due to their self-organizing properties that a drastic change in their global state occurs every when the number of the subsequent dominant cell state goes beyond a certain threshold through occurrences of perturbation periods.
Keywords
cellular automata; evolutionary computation; search problems; cellular automata; distributed systems; evolutionary search; evolutionary searches; external perturbations; self-organizing properties; Automata; Boundary conditions; Chaos; Content addressable storage; Control systems; Electronic mail; Information science; Pervasive computing; Stochastic resonance; Working environment noise;
fLanguage
English
Publisher
ieee
Conference_Titel
Evolutionary Computation, 2007. CEC 2007. IEEE Congress on
Conference_Location
Singapore
Print_ISBN
978-1-4244-1339-3
Electronic_ISBN
978-1-4244-1340-9
Type
conf
DOI
10.1109/CEC.2007.4424547
Filename
4424547
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