DocumentCode :
2307345
Title :
Seeking open-ended evolution in Swarm Chemistry
Author :
Sayama, Hiroki
Author_Institution :
State Univ. of New York, Binghamton Univ., Binghamton, NY, USA
fYear :
2011
fDate :
11-15 April 2011
Firstpage :
186
Lastpage :
193
Abstract :
This paper reports several new simulation results obtained with the revised Swarm Chemistry model. The model extensions included local transmission of recipes (kinetic rules) between particles, their stochastic differentiation, and competition and mutation of recipes. These extensions aimed to make the swarms capable of demonstrating open-ended evolution. The results indicated that “cooperation” among particles is essential for creating and maintaining macroscopic coherent structures, and that high mutation rates and dynamic environmental conditions may promote continuing evolutionary changes.
Keywords :
chemistry; chemistry computing; evolutionary computation; artificial chemistry framework; dynamic environmental conditions; kinetic rules; macroscopic coherent structures; mutation rates; open-ended evolution; recipe local transmission; stochastic differentiation; swarm chemistry model; Biological system modeling; Boundary conditions; Chemistry; Kinetic theory; Periodic structures; Probabilistic logic; Simulation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Artificial Life (ALIFE), 2011 IEEE Symposium on
Conference_Location :
Paris
ISSN :
2160-6374
Print_ISBN :
978-1-61284-062-8
Type :
conf
DOI :
10.1109/ALIFE.2011.5954667
Filename :
5954667
Link To Document :
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