Preprint --- Evolving Globally Synchronized Cellular Automata
Jim Crutchfield
chaos at gojira.Berkeley.EDU
Thu Jan 19 20:28:35 EST 1995
The following paper is now available on the Web and via anonymous FTP.
Access instructions follow.
Evolving Globally Synchronized Cellular Automata
Rajarshi Das, James P. Crutchfield, Melanie Mitchell, and James E. Hanson
Santa Fe Institute Working Paper 95-01-005
Abstract
How does an evolutionary process interact with a decentralized,
distributed system in order to produce globally coordinated
behavior? Using a genetic algorithm (GA) to evolve cellular
automata (CAs), we show that the evolution of spontaneous
synchronization, one type of emergent coordination, takes
advantage of the underlying medium's potential to form embedded
particles. The particles, typically phase defects between
synchronous regions, are designed by the evolutionary process
to resolve frustrations in the global phase. We describe in
detail one typical solution discovered by the GA, delineating
the discovered synchronization algorithm in terms of embedded
particles and their interactions. We also use the particle-level
description to analyze the evolutionary sequence by which this
solution was discovered. Our results have implications both for
understanding emergent collective behavior in natural systems
and for the automatic programming of decentralized spatially
extended multiprocessor systems.
World Wide Web URL:
http://www.santafe.edu/projects/evca/evabstracts.html
Anonymous FTP:
To obtain an electronic copy of this paper (12 pages):
ftp ftp.santafe.edu
login: anonymous
password: <your email address>
cd /pub/EvCA
binary
get EGSCA.ps.Z
quit
Then at your system:
uncompress EGSCA.ps.Z
lpr -P<printer-name> EGSCA.ps.Z
If you have trouble getting this paper electronically, you can request
a hard copy from Deborah Smith (drs at santafe.edu), Santa Fe Institute,
1399 Hyde Park Road, Santa Fe, NM, USA, 87501.
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