A tutorial on elementary cellular automata with fully asynchronous updating General properties and convergence dynamics

被引:10
|
作者
Fates, Nazim [1 ,2 ]
机构
[1] Inria Nancy Grand Est, Nancy, France
[2] LORIA, Nancy, France
关键词
Dynamical systems; Asynchronous updating; Convergence; Markov chains; BEHAVIOR; EXAMPLES;
D O I
10.1007/s11047-020-09782-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a panorama of the convergence properties of the 256 Elementary Cellular Automata under fully asynchronous updating, that is, when only one cell is updated at each time step. We regroup here various results which have been presented in different articles and expose a full analysis of the behaviour of finite systems with periodic boundary conditions. Our classification relies on the scaling properties of the average convergence time to a fixed point. We observe that different scaling laws can be found, which fall in one of the following classes: logarithmic, linear, quadratic, exponential and non-converging. The techniques for quantifying this behaviour rely mainly on Markov chain theory and martingales. Most behaviours can be studied analytically but there are still many rules for which obtaining a formal characterisation of their convergence properties is still an open problem.
引用
收藏
页码:179 / 197
页数:19
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