Reliable Cellular Automata with Self-Organization

被引:0
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作者
Peter Gács
机构
[1] Boston University,Computer Science Department
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关键词
probabilistic cellular automata; interacting particle systems; renormalization; ergodicity; reliability; fault-tolerance; error-correction; simulation; hierarchy; self-organization;
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摘要
In a probabilistic cellular automaton in which all local transitions have positive probability, the problem of keeping a bit of information indefinitely is nontrivial, even in an infinite automaton. Still, there is a solution in 2 dimensions, and this solution can be used to construct a simple 3-dimensional discrete-time universal fault-tolerant cellular automaton. This technique does not help much to solve the following problems: remembering a bit of information in 1 dimension; computing in dimensions lower than 3; computing in any dimension with non-synchronized transitions. Our more complex technique organizes the cells in blocks that perform a reliable simulation of a second (generalized) cellular automaton. The cells of the latter automaton are also organized in blocks, simulating even more reliably a third automaton, etc. Since all this (a possibly infinite hierarchy) is organized in “software,” it must be under repair all the time from damage caused by errors. A large part of the problem is essentially self-stabilization recovering from a mess of arbitrary size and content. The present paper constructs an asynchronous one-dimensional fault-tolerant cellular automaton, with the further feature of “self-organization.” The latter means that unless a large amount of input information must be given, the initial configuration can be chosen homogeneous.
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页码:45 / 267
页数:222
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