The Statistics of Simulating Chaos |
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Authors: | Phil Diamond Alexei Pokrovskii |
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Affiliation: | (1) Department of Mathematics, University of Queensland, Brisbane, Qld, 4072, Australia;(2) Physics Department, University of Cork, Cork, Ireland |
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Abstract: | When simulating a dynamical system, the computation is actually of a spatially discretized system, because finite machine arithmetic replaces continuum state space. For chaotic dynamical systems, the discretized simulations often have collapsing effects, to a fixed point or to short cycles. Statistical properties of these phenomena can be modelled with random mappings with an absorbing centre. The model gives results which are very much in line with computational experiments. The effects are discussed with special reference to the family of mappings f(x)=1-|1-2x|,x [0,1],1,<,,<,. Computer experiments show close agreement with predictions of the model. |
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Keywords: | chaos simulation statistical properties universality |
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