Analytic one-dimensional maps and two-dimensional ordinary differential equations can robustly simulate Turing machines

Author:

Graça Daniel12,Zhong Ning3

Affiliation:

1. Universidade do Algarve, Portugal

2. Instituto de Telecomunicações, Portugal

3. DMS, University of Cincinnati, OH, USA

Abstract

In this paper, we analyze the problem of finding the minimum dimension n such that an analytic map/ordinary differential equation over R n can simulate a Turing machine in a way that is robust to perturbations. We show that one-dimensional analytic maps are sufficient to robustly simulate Turing machines; but the minimum dimension for the analytic ordinary differential equations to robustly simulate Turing machines is two, under some reasonable assumptions. We also show that any Turing machine can be simulated by a two-dimensional C ∞ ordinary differential equation on the compact sphere S 2 .

Publisher

IOS Press

Subject

Artificial Intelligence,Computational Theory and Mathematics,Computer Science Applications,Theoretical Computer Science

Reference33 articles.

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3. O. Bournez and M.L. Campagnolo, A survey on continuous time computations, in: New Computational Paradigms. Changing Conceptions of What Is Computable, S.B. Cooper, B. Löwe and A. Sorbi, eds, Springer, New York, 2008, pp. 383–423.

4. Polynomial differential equations compute all real computable functions on computable compact intervals;Bournez;Journal of Complexity,2007

5. Computation with perturbed dynamical systems;Bournez;Journal of Computer and System Sciences,2013

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