CNN Genes for One-Dimensional Cellular Automata: A Multi-Nested Piecewise-Linear Approach

Author:

Dogaru Radu12,Chua Leon O.1

Affiliation:

1. Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, CA 94720, USA

2. Department of Applied Electronics and Information Engineering, Polytechnic University of Bucharest, Bvd. Iuliu Maniu, 1, Sect 6, Bucharest, Romania

Abstract

This paper introduces a novel CNN cell which guarantees the implementation of any local rule on three variables defined by a Boolean truth table. Moreover, since the output of the cell is completely specified by a simple mathematical formula, it is possible to develop a systematic theory for locating those regions in the CNN genes parameter space where complex behaviors may occur. The output cell formula is a simple piecewise-linear function, and for the case of a one-dimensional CNN the entire set of 256 CNN genes associated with the corresponding local Boolean functions are listed in this paper.

Publisher

World Scientific Pub Co Pte Lt

Subject

Applied Mathematics,Modelling and Simulation,Engineering (miscellaneous)

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Single-layer perceptron and dynamic neuron implementing linearly non-separable Boolean functions;International Journal of Circuit Theory and Applications;2009-04

2. OPTIMAL CNN TEMPLATES FOR LINEARLY-SEPARABLE ONE-DIMENSIONAL CELLULAR AUTOMATA;International Journal of Bifurcation and Chaos;2007-03

3. Realization of Boolean Functions via CNN: Mathematical Theory, LSBF and Template Design;IEEE Transactions on Circuits and Systems I: Regular Papers;2006-10

4. A NONLINEAR DYNAMICS PERSPECTIVE OF WOLFRAM'S NEW KIND OF SCIENCE PART I: THRESHOLD OF COMPLEXITY;International Journal of Bifurcation and Chaos;2002-12

5. STOCHASTIC RESONANCE IN 2D COUPLED MAP LATTICE MODEL OF FIELD-LIKE NEURAL TISSUE;International Journal of Bifurcation and Chaos;2000-08

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