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Topological dimension and local coordinates from time series data

D S Broomhead et al 1987 J. Phys. A: Math. Gen. 20 L563-L569   doi: 10.1088/0305-4470/20/9/003  Help

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D S Broomhead, R Jones and G P King
R. Signals & Radar Establ., Gt Malvern, UK

Abstract. A method for the estimation of the topological dimension of a manifold from time series data is presented. It is based on the approximation of the manifold near a point chi by its tangent space at chi . The dimension of the tangent space is estimated by constructing a maximal set of linearly independent vectors from the data near chi using the method of singular value decomposition. The method is used to analyse experimental data obtained from a nonlinear electronic oscillator in a chaotic state.

Print publication: Issue 9 (21 June 1987)

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