Computation of the largest positive Lyapunov exponent using rounding mode and recursive least square algorithm
Márcia L.C. Peixoto,
Erivelton G. Nepomuceno,
Samir A.M. Martins and
Márcio J. Lacerda
Chaos, Solitons & Fractals, 2018, vol. 112, issue C, 36-43
Abstract:
It has been shown that natural interval extensions (NIE) can be used to calculate the largest positive Lyapunov exponent (LLE). However, the elaboration of NIE are not always possible for some dynamical systems, such as those modelled by simple equations or by Simulink-type blocks. In this paper, we use rounding mode of floating-point numbers to compute the LLE. We have exhibited how to produce two pseudo-orbits by means of different rounding modes; these pseudo-orbits are used to calculate the Lower Bound Error (LBE). The LLE is the slope of the line gotten from the logarithm of the LBE, which is estimated by means of a recursive least square algorithm (RLS). The main contribution of this paper is to develop a procedure to compute the LLE based on the LBE without using the NIE. Additionally, with the aid of RLS the number of required points has been decreased. Eight numerical examples are given to show the effectiveness of the proposed technique.
Keywords: Dynamical systems; Lyapunov exponent; Rounding mode; Lower bound error; Chaos; Recursive least square algorithm (search for similar items in EconPapers)
Date: 2018
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Citations: View citations in EconPapers (5)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:chsofr:v:112:y:2018:i:c:p:36-43
DOI: 10.1016/j.chaos.2018.04.032
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