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Numerical and experimental study of the effects of noise on the permutation entropy
- Source :
- UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC)
- Publication Year :
- 2015
-
Abstract
- We analyze the effects of noise on the permutation entropy of dynamical systems. We take as numerical examples the logistic map and the Rossler system. Upon varying the noise strength we find a transition from an almost-deterministic regime, where the permutation entropy grows slower than linearly with the pattern dimension, to a noise-dominated regime, where the permutation entropy grows faster than linearly with the pattern dimension. We perform the same analysis on experimental time-series by considering the stochastic spiking output of a semiconductor laser with optical feedback, and find that the permutation entropy always increases faster than linearly. Nevertheless, the analysis allows to detect regularities of the underlying dynamics and model simulations are in a good agreement with the empirical data. By comparing the results of these three different examples, we discuss the possibility of determining from a time series whether the underlying dynamics is dominated by noise or not.
- Subjects :
- Physics
Sèries temporals -- Anàlisi
Series (mathematics)
Dynamical systems theory
Física [Àrees temàtiques de la UPC]
Entropy
General Physics and Astronomy
Probability and statistics
Nonlinear Sciences - Chaotic Dynamics
Noise (electronics)
Dimension (vector space)
Physics - Data Analysis, Statistics and Probability
Time-series analysis
Entropia
Statistical physics
Permutation entropy
Logistic map
Noise strength
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC)
- Accession number :
- edsair.doi.dedup.....ea58ecb8a1720781705790c9efc4811b