Cargando…

Alternative Methods of the Largest Lyapunov Exponent Estimation with Applications to the Stability Analyses Based on the Dynamical Maps—Introduction to the Method

Controlling stability of dynamical systems is one of the most important challenges in science and engineering. Hence, there appears to be continuous need to study and develop numerical algorithms of control methods. One of the most frequently applied invariants characterizing systems’ stability are...

Descripción completa

Detalles Bibliográficos
Autores principales: Dabrowski, Artur, Sagan, Tomasz, Denysenko, Volodymyr, Balcerzak, Marek, Zarychta, Sandra, Stefanski, Andrzej
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8658714/
https://www.ncbi.nlm.nih.gov/pubmed/34885352
http://dx.doi.org/10.3390/ma14237197
_version_ 1784612795594047488
author Dabrowski, Artur
Sagan, Tomasz
Denysenko, Volodymyr
Balcerzak, Marek
Zarychta, Sandra
Stefanski, Andrzej
author_facet Dabrowski, Artur
Sagan, Tomasz
Denysenko, Volodymyr
Balcerzak, Marek
Zarychta, Sandra
Stefanski, Andrzej
author_sort Dabrowski, Artur
collection PubMed
description Controlling stability of dynamical systems is one of the most important challenges in science and engineering. Hence, there appears to be continuous need to study and develop numerical algorithms of control methods. One of the most frequently applied invariants characterizing systems’ stability are Lyapunov exponents (LE). When information about the stability of a system is demanded, it can be determined based on the value of the largest Lyapunov exponent (LLE). Recently, we have shown that LLE can be estimated from the vector field properties by means of the most basic mathematical operations. The present article introduces new methods of LLE estimation for continuous systems and maps. We have shown that application of our approaches will introduce significant improvement of the efficiency. We have also proved that our approach is simpler and more efficient than commonly applied algorithms. Moreover, as our approach works in the case of dynamical maps, it also enables an easy application of this method in noncontinuous systems. We show comparisons of efficiencies of algorithms based our approach. In the last paragraph, we discuss a possibility of the estimation of LLE from maps and for noncontinuous systems and present results of our initial investigations.
format Online
Article
Text
id pubmed-8658714
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-86587142021-12-10 Alternative Methods of the Largest Lyapunov Exponent Estimation with Applications to the Stability Analyses Based on the Dynamical Maps—Introduction to the Method Dabrowski, Artur Sagan, Tomasz Denysenko, Volodymyr Balcerzak, Marek Zarychta, Sandra Stefanski, Andrzej Materials (Basel) Article Controlling stability of dynamical systems is one of the most important challenges in science and engineering. Hence, there appears to be continuous need to study and develop numerical algorithms of control methods. One of the most frequently applied invariants characterizing systems’ stability are Lyapunov exponents (LE). When information about the stability of a system is demanded, it can be determined based on the value of the largest Lyapunov exponent (LLE). Recently, we have shown that LLE can be estimated from the vector field properties by means of the most basic mathematical operations. The present article introduces new methods of LLE estimation for continuous systems and maps. We have shown that application of our approaches will introduce significant improvement of the efficiency. We have also proved that our approach is simpler and more efficient than commonly applied algorithms. Moreover, as our approach works in the case of dynamical maps, it also enables an easy application of this method in noncontinuous systems. We show comparisons of efficiencies of algorithms based our approach. In the last paragraph, we discuss a possibility of the estimation of LLE from maps and for noncontinuous systems and present results of our initial investigations. MDPI 2021-11-25 /pmc/articles/PMC8658714/ /pubmed/34885352 http://dx.doi.org/10.3390/ma14237197 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Dabrowski, Artur
Sagan, Tomasz
Denysenko, Volodymyr
Balcerzak, Marek
Zarychta, Sandra
Stefanski, Andrzej
Alternative Methods of the Largest Lyapunov Exponent Estimation with Applications to the Stability Analyses Based on the Dynamical Maps—Introduction to the Method
title Alternative Methods of the Largest Lyapunov Exponent Estimation with Applications to the Stability Analyses Based on the Dynamical Maps—Introduction to the Method
title_full Alternative Methods of the Largest Lyapunov Exponent Estimation with Applications to the Stability Analyses Based on the Dynamical Maps—Introduction to the Method
title_fullStr Alternative Methods of the Largest Lyapunov Exponent Estimation with Applications to the Stability Analyses Based on the Dynamical Maps—Introduction to the Method
title_full_unstemmed Alternative Methods of the Largest Lyapunov Exponent Estimation with Applications to the Stability Analyses Based on the Dynamical Maps—Introduction to the Method
title_short Alternative Methods of the Largest Lyapunov Exponent Estimation with Applications to the Stability Analyses Based on the Dynamical Maps—Introduction to the Method
title_sort alternative methods of the largest lyapunov exponent estimation with applications to the stability analyses based on the dynamical maps—introduction to the method
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8658714/
https://www.ncbi.nlm.nih.gov/pubmed/34885352
http://dx.doi.org/10.3390/ma14237197
work_keys_str_mv AT dabrowskiartur alternativemethodsofthelargestlyapunovexponentestimationwithapplicationstothestabilityanalysesbasedonthedynamicalmapsintroductiontothemethod
AT sagantomasz alternativemethodsofthelargestlyapunovexponentestimationwithapplicationstothestabilityanalysesbasedonthedynamicalmapsintroductiontothemethod
AT denysenkovolodymyr alternativemethodsofthelargestlyapunovexponentestimationwithapplicationstothestabilityanalysesbasedonthedynamicalmapsintroductiontothemethod
AT balcerzakmarek alternativemethodsofthelargestlyapunovexponentestimationwithapplicationstothestabilityanalysesbasedonthedynamicalmapsintroductiontothemethod
AT zarychtasandra alternativemethodsofthelargestlyapunovexponentestimationwithapplicationstothestabilityanalysesbasedonthedynamicalmapsintroductiontothemethod
AT stefanskiandrzej alternativemethodsofthelargestlyapunovexponentestimationwithapplicationstothestabilityanalysesbasedonthedynamicalmapsintroductiontothemethod