Alternative Methods of the Largest Lyapunov Exponent Estimation with Applications to the Stability Analyses Based on the Dynamical Maps—Introduction to the Method
Autor: | Artur Dabrowski, Tomasz Sagan, Sandra Zarychta, Volodymyr Denysenko, Andrzej Stefanski, Marek Balcerzak |
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Jazyk: | angličtina |
Rok vydání: | 2021 |
Předmět: |
Technology
Dynamical systems theory Computer science Stability (learning theory) Value (computer science) Lyapunov exponent Article numerical simulations symbols.namesake nonlinear dynamics Applied mathematics General Materials Science largest Lyapunov exponent Operation Microscopy QC120-168.85 QH201-278.5 stability control Lyapunov exponents Engineering (General). Civil engineering (General) TK1-9971 Nonlinear system Descriptive and experimental mechanics Electronic stability control symbols Vector field Electrical engineering. Electronics. Nuclear engineering TA1-2040 |
Zdroj: | Materials Materials, Vol 14, Iss 7197, p 7197 (2021) Materials; Volume 14; Issue 23; Pages: 7197 |
ISSN: | 1996-1944 |
Popis: | 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. |
Databáze: | OpenAIRE |
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