The Modeling and Complexity of Dynamical Systems by Means of Computation and Information Theories (CROSBI ID 614856)
Prilog sa skupa u časopisu | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Logozar, Robert ; Lovrencic, Alen
engleski
The Modeling and Complexity of Dynamical Systems by Means of Computation and Information Theories
We present the modeling of dynamical systems and finding of their complexity indicators by the use of concepts from computation and information theories, within the framework of J. P. Crutchfield’s theory of epsilon-machines. A short formal outline of the epsilon-machines is given. In this approach, the dynamical systems are analyzed directly from the time series that is received from a properly adjusted measuring instrument. The binary strings are parsed through the parse tree, within which morphologically and probabilistically unique subtrees or morphs are recognized as system states. The outline and precise interrelation of the information-theoretic entropies and complexities emanating from the model is given. The paper serves also as a theoretical foundation for the future presentation of the DSA program that implements the -machines modeling up to the stochastic finite automata level.
modeling; dynamical systems; time series; stochastic finite automata; deterministic and statistical complexity; epsilon-machines; DSA program
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Podaci o prilogu
281-295.
2011.
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objavljeno
Podaci o matičnoj publikaciji
Central European conference on information and intelligent systems
Hunjak, Tihomir ; Lovrencic, Sandra ; Tomicic, Igor
Varaždin: Fakultet organizacije i informatike Sveučilišta u Zagrebu
1847-2001
Podaci o skupu
22nd Central European Conference on Information and Intelligent Systems, Varazdin 2011
predavanje
21.09.2011-23.09.2011
Varaždin, Hrvatska