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100 _a20220210a2018 k y0engy50 ba
101 0 _aeng
102 _aCH
135 _adrcn ---uucaa
181 0 _ai
182 0 _ab
200 1 _aQuantifying Chaos by Various Computational Methods. Part 1: Simple Systems
_fJ. Awrejcewicz, A. V. Krysko, N. P. Erofeev [et al.]
203 _aText
_celectronic
300 _aTitle screen
320 _a[References: 35 tit.]
330 _aThe aim of the paper was to analyze the given nonlinear problem by different methods of computation of the Lyapunov exponents (Wolf method, Rosenstein method, Kantz method, the method based on the modification of a neural network, and the synchronization method) for the classical problems governed by difference and differential equations (Hйnon map, hyperchaotic Hйnon map, logistic map, Rцssler attractor, Lorenz attractor) and with the use of both Fourier spectra and Gauss wavelets. It has been shown that a modification of the neural network method makes it possible to compute a spectrum of Lyapunov exponents, and then to detect a transition of the system regular dynamics into chaos, hyperchaos, and others. The aim of the comparison was to evaluate the considered algorithms, study their convergence, and also identify the most suitable algorithms for specific system types and objectives. Moreover, an algorithm of calculation of the spectrum of Lyapunov exponents based on a trained neural network has been proposed. It has been proven that the developed method yields good results for different types of systems and does not require a priori knowledge of the system equations.
461 _tEntropy
463 _tVol. 20
_v[175, 28 p.]
_d2018
610 1 _aэлектронный ресурс
610 1 _aтруды учёных ТПУ
610 1 _aLyapunov exponents
610 1 _aWolf method
610 1 _aRosenstein method
610 1 _aKantz method
610 1 _aneural network method
610 1 _amethod of synchronization
610 1 _aBenettin method
610 1 _aFourier spectrum
610 1 _aGauss wavelets
701 1 _aAwrejcewicz
_bJ.
_gJan
701 1 _aKrysko
_bA. V.
_cspecialist in the field of Informatics and computer engineering
_cprogrammer Tomsk Polytechnic University, Professor, doctor of physico-mathematical Sciences
_f1967-
_gAnton Vadimovich
_2stltpush
_3(RuTPU)RU\TPU\pers\36883
701 1 _aErofeev
_bN. P.
_gNikolay Pavlovich
701 1 _aDobriyan
_bV. V.
_gVitaly Vyacheslavovich
701 1 _aBarulina
_bM. A.
_gMarina Aleksandrovna
701 1 _aKrysko
_bV. A.
_gVadim
712 0 2 _aНациональный исследовательский Томский политехнический университет
_bИнститут кибернетики
_bКафедра инженерной графики и промышленного дизайна
_bНаучно-учебная лаборатория 3D моделирования
_h6704
_2stltpush
_3(RuTPU)RU\TPU\col\20373
801 2 _aRU
_b63413507
_c20220210
_gRCR
856 4 _uhttps://doi.org/10.3390/e20030175
942 _cCF