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Intelligent Engineering Systems through Artificial Neural Networks
ISBN:
9780791802953
No. of Pages:
636
Publisher:
ASME Press
Publication date:
2009
eBook Chapter
3 The Algorithm of Temporal Locality for Nonlinear Analysis of Chaotic Signals Mapped through Multidimensional Phase Space
By
Victor F. Dailyudenko
Victor F. Dailyudenko
Institute of Informatics Problems of the National Academy of Sciences of Belarus
; selforg@newman.bas-net.by
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Page Count:
8
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Published:2009
Citation
Dailyudenko, VF. "The Algorithm of Temporal Locality for Nonlinear Analysis of Chaotic Signals Mapped through Multidimensional Phase Space." Intelligent Engineering Systems through Artificial Neural Networks. Ed. Dagli, CH, Bryden, KM, Corns, SM, Gen, M, Tumer, K, & Süer, G. ASME Press, 2009.
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In this paper, we develop algorithms for calculation of fractal measures and characteristic exponents for modeling of a complex systems evolution represented through digitized chaotic signals. Using temporal localization along phase trajectories of a chaotic attractor reconstructed from nonlinear time series, we achieve the essential reduction of required computer resources that allows the nonlinear analysis algorithms to be realized even for higher-dimensional cases. The numerical simulations confirm reliability of the developed algorithms and its high efficiency.
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