4.7 Article

Inversion mechanism with functional extrema model for identification incommensurate and hyper fractional chaos via differential evolution

期刊

EXPERT SYSTEMS WITH APPLICATIONS
卷 41, 期 4, 页码 1915-1927

出版社

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.eswa.2013.08.087

关键词

Incommensurate and hyper fractional-order chaotic system; Functional exterma model; Inversion mechanism; Unknown fractional orders and systematic parameters; Differential evolution algorithm

资金

  1. NSFC of China [81271513]
  2. Fundamental Research Funds for the Central Universities of China
  3. WUT [2012-Ia-035, 2012-Ia-041, 2013-Ia-040, 2010-Ia-004]
  4. Scientific Research Foundation for Returned Scholars from Ministry of Education of China [20111j0032]
  5. HOME Program [11044]
  6. China Association for Science and Technology
  7. Natural Science Foundation of Hubei Province of China [2009CBD213]
  8. National Soft Science Research Program of China [2009GXS1D012]
  9. National Science Foundation for Post-doctoral Scientists of China [20080431004]
  10. European Commission

向作者/读者索取更多资源

In this paper, a novel uncertain fractional-orders and parameters' inversion mechanism with functional extrema model via the differential evolution algorithms (DE) with a general mathematical model is proposed for incommensurate and hyper fractional chaotic systems. The problems of fractional-order chaos' inversion estimation are converted into a functional extrema model in form of non-negative multiple modal objective functions' minimization, which takes the unknown fractional-orders and parameters as its particular independent variables. And the objective is to find optimal combinations of fractional-orders and systematic parameters by DE in the predefined intervals for fractional order chaotic systems such that the objective function is minimized. Simulations are done to estimate a series of incommensurate and hyper fractional chaotic systems. And sensitivity analysis are also done in different cases for the proposed methods. The experiments' results show that the proposed inversion mechanism for fractional-order chaotic systems is a successful methods with the advantages of high precision and robustness. (C) 2013 Elsevier Ltd. All rights reserved.

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