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Measurement Techniques

, Volume 58, Issue 4, pp 462–466 | Cite as

Measuring Order Parameters Based on Neural Network Technologies

  • Yu. V. Vokhmina
  • V. M. Eskov
  • T. V. Gavrilenko
  • O. E. Filatova
MEDICAL AND BIOLOGICAL MEASUREMENTS

We show convergence of a procedure for multiple training of a neural network, when during multiple repetitions of the solution of a binary classification task based on unchanged packets of training samples the neural emulator can initially demonstrate a chaotic set of values for the feature weights, which as the number of iterations increases is reduced to a certain ranked series.

Keywords

biosystem order parameters neural network theory of chaos and self-organization 

References

  1. 1.
    V. M. Eskov, V. V. Eskov, T. V. Gavrilenko, and M. I. Zimin, “Uncertainty in quantum mechanics and biophysics of complex systems,” Vest. Mosk. Univ. Fizika. Astron., No. 5, 41–46 (2014).Google Scholar
  2. 2.
    V. M. Eskov, V. V. Eskov, O. E. Filatova, and M. A. Filatov, “Two types of systems and three types of paradigms in systems phyilosophy and system science,” J. Biomed. Sci. Eng., 5, No. 10, 602–607 (2012).CrossRefGoogle Scholar
  3. 3.
    M. M. Churchland, J. P. Cunningham, and M. T. Kaufman, “Neural population dynamics during reaching,” Nature, 487, 51–56 (2012).ADSGoogle Scholar
  4. 4.
    V. M. Eskov, S. V. Kulaev, Yu. M. Popov, and O. E. Filatova, “Computer technologies in stability measurements on stationary states in dynamic biological systems,” Izmer. Tekhn., No. 1, 59–65 (2006); Measur. Techn., 49, No. 1, 59–65 (2006).Google Scholar
  5. 5.
    V. M. Eskov, V. V. Eskov, and O. E. Filatova, “Characteristic features of measurements and modeling for biosystems in phase spaces of states,” Izmer. Tekhn., No. 12, 53–57 (2010); Measur. Techn., 53, No. 12, 1404–1410 (2010).Google Scholar
  6. 6.
    V. M. Eskov, T. V. Gavrilenko, V. V. Kozlova, and M. A. Filatov, “Measurement of the dynamic parameters of microchaos in the behavior of real biosystems,” Metrologiya, No. 7, 39–48 (2012); Measur. Techn., 55, No. 9, 1096–1100 (2012).Google Scholar
  7. 7.
    H. Haken, Principles of Brain Functioning: A Synergetic Approach to Brain Activity, Behavior and Cognition, Springer, Berlin (1996).CrossRefMATHGoogle Scholar
  8. 8.
    I. Prigogine, “The die is not cast,” Futures. Bull. World Futur. Stud. Feder., 25, No. 4, 17–19 (2000).Google Scholar

Copyright information

© Springer Science+Business Media New York 2015

Authors and Affiliations

  • Yu. V. Vokhmina
    • 1
  • V. M. Eskov
    • 1
  • T. V. Gavrilenko
    • 1
  • O. E. Filatova
    • 1
  1. 1.Surgut State UniversitySurgutRussia

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