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Model Equations: Restoration of Equivalent Characteristics

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Extracting Knowledge From Time Series

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Abstract

In the case called “grey box” in Sect. 5.2, a researcher has partial knowledge about the structure of model equations \({{\mathbf{x}}_{n + 1}} = {\mathbf{f}}({{\mathbf{x}}_n},{\mathbf{c}})\) or \({{{\mathrm{d}}{\mathbf{x}}} \mathord{\left/ {\vphantom {{{\mathrm{d}}{\mathbf{x}}} {{\mathrm{d}}t}}} \right. \kern-\nulldelimiterspace} {{\mathrm{d}}t}} = {\mathbf{f}}({\mathbf{x}},{\mathbf{c}})\). More concretely, some components of the function f are unknown. Then, the problem gets more complicated, than just parameter estimation discussed in Chap. 8, and more interesting from a practical viewpoint.

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References

  • Anishchenko, V.S., Janson, N.B., Pavlov, A.N.: Global reconstruction in the presence of a priori information. Chaos, Solitons Fractals. 9(8), 1267–1278 (1998)

    Article  MATH  Google Scholar 

  • Bezruchko, B.P., Dikanev, T.V., Smirnov, D.A.: Role of transient processes for reconstruction of model equations from time series. Phys. Rev. E. 64, 036210 (2001a)

    Article  ADS  Google Scholar 

  • Bezruchko, B.P., Karavaev, A.S., Ponomarenko, V.I., Prokhorov, M.D.: Reconstruction of time-delay systems from chaotic time series. Phys. Rev. E. 64, 056216 (2001b)

    Article  ADS  Google Scholar 

  • Bezruchko, B.P., Seleznev, Ye.P., Smirnov, D.A.: Reconstructing equations of a non-autonomous nonlinear oscillator from time series: models and experiment. Izvestiya VUZ. Appl. Nonlinear Dynamics (ISSN 0869-6632). 7(1), 49–67, (in Russian) (1999a)

    Google Scholar 

  • Bezruchko, B.P., Smirnov, D.A.: Constructing nonautonomous differential equations from a time series. Phys. Rev. E. 63, 016207, (2001)

    Article  MathSciNet  ADS  Google Scholar 

  • Boekhoff-Falk, G.: Hearing in Drosophila: development of Johnston’s organ and emerging parallels to vertebrate ear development. Dev. Dyn. 232, 550–558 (2005)

    Article  Google Scholar 

  • Bünner, M.J., Ciofini, M., Giaquinta, A., et al. Reconstruction of systems with delayed feedback. Eur. Phys. J. D. 10, 165–185 (2000)

    Article  ADS  Google Scholar 

  • Bünner, M.J., Popp, M., Meyer, Th., et al.: Tool to recover scalar time-delay systems from experimental time series. Phys. Rev. E. 54, 3082–3085 (1996)

    Article  ADS  Google Scholar 

  • Dallos, P., Popper, A.N., Fay, R.R. (eds.): The Cochlea. Springer Handbook of Auditory Research. Springer, Berlin (1996)

    Google Scholar 

  • Friedrich, R., Siegert, S., Peinke, J., Luck St., Siefert, M., Lindemann, M., Raethjen, J., Deuschl, G., Pfister, G.: Extracting model equations from experimental data. Phys. Lett. A. 271, 217–222 (2000)

    Article  ADS  Google Scholar 

  • Goepfert, M.C., Humpfries, A.D.L., Albert, J.T., Robert, D., Hendrich, O.: Power gain exhibited by motile neurons in Drosophila ears. Proc. Natl. Acad. Sci. USA. 102, 325–330 (2005)

    Article  ADS  Google Scholar 

  • Goepfert, M.C., Robert, D.: Active auditory mechanics in mosquitoes. Proc. R. Soc. Lond. B. 268, 333–339 (2001)

    Article  Google Scholar 

  • Goepfert, M.C., Robert, D.: Motion generation by Drosophila mechanosensory neurons. Proc. Natl. Acad. Sci. USA. 100, 5514–5519 (2003)

    Article  ADS  Google Scholar 

  • Goepfert, M.C., Robert, D.: Nanometer-range acoustic sensitivity in male and female mosquitoes. Proc. R. Soc. Lond. B. 267, 453–457 (2000)

    Article  Google Scholar 

  • Gold, T.: Hearing. II. The physical basis of the action of the cochlea. Proc. R. Soc. Lond. B. 135, 492–498 (1948)

    Article  ADS  Google Scholar 

  • Hegger, R., Kantz, H., Schmuser, F., et al. Dynamical properties of a ferroelectric capacitors observed through nonlinear time series analysis. Chaos. 8, 727–754 (1998)

    Article  ADS  MATH  Google Scholar 

  • Horbelt, W., Timmer, J., Voss, H.U.: Parameter estimation in nonlinear delayed feedback systems from noisy data. Phys. Lett. A. 299, 513–521 (2002)

    Article  ADS  MATH  Google Scholar 

  • Kern, A., Stoop, R.: Essential role of couplings between hearing nonlinearities. Phys. Rev. Lett. 91, 128101 (2003)

    Article  ADS  Google Scholar 

  • Ponomarenko, V.I., Prokhorov, M.D., Karavaev, A.S., Bezruchko, B.P.: Recovery of parameters of delayed feedback systems from chaotic time series. J. Exp. Theor. Phys. 100(3), 457–467 (2005)

    Article  MathSciNet  ADS  Google Scholar 

  • Ponomarenko, V.I., Prokhorov, M.D.: Coding and recovery of information masked by the chaotic signal of a time-delay system. J. Commun. Technol. Electron. 49(9), 1031–1037 (2004)

    Google Scholar 

  • Prokhorov, M.D., Ponomarenko, V.I., Karavaev, A.S., Bezruchko, B.P.: Reconstruction of time-delayed feedback systems from time series. Phys. D. 203, 209–223 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  • Ragwitz, M., Kantz, H.: Indispensable Finite time corrections for Fokker-Planck equations from time series data. Phys. Rev. Lett. 87, 254501 (2001)

    Article  ADS  Google Scholar 

  • Robert, D., Goepfert, M.C.: Novel schemes for hearing and orientation in insects. Curr. Opin. Neurobiol. 12, 715–720 (2002)

    Article  Google Scholar 

  • Robles, L., Ruggero, M.A.: Mechanics of the mammalian cochlea. Physiol. Rev. 81, 1305–1352 (2001)

    Google Scholar 

  • Siefert, M., Kittel, A., Friedrich, R., Peinke, J.: On a quantitative method to analyze dynamical and measurement noise. Europhys. Lett. 61, 466–472 (2003)

    Article  ADS  Google Scholar 

  • Siegert, S., Friedrich, R., Peinke, J.: Analysis of data sets of stochastic systems. Phys. Lett. A. 243, 275–280 (1998)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  • Smirnov, D.A., Sysoev, I.V., Seleznev Ye.P., Bezruchko, B.P.: Reconstructing nonautonomous system models with discrete spectrum of external action. Tech. Phys. Lett. 29(10), 824–828 (2003)

    Article  ADS  Google Scholar 

  • Stoop, R., Kern, A., Goepfert, M.C., Smirnov, D.A., Dikanev, T.V., Bezrucko, B.P.: A generalization of the van-der-Pol oscillator underlies active signal amplification in Drosophila hearing. Eur. Biophys. J. 35, 511–516 (2006)

    Article  Google Scholar 

  • Sysoev, I.V., Smirnov, D.A., Seleznev Ye.P., Bezruchko, B.P.: Reconstruction of nonlinear characteristics and equivalent parameters from experimental time series. Proc. 2nd IEEE Int. Conf. Circuits and Systems for Communications. Paper No. 140. Moscow (2004)

    Google Scholar 

  • Voss, H.U., Kurths, J.: Reconstruction of non-linear time delay models from data by the use of optimal transformations. Phys. Lett. A. 234, 336–344 (1997)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  • Voss, H.U., Kurths, J.: Reconstruction of nonlinear time delay models from optical data. Chaos, Solitons Fractals. 10, 805–809 (1999)

    Article  Google Scholar 

  • Voss, H.U., Schwache, A., Kurths, J., Mitschke, F.: Equations of motion from chaotic data: A driven optical fiber ring resonator. Phys. Lett. A. 256, 47–54 (1999)

    Article  ADS  Google Scholar 

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Correspondence to Boris P. Bezruchko .

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Bezruchko, B.P., Smirnov, D.A. (2010). Model Equations: Restoration of Equivalent Characteristics. In: Extracting Knowledge From Time Series. Springer Series in Synergetics. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-12601-7_9

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  • DOI: https://doi.org/10.1007/978-3-642-12601-7_9

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