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2020 | OriginalPaper | Chapter

5. Description of Partly Correlated Random Sequences: Replacement of Random Sequences by the Generalised Prony Spectrum

Authors : Raoul R. Nigmatullin, Paolo Lino, Guido Maione

Published in: New Digital Signal Processing Methods

Publisher: Springer International Publishing

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Abstract

Any young researcher is accustomed to the conventional Fourier transform (F-transform). However, it would be useful to think about the meaning of this transformation and its purpose. Is it just for detecting the harmonic components in the input signal? This chapter tries to answer this question, such that the reader will be acquainted with not only periodic signals but also a different class of signals defined as quasi-periodic. Based on this information, one can enter another world of processes that can be used in practical applications. In this chapter, a general algorithm to describe these processes is provided along the methods to detect them from real, available data. Two nontrivial examples should confirm that this “quasi-periodic world” exists, and keen students could use the newly introduced tools and methods to find quasi-periodic processes from data at his/her disposal. This chapter also illustrates some open problems that can encourage and invite the reader to a new way of thinking and modelling. This way should increase the limits of the conventional F-transform and should probably set on thinking about the physical meaning of Laplace-transform (L-transform), which is a powerful tool from the mathematical point of view, but with a still uncertain physical meaning.

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Appendix
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Literature
1.
go back to reference B. Mandelbrot, Fractal Geometry of Nature (Freeman, San-Francisco, 1982)MATH B. Mandelbrot, Fractal Geometry of Nature (Freeman, San-Francisco, 1982)MATH
2.
go back to reference A. Aharony, J. Feder, Fractals in Physics, Essays in Honour of B. Mandelbrot (North-Holland, Amsterdam, 1989) A. Aharony, J. Feder, Fractals in Physics, Essays in Honour of B. Mandelbrot (North-Holland, Amsterdam, 1989)
3.
go back to reference S.G. Samko, A.A. Kilbas, O.I. Marichev, Integrals and Derivatives of the Fractional Order and their some Applications (Nauka and Tekhnika Publishing House, Minsk (in Russian), 1987), p. 688MATH S.G. Samko, A.A. Kilbas, O.I. Marichev, Integrals and Derivatives of the Fractional Order and their some Applications (Nauka and Tekhnika Publishing House, Minsk (in Russian), 1987), p. 688MATH
4.
go back to reference J.A. Tenreiro Machado, V. Kiryakova, F. Mainardi, Recent history of fractional calculus. Commun. Nonlinear Sci. Numer. Simul. 16, 1140 (2011)MathSciNetCrossRef J.A. Tenreiro Machado, V. Kiryakova, F. Mainardi, Recent history of fractional calculus. Commun. Nonlinear Sci. Numer. Simul. 16, 1140 (2011)MathSciNetCrossRef
5.
go back to reference R.R. Nigmatullin, J.A. Tenreiro Machado, R. Menezes, Self-similarity principle: The reduced description of randomness. Central Eur. J. Phys. (2013) R.R. Nigmatullin, J.A. Tenreiro Machado, R. Menezes, Self-similarity principle: The reduced description of randomness. Central Eur. J. Phys. (2013)
9.
go back to reference M.R. Osborne, G.K. Smyth, A modified Prony algorithm for fitting functions defined by difference equations. SIAM J. Sci. Statist. Comput. 12, 362 (1991)MathSciNetCrossRef M.R. Osborne, G.K. Smyth, A modified Prony algorithm for fitting functions defined by difference equations. SIAM J. Sci. Statist. Comput. 12, 362 (1991)MathSciNetCrossRef
10.
go back to reference M. Kahn, M.S. Mackisack, M.R. Osborne, G.K. Smyth, On the consistency of Prony’s method and related algorithms. J. Comput. Graph. Stat. 1, 329 (1992)MathSciNet M. Kahn, M.S. Mackisack, M.R. Osborne, G.K. Smyth, On the consistency of Prony’s method and related algorithms. J. Comput. Graph. Stat. 1, 329 (1992)MathSciNet
11.
go back to reference M.R. Osborne, G.K. Smyth, A modified Prony algorithm for fitting sums of exponential functions. SIAM J. Sci. Statist. Comput. 16, 119 (1995)CrossRef M.R. Osborne, G.K. Smyth, A modified Prony algorithm for fitting sums of exponential functions. SIAM J. Sci. Statist. Comput. 16, 119 (1995)CrossRef
12.
go back to reference R.R. Nigmatullin, The statistics of the fractional moments: Is there any chance to read “quantitatively” any randomness? J. Signal Proc. 86, 2529 (2006)CrossRef R.R. Nigmatullin, The statistics of the fractional moments: Is there any chance to read “quantitatively” any randomness? J. Signal Proc. 86, 2529 (2006)CrossRef
13.
go back to reference R.R. Nigmatullin, Universal distribution function for the strongly-correlated fluctuations: General way for description of random sequences. Commun. Nonlinear Sci. Numer. Simul. 15, 637 (2010)MathSciNetCrossRef R.R. Nigmatullin, Universal distribution function for the strongly-correlated fluctuations: General way for description of random sequences. Commun. Nonlinear Sci. Numer. Simul. 15, 637 (2010)MathSciNetCrossRef
15.
go back to reference M.L. Ciurea, S. Lozanu, I. Stavaracher, A.M. Lepadatu, V. Iancu, M.R. Mitroi, R. Nigmatullin, C.M. Baleanu, Stressed induced traps in multilayed structures. J. Appl. Phys. 109, 013717 (2011)CrossRef M.L. Ciurea, S. Lozanu, I. Stavaracher, A.M. Lepadatu, V. Iancu, M.R. Mitroi, R. Nigmatullin, C.M. Baleanu, Stressed induced traps in multilayed structures. J. Appl. Phys. 109, 013717 (2011)CrossRef
16.
go back to reference S.M. Pershin, A.F. Bunkin, V.A. Lukyanchenko, R.R. Nigmatullin, Detection of the OH band fine structure in a liquid water by means of new treatment procedure based on the statistics of the fractional moments. Lazer Phys. Lett. 4, 809 (2007)CrossRef S.M. Pershin, A.F. Bunkin, V.A. Lukyanchenko, R.R. Nigmatullin, Detection of the OH band fine structure in a liquid water by means of new treatment procedure based on the statistics of the fractional moments. Lazer Phys. Lett. 4, 809 (2007)CrossRef
17.
go back to reference S.M. Pershin, A.F. Bunkin, V.A. Lukyanchenko, Evolution of the spectral components of ice in the OH band of water at temperatures 13-99 C. Quantum Electron. 40, 1146 (2010)CrossRef S.M. Pershin, A.F. Bunkin, V.A. Lukyanchenko, Evolution of the spectral components of ice in the OH band of water at temperatures 13-99 C. Quantum Electron. 40, 1146 (2010)CrossRef
18.
go back to reference R.R. Nigmatullin, Is it possible to replace the probability distribution function by its Prony's spectrum? J. App. Nonlinear Dyn. 1(2), 173–194 (2012)CrossRef R.R. Nigmatullin, Is it possible to replace the probability distribution function by its Prony's spectrum? J. App. Nonlinear Dyn. 1(2), 173–194 (2012)CrossRef
19.
go back to reference R.R. Nigmatullin, The fluctuation metrology based on Prony’s spectroscopy. J. App. Nonlinear Dyn. 1(3), 207–225 (2012)MathSciNetCrossRef R.R. Nigmatullin, The fluctuation metrology based on Prony’s spectroscopy. J. App. Nonlinear Dyn. 1(3), 207–225 (2012)MathSciNetCrossRef
20.
go back to reference R. Nigmatullin, R. Rakhmatullin, Detection of quasi-periodic processes in repeated measurements: New approach for the fitting and clusterization of different data. Communicat. Nonlinear Sci. Num. Simulat. 19, 4080–4093 (2014)CrossRef R. Nigmatullin, R. Rakhmatullin, Detection of quasi-periodic processes in repeated measurements: New approach for the fitting and clusterization of different data. Communicat. Nonlinear Sci. Num. Simulat. 19, 4080–4093 (2014)CrossRef
21.
go back to reference R.R. Nigmatullin, S.I. Osokin, J. Awrejcewicz, G. Kudra, Application of the generalized Prony spectrum for extraction of information hidden in chaotic trajectories of triple pendulum. Centr. Eur. J.Phys., 1–21 (2014) R.R. Nigmatullin, S.I. Osokin, J. Awrejcewicz, G. Kudra, Application of the generalized Prony spectrum for extraction of information hidden in chaotic trajectories of triple pendulum. Centr. Eur. J.Phys., 1–21 (2014)
22.
go back to reference R.R. Nigmatullin, J.A. Tenreiro Machado, Forecasting of random sequences and Prony decomposition of finance data. Analy. De Grayter Publ. House, 1–14 (2015) R.R. Nigmatullin, J.A. Tenreiro Machado, Forecasting of random sequences and Prony decomposition of finance data. Analy. De Grayter Publ. House, 1–14 (2015)
Metadata
Title
Description of Partly Correlated Random Sequences: Replacement of Random Sequences by the Generalised Prony Spectrum
Authors
Raoul R. Nigmatullin
Paolo Lino
Guido Maione
Copyright Year
2020
DOI
https://doi.org/10.1007/978-3-030-45359-6_5