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The stretched exponential behavior and its underlying dynamics. The phenomenological approach

  • Katarzyna Górska EMAIL logo , Andrzej Horzela , Karol A. Penson , Giuseppe Dattoli and Gerard H. E. Duchamp
Published/Copyright: February 19, 2017

Abstract

We show that the anomalous diffusion equations with a fractional spatial derivative in the Caputo or Riesz sense are strictly related to the special convolution properties of the Lévy stable distributions which stem from the evolution properties of stretched or compressed exponential function. The formal solutions of these fractional differential equations are found by using the evolution operator method where the evolution is conceived as integral transform whose kernel is the Green function. Exact and explicit examples of the solutions are reported and studied for various fractional order of derivatives and for different initial conditions.

Appendix A The derivations of Eqs. (2.13) and (2.14)

We start with the evolution property written for the stretched exponential function for t0t1t2:

(8.1)e(t2t0τ0)α=e(t2t1τ0)αe(t1t0τ0)α.

The symbol ’o’ denotes a composition of functions which should be understood as the multiplication of stretched exponential functions defined in Eq. (2.3). Thus, the r.h.s. of Eq. (8.1) is equal to

(8.2)RHS of Eq. (8.1)=0dyeygα((t2t1τ0)α,y)0dzezgα((t1t0τ0)α,z)
(8.3)=0dyydxexgα((t2t1τ0)α,y)gα((t1t0τ0)α,xy)=0dxex0xdygα((t2t1τ0)α,y)gα((t1t0τ0)α,xy),

where in Eq. (8.2) the new variable x = y + z is employed. After applying Eq. (2.3) for the l.h.s. of Eq. (8.1) and comparing with Eq. (8.3) we obtain Eq. (2.13).

The proof of Eq. (2.14) begins with the evolution property for the compressed exponential:

(8.4)e|t2t0τ0|α=e|t2t1τ0|αe|t1t0τ0|α,

where ’o’ denotes now the composition of two functions given in Eq. (2.9). Substituting Eq. (2.9) into Eq. (8.4) and making similar changes of variable like in the case of Eq. (8.2) we get Eq. (2.14).

Appendix B Calculation of the second integral in Eq. (3.6)

The second integral in Eq. (3.6) has the simple singularity at y = x, where 0 < x < . Taking the contour of integration which is the upper right one fourth of the circle, denoted by QR, with the pole at y = x, see Fig. 3, and using the Cauchy’s integral theorem [8], we find that

Figure 3 The contour of integration used in Eq. (9.1).
Figure 3

The contour of integration used in Eq. (9.1).

(9.1)0xeyξxydy=limRQRezξxzdzlimε0SεezξxzdzlimRiR0ieirξxirdrlimRxReyξxydy.

The imaginary part of the integral over the quadrant QR vanishes. This can be shown by setting z = Re and studying the integral

(9.2)ImlimRQRezξxzdz=limR0π/2Im[ψ(Reiθ)]dθ,

where ψ(z) = ize-ξz/(x – z) and Im[ψ(Re)] is an even function of R and θ equals to

(9.3)Im[ψ(Reiθ)]=ReRξcosθx22Rxcosθ+R2[(xcosθR)×cos(Rξsinθ)+xsinθsin(Rξsinθ)].

Observe that Eq. (9.3) for θ = π/2 can be estimated by Im[ψ(iR)] ≤ R(xR)/(x2 +R2) which it is smaller or equal to Im[ψ(R)] for 0 < x < R. That leads to

Im[ψ(Reiθ)]Im[ψ(R)]=ReRξxR.

After substituting it into Eq. (9.2) it can be shown that the imaginary part of integral over the quadrant of radius R goes to zero by choosing R sufficiently large.

We set x – z = εe in the second integral in the right hand side of Eq. (9.1), so that

limε0Sεezξxzdz=iexξlimε00πeεexp(iϕ)ξdϕ=iπexξ.

The third integral in the r.h.s. of Eq. (9.1) after changing the variable of integration ir = y and using [23, Eq. (3.352.1) on p. 340] gives the real function

R0eyξxydy=exξEi(Rξ+xξ)Ei(xξ),

where Ei(x) is the exponential integral, see [23, Section 8.2]. In the forth integral in the r.h.s. of Eq. (9.1) we change the variable z as follows x – z = u. That gives

(9.4)xReyξxydy=exξxR0euξu.

Using the series representation of the exponential it can be shown that Eq. (9.4) is a real function which goes to infinity for R → ∞. Concluding the considerations we find

(9.5)Im0xeyξxydy=πexξ.

Acknowledgements

We thank the anonymous referees for constructive remarks. We thank Dr. Ł. Bratek and Prof. K. Weron for the important discussions.

K. G., A. H. and K. A. P. were supported by the PAN-CNRS program for French-Polish collaboration and the BGF scholarship founded by French Embassy in Warsaw, Poland. Moreover, K. G. thanks for support from MNiSW (Warsaw, Poland), “Iuventus Plus 2015-2016”, program no IP2014 013073 and the Laboratoire d’Informatique de l’Université Paris-Nord in Villetaneuse (France) whose warm hospitality is greatly appreciated.

References

[1] A.A. Adjanoh, R. Belhi, J. Vogel, M. Ayadi, and K. Abdelmoula, Compressed exponential form for disordered domain wall motion in ultra-thin Au/Co/Au ferromagnetic films. J. Magn. Magn. Mater. 323, No 5 (2011), 504-508.10.1016/j.jmmm.2010.10.002Search in Google Scholar

[2] R.S. Anderssen, S.A. Husain, and R.J. Loy, The Kohlrausch function: properties and applications. ANZIAM J. 45 (E) (2004), C800-C816.10.21914/anziamj.v45i0.924Search in Google Scholar

[3] CA. Angell, K.L. Ngai, G.B. McKenna, P.F. McMillan, and S.W. Martin, Relaxation in glassforming liquids and amorphous solids. J. Appl. Phys. 88, No 6 (2000), 3113-3157.10.1063/1.1286035Search in Google Scholar

[4] D. Bedeaux, K. Lakatos-Lindenberg, and K.E. Shuler, On the relation between master equations and random walks and their solutions. J. Math. Phys. 12, No 10 (1971), 2116-2123.10.1063/1.1665510Search in Google Scholar

[5] H. Bergstròm, On some expansions of stable distribution functions. Arkiv für Matematik2, No 18 (1952), 375-378.10.1007/BF02591503Search in Google Scholar

[6] J. Bredenbeck, J. Helbing, J.R. Kumita, G.A. Woolley, and P. Hamm, α-Helix formation in a photoswitchable peptide tracked from picoseconds to microseconds by time-resolved IR spectroscopy. Proc. Natl. Acad. Sci. USA102, No 7 (2005), 2379-2384.10.1073/pnas.0406948102Search in Google Scholar PubMed PubMed Central

[7] Yu.A. Brychkov and A.P. Prudnikov, Integral Transforms of Generalized Functions. Nauka, Moscow (1977) (in Russian).Search in Google Scholar

[8] FW. Byron and RW. Fuller, Mathematics of Classical and Quantum Physics, Vol. 2. Dover Publications, New York (1992).Search in Google Scholar

[9] E. Capelas de Oliveira, F. Mainardi, and J. Vaz Jr, Fractional models of anomalous relaxation based on the Kilbas and Saigo function. Meccanica49, No 9 (2014), 2049-2060.10.1007/s11012-014-9930-0Search in Google Scholar

[10] L. Cipelletti and L. Ramos, Slow dynamics in glassy soft matter. J. Phys.: Condens. Matter17, No 6 (2005), R253–R285.10.1088/0953-8984/17/6/R01Search in Google Scholar

[11] A. Compte, Stochastic foundations of fractional dynamics. Phys. Rev. E. 53, No 4 (1996), 4191–4193.10.1103/PhysRevE.53.4191Search in Google Scholar PubMed

[12] G. Dattoli, K. Górska, A. Horzela, and K.A. Penson, Photoluminescence decay of silicon nanocrystals and Lévy stable distributions. Phys. Lett. A378, No 30-31 (2014), 2201–2205.10.1016/j.physleta.2014.05.034Search in Google Scholar

[13] B. Dybiec, E. Gudowska-Nowak, and I.M. Sokolov, Transport in a Lévy ratchet: Group velocity and distribution spread. Phys. Rev. E78 (2008), Paper # 011117 (9pp).10.1103/PhysRevE.78.011117Search in Google Scholar PubMed

[14] B. Dybiec and E. Gudowska-Nowak, Subordinated diffusion and continuous time random walk asymptotics. Chaos20, No 4 (2010), Paper # 043129 (9pp).10.1063/1.3522761Search in Google Scholar PubMed

[15] W. Feller, An Introduction to Probability Theory and Its Applications, Vol. 2. Wiley, New York (1971).Search in Google Scholar

[16] R. Garra, A. Giusti, F. Mainardi, and G. Pagnini, Fractional relaxation with time-varying coefficient. Fract. Calc. Appl. Anal. 17, No 2 (2014), 424–439; DOI: 10.2478/s13540-014-0178-0https://www.degruyter.com/view/j/fca.2014.17.issue-2/issue-files/fca.2014.17.issue-2.xmlSearch in Google Scholar

[17] R. Gorenflo and F. Mainardi, Fractional calculus and stable probability distributions. Arch. Mech. 50, No 3 (1998), 377–388.Search in Google Scholar

[18] K. Górska, A. Horzela, K.A. Penson, and G. Dattoli, The higher-order heat-type equations via signed Lévy stable and generalized Airy functions. J. Phys. A: Math. Theor. 46, No 42 (2013), Paper # 425001 (16pp).10.1088/1751-8113/46/42/425001Search in Google Scholar

[19] K. Górska and K.A. Penson, Lévy stable two-sided distributions: Exact and explicit densities for asymmetric case. Phys. Rev. E83 (2011), Paper # 061125 (4pp).10.1103/PhysRevE.83.061125Search in Google Scholar PubMed

[20] K. Górska and K.A. Penson, Lévy stable distributions via associated integral transform. J. Math. Phys. 53, No 5 (2012), Paper # 053302 (10pp).10.1063/1.4709443Search in Google Scholar

[21] K. Górska and W.A. Woyczynśki, Explicit representations for multi-scale Lévy processes, and asymptotics of multifractal conservation laws. J. Math. Phys. 56, No 8 (2015), Paper # 083511 (19pp).10.1063/1.4928047Search in Google Scholar

[22] W. Gòtze and L. Sjògren, Relaxation processes in supercooled liquids. Rep. Prog. Phys. 55, No 3 (1992), 241–376.10.1088/0034-4885/55/3/001Search in Google Scholar

[23] I.S. Gradshteyn and I.M. Ryzhik, Table of Integrals, Series, and Products, 7th Ed., A. Jeffrey and D. Zwillinger (Eds). Academic Press, New York (2007).Search in Google Scholar

[24] J.A. Ihalainen, J. Bredenbeck, R. Pfister, J. Helbing, L. Chi, I.H.M. van Stokkum, G.A. Woolley, and P. Hamm, Folding and unfolding of a photoswitchable peptide from picoseconds to microseconds. Proc. Natl. Acad. Sci. USA104, No 13 (2007), 5383–5388.10.1073/pnas.0607748104Search in Google Scholar PubMed PubMed Central

[25] V.M. Kenkre, E.W. Montroll, and M.F. Shlesinger, Generalized master equations for continuous-time random walks. J. Stat. Phys. 9, No 1 (1973), 45–50.10.1007/BF01016796Search in Google Scholar

[26] V. Kiryakova and Y. Luchko, Riemann-Liouville and Caputo type multiple Erdélyi-Kober operators. Centr. Eur. J. Phys. 11, No 10 (2013), 1314–1336.10.2478/s11534-013-0217-1Search in Google Scholar

[27] J. Klafter and R. Silbey, Derivation of the continuous-time random-walk equation. Phys. Rev. Lett. 44, No 2 (1980), 55–58.10.1103/PhysRevLett.44.55Search in Google Scholar

[28] R. Kohlrausch, Theorie des elektrischen Rućkstandes in der Leidner Flasche. Pogg. Ann. Chem. 91 (1854), 179–214.10.1002/andp.18541670203Search in Google Scholar

[29] J.S. Lew, On some relations between the Laplace and Mellin Transforms. IBM J. Res. Dev. 19, No 6 (1975), 582–586.10.1147/rd.196.0582Search in Google Scholar

[30] M. Magdziarz and K. Weron, Anomalous diffusion schemes underlying the stretched exponential relaxation. The role of subordinators. Acta Phys. Pol. B37, No 5 (2006), 1617–1625.Search in Google Scholar

[31] F. Mainardi, Y. Luchko, and G. Pagnini, The fundamental solution of the space-time fractional diffusion equation. Fract. Calc. Appl. Anal. 4, No 2 (2001), 153–192.Search in Google Scholar

[32] F. Mainardi, G. Pagnini, and R. Gorenflo, Mellin transform and subordination laws in fractional diffusion processes. Fract. Calc. Appl. Anal. 6, No 4 (2003), 441–459.Search in Google Scholar

[33] F. Mainardi, P. Paradisi, and R. Gorenflo, Probability distributions generated by fractional diffusion equations. arXiv: 0704.0320 (2007), 46pp.Search in Google Scholar

[34] M.M. Meerschaert and A. Sikorskii, Stochastic Models for Fractional Calculus. De Gruyter Studies in Mathematics Vol. 43, Berlin (2012).Search in Google Scholar

[35] I. Mihalcescu, J.C. Vial and R. Romestain, Carrier localization in porous silicon investigated by time-resolved luminescence analysis. J. Appl. Phys. 80, No 4 (1996), 2404–2410.10.1063/1.363076Search in Google Scholar

[36] J. Mikusinśki, On the function whose Laplace-transform is e-sα. Studia Math. 18 (1959), 191–198.10.4064/sm-18-2-191-198Search in Google Scholar

[37] F. ‘Oberhettinger, Tables of Mellin Transforms. Springer-Verlag, Berlin (1974).10.1007/978-3-642-65975-1Search in Google Scholar

[38] E. Orsingher and M. D’Ovidio, Probabilistic representation of fundamental solutions to ut=κmmuxm.Elec. Comm. Prob. 17 (2012), Article # 34.10.1214/ECP.v17-1885Search in Google Scholar

[39] L. Pavesi, Influence of dispersive exciton motion on the recombination dynamics in porous silicon. J. Appl. Phys. 80, No 1 (1996), 216–223.10.1063/1.362807Search in Google Scholar

[40] K.A. Penson and K. Górska, Exact and explicit probability densities for one-sided Lévy stable distributions. Phys. Rev. Lett. 105 (2010), Paper # 210604 (4pp).10.1103/PhysRevLett.105.210604Search in Google Scholar PubMed

[41] K.A. Penson and K. Górska, On the properties of Laplace transform originating from one-sided Lévy stable laws. J. Phys. A: Math. Theor. 49, No 6 (2016), Paper # 065201 (10pp).10.1088/1751-8113/49/6/065201Search in Google Scholar

[42] J.C. Phillips, Stretched exponential relaxation in molecular and electronic glasses. Rep. Prog. Phys. 59, No 9 (1996), 1133–1207.10.1088/0034-4885/59/9/003Search in Google Scholar

[43] I. Podlubny, Fractional Differential Equations, Ser. Mathematics and Science and Engineering, Vol. 198. Academic Press, San Diego (1999).Search in Google Scholar

[44] H. Pollard, The representation of e-xλas a Laplace integral. Bull. Amer. Math. Soc. 52 (1946), 908–910.10.1090/S0002-9904-1946-08672-3Search in Google Scholar

[45] A.P. Prudnikov, Yu.A. Brychkov, and O.I. Marichev, Integrals and Series, Vol. 1. Elementary Functions. Fizmatlit, Moscow/ Engl. by Gordon and Breach Sci. Publ. (1986).Search in Google Scholar

[46] A.P. Prudnikov, Yu.A. Brychkov, and O.I. Marichev, Integrals and Series. Vol. 3. More Special Functions. Fizmatlit, Moscow/ Engl. by Gordon and Breach Sci. Publ. (1986).Search in Google Scholar

[47] J. Sabelko, J. Ervin, and M. Gruebele, Observation of strange kinetics in protein folding. Proc. Natl. Acad. Sci. USA96, No 11 (1999), 6031– 6036.10.1073/pnas.96.11.6031Search in Google Scholar

[48] A.I. Saichev and G.M. Zaslavsky, Fractional kinetic equations: Solutions and applications. Chaos7, No 4 (1997), 753–764.10.1063/1.166272Search in Google Scholar

[49] S.G. Samko, A.A. Kilbas, and O.I. Marichev, Fractional Integrals and Derivatives. Theory and Applications. Gordon and Breach Science Publishers, Switzerland (1993).Search in Google Scholar

[50] I.N. Sneddon, The Use of Integral Transforms, Vol. 2. TATA McGraw-Hill, New Delhi (1974).Search in Google Scholar

[51] K. Weron, A probabilistic mechanism hidden behind the universal power law for dielectric relaxation: General relaxation equation. J. Phys.: Condens. Matter3, No 46 (1991), 9151–9162.10.1088/0953-8984/3/46/016Search in Google Scholar

[52] K. Weron and M. Kotulski, On the Cole-Cole relaxation function and related Mittag-Leffler distribution. Physica A232, No 1-2 (1996), 180– 188.10.1016/0378-4371(96)00209-9Search in Google Scholar

[53] G. Williams and D.C. Watts, Non-symmetrical dielectric relaxation behavior arising from a simple empirical decay function. Trans. Faraday Soc. 66 (1970), 80–85.10.1039/tf9706600080Search in Google Scholar

[54] H. Xi, K.-Z. Gao, J. Ouyang, Y. Shi, and Y. Yang, Slow magnetization relaxation and reversal in magnetic thin films. J. Phys.: Condens. Matter20, No 29 (2008), Paper # 295220 (8pp).10.1088/0953-8984/20/29/295220Search in Google Scholar

[55] Y. Zhang, D.A. Benson, M.M. Meerschaert, and E.M. LaBolle, Space-fractional advection-dispersion equations with variable parameters: Diverse formulas, numerical solutions, and application to the Macrodispersion Experiment site data. Water. Resur. Res. 43 (2007), Paper # W05439 (16pp).10.1029/2006WR004912Search in Google Scholar

[56] V.M. Zolotarev, One-dimensional Stable Distributions. Nauka, Moscow (1983), Amer. Math. Soc. Providence, RI (1986).10.1090/mmono/065Search in Google Scholar

[57] N. Žurauskiene, S. Balevičius, D. Pavilonis, V. Stankevič, V. Plaušinaitiene, S. Zherlitsyn, T. Herrmannsdòrfer, J.M. Law, and J. Wosnitza, Magnetoresistance and resistance relaxation of nanostruc-tured La-Ca-MnO films in pulsed magnetic fields. IEEE T. Magn. 50, No 11 (2014), Paper # 6100804 (4pp).10.1109/TMAG.2014.2324895Search in Google Scholar

Received: 2016-5-10
Revised: 2016-12-6
Published Online: 2017-2-19
Published in Print: 2017-2-1

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