Fractional material derivative: pointwise representation and a finite volume numerical scheme (2402.19015v1)
Abstract: The fractional material derivative appears as the fractional operator that governs the dynamics of the scaling limits of L\'evy walks - a stochastic process that originates from the famous continuous-time random walks. It is usually defined as the Fourier-Laplace multiplier, therefore, it can be thought of as a pseudo-differential operator. In this paper, we show that there exists a local representation in time and space, pointwise, of the fractional material derivative. This allows us to define it on a space of locally integrable functions which is larger than the original one in which Fourier and Laplace transform exist as functions. We consider several typical differential equations involving the fractional material derivative and provide conditions for their solutions to exist. In some cases, the analytical solution can be found. For the general initial value problem, we devise a finite volume method and prove its stability, convergence, and conservation of probability. Numerical illustrations verify our analytical findings. Moreover, our numerical experiments show superiority in the computation time of the proposed numerical scheme over a Monte Carlo method applied to the problem of probability density function's derivation.
- Subdiffusion and anomalous local viscoelasticity in actin networks. Physical Review Letters, 77(21):4470, 1996.
- Limit theorems for coupled continuous time random walks. The Annals of Probability, 32(1B):730–756, 2004.
- Lévy diffusion as an effect of sporadic randomness. Physical Review E, 60:6435, 1999.
- J.-P. Bouchaud and A. Georges. Anomalous diffusion in disordered media: statistical mechanisms, models and physical applications. Physics reports, 195(4-5):127–293, 1990.
- Fractional kinetics for relaxation and superdiffusion in a magnetic field. Physics of Plasmas, 9:78, 2002.
- B. A. del Castillo-Negrete, D.and Carreras and V. E. Lynch. Nondiffusive transport in plasma turbulence: a fractional diffusion approach. Physical Review Letters, 94(6):065003, 2005.
- Why fractional derivatives with nonsingular kernels should not be used. Fractional Calculus and Applied Analysis, 23:610–634, 2020.
- Determination of moisture distributions in porous building bricks by neutron radiography. Applied Radiation and Isotopes, 156:108970, 2020.
- Neutron radiography study of water absorption in porous building materials: anomalous diffusion analysis. Journal of Physics D: Applied Physics, 37(16):2305, 2004.
- W. Feller. An Introduction to Probability Theory and Its Applications, Vol. I. Wiley, New York, 1968.
- Existence of turing instabilities in a two-species fractional reaction-diffusion system. SIAM Journal on Applied Mathematics, 62(3):870–887, 2002.
- An analysis of the L1 scheme for the subdiffusion equation with nonsmooth data. IMA Journal of Numerical Analysis, 36(1):197–221, 2016.
- Fractional governing equations for coupled random walks. Computers & Mathematics with Applications, 64(10):3021–3036, 2012.
- Cluster continuous time random walks. Studia Mathematica, 205:13–30, 2011.
- Stochastic pathway to anomalous diffusion. Physical Review A, 35:3081–3085, 1987.
- J. Klafter and I. M. Sokolov. First Steps in Random Walks. From Tools to Applications. Oxford University Press, Oxford, 2011.
- T. Komorowski and S. Olla. Einstein relation for random walks in random environments. Stochastic Processes and their Applications, 115:1279––1301, 2005.
- M. Kotulski. Asymptotic distributions of continuous-time random walks: A probabilistic approach. Journal of Statistical Physics, 81:777–792, 2012.
- S. C. Kou. Stochastic modeling in nanoscale biophysics: subdiffusion within proteins. The Annals of Applied Statistics, 2(2):501–535, 2008.
- R. J. LeVeque. Finite volume methods for hyperbolic problems, Vol. 31. Cambridge University Press, 2002.
- C. Li and M. Cai. Theory and numerical approximations of fractional integrals and derivatives. SIAM, 2019.
- C. Li and F. Zeng. Numerical methods for fractional calculus. Chapman and Hall/CRC, 2019.
- Sharp error estimate of the nonuniform L1 formula for linear reaction-subdiffusion equations. SIAM Journal on Numerical Analysis, 56(2):1112–1133, 2018.
- Optimal target search on a fast-folding polymer chain with volume exchange. Physical Review Letters, 95:260603, 2005.
- C. Lubich. Convolution quadrature revisited. BIT Numerical Mathematics, 44:503–514, 2004.
- M. Magdziarz. Stochastic representation of subdiffusion processes with time-dependent drift. Stochastic Processes and their Applications, 119(10):3238–3252, 2009.
- Limit theorems and governing equations for Lévy walks. Stochastic Processes and their Applications, 125(11):4021–4038, 2015.
- Langevin picture of Lévy walks and their extensions. Journal of Statistical Mechanics: Theory and Experiment, 147(2):74–96, 2012.
- M. Magdziarz and M. Teuerle. Asymptotic properties and numerical simulation of multidimensional Lévy walks. Communications in Nonlinear Science and Numerical Simulation, 20(2):489–505, 2015.
- M. Magdziarz and T. Żórawik. Explicit densities of multidimensional ballistic Lévy walks. Physical Review E, 94:022130, 2016.
- M. Magdziarz and T. Żórawik. Method of calculating densities for isotropic ballistic Lévy walks. Communications in Nonlinear Science and Numerical Simulation, 48:462–473, 2017.
- Deriving fractional Fokker-Planck equations from a generalised master equation. Europhysics Letters, 46(4):431, 1999.
- R. Metzler and J. Klafter. The random walk’s guide to anomalous diffusion: a fractional dynamics approach. Physics Reports, 339(1):1–77, 2000.
- Random walks on lattices. II. Journal of Mathematical Physics, 6:167, 1965.
- NMR flow velocity mapping in random percolation model objects: Evidence for a power-law dependence of the volume-averaged velocity on the probe-volume radius. Physical Review E, 54(5):5278, 1996.
- J. Nelson and R. E. Chandler. Random walk models of charge transfer and transport in dye sensitized systems. Coordination Chemistry Reviews, 248:1181, 2004.
- Anomalous diffusion in ’living polymers’: A genuine Lévy flight? Physical Review Letters, 65:2201, 1990.
- K. Pearson. The problem of the random walk. Nature, 72:294, 1905.
- Ł. Płociniczak. Analytical studies of a time-fractional porous medium equation. derivation, approximation and applications. Communications in Nonlinear Science and Numerical Simulation, 24(1-3):169–183, 2015.
- Ł. Płociniczak. A linear Galerkin numerical method for a quasilinear subdiffusion equation. Applied Numerical Mathematics, 185:203–220, 2023.
- Ł. Płociniczak. Linear Galerkin-Legendre spectral scheme for a degenerate nonlinear and nonlocal parabolic equation arising in climatology. Applied Numerical Mathematics, 179:105–124, 2022.
- Fast and oblivious convolution quadrature. SIAM Journal on Scientific Computing, 28(2):421–438, 2006.
- The dynamical foundation of fractal stream chemistry: The origin of extremely long retention times. Geophysical Research Letters, 29:1061, 2002.
- H. Scher and E.W. Montroll. Anomalous transit-time dispersion in amorphous solids. Physical Review B, 12:2455–2477, 1975.
- Random walks with infinite spatial and temporal moments. Journal of Statistical Mechanics: Theory and Experiment, 27:499–512, 1982.
- I. M. Sokolov and R. Metzler. Towards deterministic equations for Lévy walks: The fractional material derivative. Physical Review E, 67(1):010101, 2003.
- Observation of anomalous diffusion and Lévy flights in a two-dimensional rotating flow. Physical Review Letters, 71:3975, 1993.
- Error analysis of a finite difference method on graded meshes for a time-fractional diffusion equation. SIAM Journal on Numerical Analysis, 55(2):1057–1079, 2017.
- Single-molecule imaging reveals receptor–g protein interactions at cell surface hot spots. Nature, 550(7677):543, 2017.
- A review of definitions of fractional derivatives and other operators. Journal of Computational Physics, 388:195–208, 2019.
- Multidimensional Lévy walk and its scaling limits. Journal of Physics A: Mathematical and Theoretical, 45:385002, 2012.
- W. Whitt. Stochastic-process limits. Springer, New York, 2002.
- Lévy walks. Reviews of Modern Physics, 87:483–530, 2015.