Abstract
Cascade models of random processes and fields are extensively used in mathematical modeling of various objects and phenomena. This paper treats of properties of bounded cascade models on a plane as well as their one-dimensional distributions and correlation structure. The results obtained are helpful in analyzing the suitability of cascade models for solving various practical problems.
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Marshak, A., Davis, A., Cahalan, R.F., and Wiscombe, W.J., Bounded Cascade Models as Non-Stationary Multifractals, Phys. Rev. E., 1994, vol. 49, pp. 55–69.
Resnick, S., Samorodnitsky, G., Gilbert, A., and Willinger, W., Wavelet Analysis of Conservative Cascades, Bernoulli J., 2003., vol. 9, no. 1, pp. 97–135.
Kuzmin, G.A. and Soboleva, O.N., Subgrid Scale Modeling of Filtration in Porous Self-Similar Media, Prikl. Mekh. Tekhn. Fiz., 2002, vol. 43, no. 4, pp. 115–126.
Cahalan, R.F., Ridgway, W., Wiscombe, W.J., Bell, T.L., and Snider, J.B., The Albedo of Fractal Stratocumulus Clouds, J. Atmos. Sci., 1994, vol. 51, no. 16, pp. 2434–2455.
Marshak, A., Davis, A., Wiscombe, W.J., and Titov, G., The Verisimilitude of the Independent Pixel Approximation Used in Cloud Remote Sensing, Remote Sens. Environ, 1995, vol. 52, pp. 71–78.
Schertzer, D. and Lovejoy S., Physical Modeling and Analysis of Rain and Clouds by Anisotropic Scaling Multiplicative Processes, J. Geophys. Res., vol. 92, pp. 9693–9714.
Barker, H.W. and Davies, J.A., Cumulus Cloud Radiative Properties and the Characteristics of Satellite Radiance Wavenumber Spectra, Remote Sens. Environ, 1992, vol. 42, pp. 51–64.
Cahalan, R.F., Bounded Cascade Clouds: Albedo and Effective Thickness, Nonlinear Proc. Geophys, 1994, no. 1, pp. 156–176.
Marshak, A., Davis, A., Wiscombe, W.J., and Cahalan, R.F., Scale Invariance in Liquid Water Distribution in Marine Stratocumulus. Part I: Spectral Properties and Stationarity Issues, J. Atmos. Sci., 1996, vol. 53, no. 11, pp. 1538–1558.
Marshak, A., Davis, A., Wiscombe, W.J., and Cahalan, R.F., Scale Invariance in Liquid Water Distribution in Marine Stratocumulus. Part II: Multifractal Properties and Intermittency Issues, J. Atmos. Sci., 1997, vol. 54, no. 11, pp. 1423–1444.
Zhuravleva, T.B. and Marshak, A.L., On Validation of a Poisson Model of Broken Cloudiness, Izv. Ross. Akad. Nauk. Fiz. Atm. Okeana, 2005, vol. 41, no. 6, pp. 783–797.
Ogorodnikov, V.A. and Prigarin, S.M., Numerical Modelling of Random Processes and Fields: Algorithms and Applications, Utrecht: VSP, 1996.
Prigarin, S.M., Metody chislennogo modelirovaniya sluchainykh protsessov i polei (Methods of Numerical Simulation of Random Processes and Fields), Novosibirsk: Inst. Vych. Mat. Mat. Geofiz. SB RAS, 2005.
Mikhailov, G.A. and Voitishek, A.V., Chislennoe statisticheskoe modelirovanie. Metody Monte-Karlo (Numerical Statistical Simulation. Monte CarloMethods), Moscow: Akademiya, 2006.
Piranashvili, Z.A., Some Questions of Statistical-Probabilistic Simulation of RandomProcesses, in Voprosy issledovaniya operatsii, Tbilisi: Metsniereba, 1966, pp. 53–91.
Mikhailov, G.A., Simulation of Random Processes and Fields on the Basis of Point PalmFlows, Dokl. Akad. Nauk SSSR, 1982, vol. 262, no. 3, pp. 531–535.
Mikhailov, G.A. and Voytishek, A.V., Numerical Constructing of Special Non-Gaussian Fields in Solving Problems of the Radiation Transfer Theory for Stochastically InhomogeneousMedia, Russ. J. Numer. Anal. Math.Model., 1995, vol. 10, no. 3, pp. 213–232.
Prigarin, S.M., Gubina, N.I., and Oppel, U.G., Numerical Modelling of Stochastic Fields of Vertical Optical Thickness for Stratocumulus Clouds, in Current Problems in Atmospheric Radiation, IRS 2000, Smith, W.L. and Timofeyev, Yu.M., Eds., Hampton, Virginia: Deepak Publ., 2001, pp. 257–260.
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Original Russian Text © N.P. Eltsov, V.A. Ogorodnikov, S.M. Prigarin, 2008, published in Sibirskii Zhurnal Vychislitel’noi Matematiki, 2008, Vol. 11, No. 4, pp. 405–412.
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Eltsov, N.P., Ogorodnikov, V.A. & Prigarin, S.M. A study of bounded cascade models of random fields on a plane. Numer. Analys. Appl. 1, 332–338 (2008). https://doi.org/10.1134/S1995423908040034
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DOI: https://doi.org/10.1134/S1995423908040034