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Statistical derivation of the evolution equation of liquid water path fluctuations in clouds
Author(s) -
Ivanova K.,
Ausloos M.
Publication year - 2002
Publication title -
journal of geophysical research: atmospheres
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.67
H-Index - 298
eISSN - 2156-2202
pISSN - 0148-0227
DOI - 10.1029/2002jd002266
Subject(s) - statistical physics , liquid water path , detrended fluctuation analysis , range (aeronautics) , turbulence , physics , fokker–planck equation , langevin equation , gaussian , stochastic process , cascade , mathematics , statistics , meteorology , mathematical analysis , precipitation , scaling , quantum mechanics , differential equation , geometry , materials science , chemistry , chromatography , composite material
How to distinguish and quantify deterministic and random influences on the statistics of turbulence data in meteorology cases is discussed from first principles. Liquid water path (LWP) changes in clouds, as retrieved from radio signals, upon different delay times, can be regarded as a stochastic Markov process. A detrended fluctuation analysis method indicates the existence of long range time correlations. The Fokker‐Planck equation which models very precisely the LWP fluctuation empirical probability distributions, in particular, their non‐Gaussian heavy tails is explicitly derived and written in terms of a drift and a diffusion coefficient. Furthermore, Kramers‐Moyal coefficients, as estimated from the empirical data, are found to be in good agreement with their first principle derivation. Finally, the equivalent Langevin equation is written for the LWP increments themselves. Thus rather than the existence of hierarchical structures, like an energy cascade process, strong correlations on different timescales, from small to large ones, are considered to be proven as intrinsic ingredients of such cloud evolutions.

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