- 06-21 A.N. Gorban
- Basic Types of Coarse-Graining
(796K, PDF)
Jan 24, 06
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Abstract. We consider two basic types of coarse-graining: the Ehrenfest's
coarse-graining and its extension to a general principle of
non-equilibrium thermodynamics, and the coarse-graining based on
uncertainty of dynamical models and $\varepsilon$-motions
(orbits). Non-technical discussion of basic notions and main
coarse-graining theorems are presented: the theorem about entropy
overproduction for the Ehrenfest's coarse-graining and its
generalizations, both for conservative and for dissipative
systems, and the theorems about stable properties and the Smale
order for $\varepsilon$-motions of general dynamical systems
including structurally unstable systems. A brief discussion of two
other types, coarse-graining by rounding and by small noise, is
also presented. Computational kinetic models of macroscopic
dynamics are considered. We construct a theoretical basis for
these kinetic models using generalizations of the Ehrenfest's
coarse-graining.
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