Tensor decompositions for solving the equations of mathematical models of aggregation with multiple collisions of particles
Numerical methods and programming, Tome 19 (2018) no. 4, pp. 390-404
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Efficient methods for the numerical solving of a Cauchy problem for systems of Smoluchowski-type kinetic equations of aggregation with multiple collisions of particles are proposed. The developed methods are based on the tensor representations of kinetic coefficient arrays. The canonical, Tucker, and tensor train (TT) decompositions are compared. The computational complexity of these tensor representations is estimated for a second-order Runge-Kutta. The efficiency of the proposed methods for the systems with collisions of up to five particles is shown in a series of numerical experiments for the canonical and TT-decompositions.
Keywords:
multiple collision Smoluchowski equation, kinetics of aggregation processes, predictor-corrector scheme, low-rank tensor approximations
Mots-clés : discrete convolution.
Mots-clés : discrete convolution.
@article{VMP_2018_19_4_a6,
author = {D. A. Stefonishin and S. A. Matveev and A. P. Smirnov and E. E. Tyrtyshnikov},
title = {Tensor decompositions for solving the equations of mathematical models of aggregation with multiple collisions of particles},
journal = {Numerical methods and programming},
pages = {390--404},
publisher = {mathdoc},
volume = {19},
number = {4},
year = {2018},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/VMP_2018_19_4_a6/}
}
TY - JOUR AU - D. A. Stefonishin AU - S. A. Matveev AU - A. P. Smirnov AU - E. E. Tyrtyshnikov TI - Tensor decompositions for solving the equations of mathematical models of aggregation with multiple collisions of particles JO - Numerical methods and programming PY - 2018 SP - 390 EP - 404 VL - 19 IS - 4 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/VMP_2018_19_4_a6/ LA - ru ID - VMP_2018_19_4_a6 ER -
%0 Journal Article %A D. A. Stefonishin %A S. A. Matveev %A A. P. Smirnov %A E. E. Tyrtyshnikov %T Tensor decompositions for solving the equations of mathematical models of aggregation with multiple collisions of particles %J Numerical methods and programming %D 2018 %P 390-404 %V 19 %N 4 %I mathdoc %U http://geodesic.mathdoc.fr/item/VMP_2018_19_4_a6/ %G ru %F VMP_2018_19_4_a6
D. A. Stefonishin; S. A. Matveev; A. P. Smirnov; E. E. Tyrtyshnikov. Tensor decompositions for solving the equations of mathematical models of aggregation with multiple collisions of particles. Numerical methods and programming, Tome 19 (2018) no. 4, pp. 390-404. http://geodesic.mathdoc.fr/item/VMP_2018_19_4_a6/