Modal reduction of PDE models by means of Snapshot Archetypes

被引:5
作者
Adrover, A [1 ]
Giona, M [1 ]
机构
[1] Univ Roma La Sapienza, Dipartimento Ingn Chim, I-00184 Rome, Italy
关键词
modal reduction of PDEs; empirical eigenfunctions; archetypal analysis;
D O I
10.1016/S0167-2789(03)00120-9
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A new method for constructing low-dimensional reduced models of dissipative partial differential equations is proposed. The original PDE, u(t) = F(u), is projected onto a linear subspace spanned by the so-called Snapshot Archetypes, that are selected spatial profiles of u(x, t). The selection rule of the Snapshot Archetypes characterizes the method. Two different selection methods are proposed. We provide an "energetic" criterion for the minimum number of archetypes needed for an accurate approximation of the asymptotic dynamics. This approach is tested for several PDE systems such as the Kuramoto-Sivashinsky equation, the Arneodo-Elezgaray reaction-diffusion model, and the self-ignition dynamics of a coal stockpile. The latter two systems exhibit a rich bifurcative structure and are suitable for checking the robustness of the Snapshot Archetype reduced models with respect to parameter variations. (C) 2003 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:23 / 45
页数:23
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