Acceleration techniques for reduced-order models based on proper orthogonal decomposition

被引:29
作者
Cizmas, Paul G. A. [1 ]
Richardson, Brian R. [1 ]
Brenner, Thomas A. [1 ]
O'Brien, Thomas J. [2 ]
Breault, Ronald W. [2 ]
机构
[1] Texas A&M Univ, Dept Aerosp Engn, College Stn, TX 77843 USA
[2] Dept Energy, Natl Energy Technol Lab, Morgantown, WV 26507 USA
关键词
proper orthogonal decomposition; multiphase flow; computational methods in fluid dynamics; nonlinear dynamics;
D O I
10.1016/j.jcp.2008.04.036
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents several acceleration techniques for reduced-order models based on the proper orthogonal decomposition (POD) method. The techniques proposed herein are: (i) an algorithm for splitting the database of snapshots generated by the full-order model; (ii) a method for solving quasi-symmetrical matrices; (iii) a strategy for reducing the frequency of the projection. The acceleration techniques were applied to a POD-based reduced-order model of the two-phase flows in fluidized beds. This reduced-order model was developed using numerical results from a full-order computational fluid dynamics model of a two-dimensional fluidized bed. Using these acceleration techniques the computational time of the POD model was two orders of magnitude shorter than the full-order model. (C) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:7791 / 7812
页数:22
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