Order-Reduction of Parabolic PDEs with Time-Varying Domain Using Empirical Eigenfunctions

被引:34
作者
Izadi, Mojtaba [1 ]
Dubljevic, Stevan [1 ]
机构
[1] Univ Alberta, Dept Chem & Mat Engn, Edmonton, AB T6G 2V4, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
modeling and order reduction of distributed parameter systems; reaction-diffusion; (conduction) parabolic PDEs model reduction; time-varying processes; Karhunen-Loeve decomposition; Czochralski crystal growth process; DISTRIBUTED-PARAMETER SYSTEMS; NONLINEAR MODEL-REDUCTION; BOUNDARY CONTROL; IDENTIFICATION; CONVECTION; DECOMPOSITION; FLOWS;
D O I
10.1002/aic.14152
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
A novel methodology for the order-reduction of parabolic partial differential equation (PDE) systems with time-varying domain is explored. In this method, a mapping functional is obtained, which relates the time-evolution of the solution of a parabolic PDE with time-varying domain to a fixed reference domain, while preserving space invariant properties of the initial solution ensemble. Subsequently, the Karhunen-Loeve decomposition is applied to the solution ensemble on fixed spatial domain resulting in a set of optimal eigenfunctions. Further, the low dimensional set of empirical eigenfunctions is mapped on the original time-varying domain by an appropriate mapping, resulting in the basis for the construction of the reduced-order model of the parabolic PDE system with time-varying domain. This methodology is used in three representative cases, one- and two-dimensional (1-D and 2-D) models of nonlinear reaction-diffusion systems with analytically defined domain evolutions, and the 2-D model of the Czochralski crystal growth process with nontrivial geometry. (c) 2013 American Institute of Chemical Engineers AIChE J, 59: 4142-4150, 2013
引用
收藏
页码:4142 / 4150
页数:9
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