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
相关论文
共 38 条
[11]  
Christofides P. D., 2001, SYS CON FDN
[12]   Application of the proper orthogonal decomposition to datasets of internal combustion engine flows [J].
Fogleman, M ;
Lumley, J ;
Rempfer, D ;
Haworth, D .
JOURNAL OF TURBULENCE, 2004, 5
[13]   IDENTIFICATION AND CONTROL OF DISTRIBUTED-PARAMETER SYSTEMS BY MEANS OF THE SINGULAR-VALUE DECOMPOSITION [J].
GAY, DH ;
RAY, WH .
CHEMICAL ENGINEERING SCIENCE, 1995, 50 (10) :1519-1539
[14]  
Glavaski S, 1998, IEEE DECIS CONTR P, P2071, DOI 10.1109/CDC.1998.758639
[15]  
Izadi M, 2012, P AMER CONTR CONF, P4357
[16]  
Loeve M., 1955, PROBABILITY THEORY F
[17]   Nonlinear Model Reduction of a Two-Dimensional MCFC Model with Internal Reforming [J].
Mangold, M. ;
Sheng, M. .
FUEL CELLS, 2004, 4 (1-2) :68-77
[18]   Groundwater management using model reduction via empirical orthogonal functions [J].
McPhee, James ;
Yeh, William W. -G. .
JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT, 2008, 134 (02) :161-170
[19]   Optimal control of convection-diffusion process with time-varying spatial domain: Czochralski crystal growth [J].
Ng, James ;
Dubljevic, Stevan .
JOURNAL OF PROCESS CONTROL, 2011, 21 (10) :1361-1369
[20]   Optimal boundary control of a diffusion-convection-reaction PDE model with time-dependent spatial domain: Czochralski crystal growth process [J].
Ng, James ;
Dubljevic, Stevan .
CHEMICAL ENGINEERING SCIENCE, 2012, 67 (01) :111-119