Title :
Computation of empirical eigenfunctions of parabolic PDEs with time-varying domain
Author :
Izadi, Maziar ; Dubljevic, Stevan
Author_Institution :
Dept. of Chem. & Mater. Eng., Univ. of Alberta, Edmonton, AB, Canada
Abstract :
In this work, we explore a methodology to compute the empirical eigenfunctions for the order-reduction of nonlinear parabolic partial differential equations (PDEs) system with time-varying domain. The idea behind this method is to obtain the mapping functional, which relates the time-evolution scalar physical property solution ensemble of the nonlinear parabolic PDE with the time-varying domain to a fixed reference domain, while preserving space invariant properties of the raw solution ensemble. Subsequently, the Karhunen-Lo´eve decomposition is applied to the solution ensemble with fixed spatial domain resulting in a set of optimal eigenfunctions that capture the most energy of data. Further, the low dimensional set of empirical eigenfunctions is mapped (“pushed-back”) on the time-varying domain by an appropriate mapping resulting in the basis for the construction of the reduced-order model of the parabolic PDEs with time-varying domain. Finally, this methodology is applied in the representative cases of calculation of empirical eigenfunctions in the case of one and two dimensional model of nonlinear reaction-diffusion parabolic PDE systems with analytically defined domain evolutions. In particular, the design of both mappings which relate the raw data and function spaces transformations from the time-varying to time-invariant domain are designed to preserve dynamic features of the scalar physical property and we provide comparisons among reduced and high order fidelity models.
Keywords :
Karhunen-Loeve transforms; eigenvalues and eigenfunctions; nonlinear differential equations; parabolic equations; partial differential equations; reaction-diffusion systems; reduced order systems; time-varying systems; Karhunen-Lo´eve decomposition; analytically defined domain evolution; empirical eigenfunction computation; fixed reference domain; fixed spatial domain; function space transformation; high order fidelity model; mapping functional; nonlinear parabolic partial differential equation; nonlinear reaction-diffusion parabolic PDE system; optimal eigenfunction; order reduction; reduced-order model; space invariant property; time-evolution scalar physical property solution ensemble; time-invariant domain; time-varying domain; Chemicals; Distributed parameter systems; Eigenvalues and eigenfunctions; Jacobian matrices; Moment methods; Reduced order systems; Time varying systems;
Conference_Titel :
American Control Conference (ACC), 2012
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4577-1095-7
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2012.6315672