Proper orthogonal decomposition and modal analysis for acceleration of transient FEM thermal analysis

被引:93
作者
Bialecki, RA
Kassab, AJ
Fic, A
机构
[1] Silesian Tech Univ, Inst Thermal Technol, PL-44100 Gliwice, Poland
[2] Univ Cent Florida, Mech Mat & Aerosp Engn Dept, Orlando, FL 32816 USA
关键词
proper orthogonal decomposition; modal analysis; transient heat conduction;
D O I
10.1002/nme.1205
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A method of reducing the number of degrees of freedom and the overall computing times in finite element method (FEM) has been devised. The technique is valid for linear problems and arbitrary temporal variation of boundary conditions. At the first stage of the method standard FEM time stepping procedure is invoked. The temperature fields obtained for the first few time steps undergo statistical analysis yielding an optimal set of globally defined trial and weighting functions for the Galerkin solution of the problem at hand. Simple matrix manipulations applied to the original FEM system produce a set of ordinary differential equations of a dimensionality greatly reduced when compared with the original FEM formulation. Using the concept of modal analysis the set is then solved analytically. Treatment of non-homogeneous initial conditions, time-dependent boundary conditions and controlling the error introduced by the reduction of the degrees of freedom are discussed. Several numerical examples are included for validation of the approach. Copyright (C) 2004 John Wiley Sons, Ltd.
引用
收藏
页码:774 / 797
页数:24
相关论文
共 22 条
  • [1] Proper orthogonal decomposition for time-dependent lid-driven cavity flows
    Ahlman, D
    Jackson, J
    Kurdila, A
    Shyy, W
    [J]. NUMERICAL HEAT TRANSFER PART B-FUNDAMENTALS, 2002, 42 (04) : 285 - 306
  • [2] Transform Representation of the Spectra of Acoustic Speech Segments with Applications-I: General Approach and Application to Speech Recognition
    Algazi, V. Ralph
    Brown, Kathy L.
    Ready, Michael J.
    Irvine, David H.
    Cadwell, Christie L.
    Chung, Sang
    [J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1993, 1 (02): : 180 - 195
  • [3] Proper orthogonal decomposition for reduced basis feedback controllers for parabolic equations
    Atwell, JA
    King, BB
    [J]. MATHEMATICAL AND COMPUTER MODELLING, 2001, 33 (1-3) : 1 - 19
  • [4] DYNAMIC EIGENFUNCTION DECOMPOSITION OF TURBULENT CHANNEL FLOW
    BALL, KS
    SIROVICH, L
    KEEFE, LR
    [J]. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN FLUIDS, 1991, 12 (06) : 585 - 604
  • [5] BIALECKI RB, 2003, INT S INV PROBL ENG, P1
  • [6] FIC A, 2004, ADV COMPUTATIONAL HE
  • [7] Analysis of a complex of statistical variables into principal components
    Hotelling, H
    [J]. JOURNAL OF EDUCATIONAL PSYCHOLOGY, 1933, 24 : 417 - 441
  • [8] *ISML, 1997, FORTR SUBR MATH APPL, V2
  • [9] *ISML, 1997, FORTR SUBR MATH APPL, V1
  • [10] Karhunen K., 1946, ANN ACAD SCI FENNICA, V37, P3