A POD reduced-order model for eigenvalue problems with application to reactor physics

被引:64
|
作者
Buchan, A. G. [1 ]
Pain, C. C. [1 ]
Fang, F. [1 ]
Navon, I. M. [2 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Appl Modelling & Computat Grp, Dept Earth Sci & Engn, London SW7 2AZ, England
[2] Florida State Univ, Dept Comp Sci, Tallahassee, FL 32306 USA
基金
英国工程与自然科学研究理事会; 美国国家科学基金会;
关键词
POD; reduced-order modelling; eigenvalue problem; reactor criticality; PROPER ORTHOGONAL DECOMPOSITION; TURBULENT THERMAL-CONVECTION; FINITE DOMAIN; REDUCTION; EQUATIONS; STRATEGIES; TRANSPORT; DYNAMICS; REGION;
D O I
10.1002/nme.4533
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A reduced-order model based on proper orthogonal decomposition (POD) has been presented and applied to solving eigenvalue problems. The model is constructed via the method of snapshots, which is based upon the singular value decomposition of a matrix containing the characteristics of a solution as it evolves through time. Part of the novelty of this work is in how this snapshot data are generated, and this is through the recasting of eigenvalue problem, which is time independent, into a time-dependent form. Instances of time-dependent eigenfunction solutions are therefore used to construct the snapshot matrix. The reduced order model's capabilities in efficiently resolving eigenvalue problems that typically become computationally expensive (using standard full model discretisations) has been demonstrated. Although the approach can be adapted to most general eigenvalue problems, the examples presented here are based on calculating dominant eigenvalues in reactor physics applications. The approach is shown to reconstruct both the eigenvalues and eigenfunctions accurately using a significantly reduced number of unknowns in comparison with full' models based on finite element discretisations. The novelty of this paper therefore includes a new approach to generating snapshots, POD's application to large-scale eigenvalue calculations, and reduced-order model's application in reactor physics.Copyright (c) 2013 John Wiley & Sons, Ltd.
引用
收藏
页码:1011 / 1032
页数:22
相关论文
共 50 条
  • [1] A POD reduced-order model for resolving the neutron transport problems of nuclear reactor
    Sun, Yue
    Yang, Junhe
    Wang, Yahui
    Li, Zhuo
    Ma, Yu
    [J]. ANNALS OF NUCLEAR ENERGY, 2020, 149
  • [2] An autoencoder-based reduced-order model for eigenvalue problems with application to neutron diffusion
    Phillips, Toby R. F.
    Heaney, Claire E.
    Smith, Paul N.
    Pain, Christopher C.
    [J]. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2021, 122 (15) : 3780 - 3811
  • [3] A POD reduced-order model for wake steering control
    Fortes-Plaza, A.
    Campagnolo, F.
    Wang, J.
    Wang, C.
    Bottasso, C. L.
    [J]. SCIENCE OF MAKING TORQUE FROM WIND (TORQUE 2018), 2018, 1037
  • [4] Reduced-order subscales for POD models
    Baiges, Joan
    Codina, Ramon
    Idelsohn, Sergio
    [J]. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2015, 291 : 173 - 196
  • [5] EIGENVALUE ASSIGNMENT BY REDUCED-ORDER MODELS
    HICKIN, J
    SINHA, NK
    [J]. ELECTRONICS LETTERS, 1975, 11 (15) : 318 - 319
  • [6] A Novel Adjoint-Based Reduced-Order Model for Depletion Calculations in Nuclear Reactor Physics
    Sauzedde, Thibault
    Archier, Pascal
    Nguyen, Frederic
    [J]. ENERGIES, 2024, 17 (10)
  • [7] Reduced-order POD model for dynamic stall of wind turbine airfoils
    Zhang, Zhenyu
    [J]. Nanjing Hangkong Hangtian Daxue Xuebao/Journal of Nanjing University of Aeronautics and Astronautics, 2011, 43 (05): : 577 - 580
  • [8] Reduced-order model for the BGK equation based on POD and optimal transport
    Bernard, Florian
    Iollo, Angelo
    Riffaud, Sebastien
    [J]. JOURNAL OF COMPUTATIONAL PHYSICS, 2018, 373 : 545 - 570
  • [9] Data Assimilation for POD Reduced-Order Model - Comparison of PF and EnKF
    Kikuchi, Ryota
    Misaka, Takashi
    Obayashi, Shigeru
    [J]. 2014 17TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2014,
  • [10] Feedback stabilization of an oscillating vertical cylinder by POD Reduced-Order Model
    Tissot, Gilles
    Cordier, Laurent
    Noack, Bernd R.
    [J]. 3RD INTERNATIONAL CONFERENCE ON MATHEMATICAL MODELING IN PHYSICAL SCIENCES (IC-MSQUARE 2014), 2015, 574