A method for interpolating on manifolds structural dynamics reduced-order models

被引:167
作者
Amsallem, David [1 ]
Cortial, Julien [2 ]
Carlberg, Kevin [1 ]
Farhat, Charbel [1 ,2 ,3 ]
机构
[1] Stanford Univ, Dept Aeronaut & Astronaut, Stanford, CA 94305 USA
[2] Stanford Univ, Inst Computat & Math Engn, Stanford, CA 94305 USA
[3] Stanford Univ, Dept Mech Engn, Stanford, CA 94305 USA
基金
美国国家科学基金会;
关键词
reduced-order modeling; matrix manifolds; real-time prediction; surrogate modeling; linear structural dynamics; PROPER ORTHOGONAL DECOMPOSITION; MECHANICAL SYSTEMS;
D O I
10.1002/nme.2681
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A rigorous method for interpolating a set of parameterized linear structural dynamics reduced-order models (ROMs) is presented. By design, this method does not operate on the underlying set of parameterized full-order models. Hence, it is amenable to an online real-time implementation. It is based on mapping appropriately the ROM data onto a tangent space to the manifold of symmetric positive-definite matrices, interpolating the mapped data in this space and mapping back the result to the aforementioned manifold. Algorithms for computing the forward and backward mappings are offered for the case where the ROMs are derived from a general Galerkin projection method and the case where they are constructed from modal reduction. The proposed interpolation method is illustrated with applications ranging from the fast dynamic characterization of a parameterized structural model to the fast evaluation of its response to a given input. In all cases, good accuracy is demonstrated at real-time processing speeds. Copyright (C) 2009 John Wiley & Sons, Ltd.
引用
收藏
页码:1241 / 1258
页数:18
相关论文
共 18 条
[1]   Reduced-order models for nonlinear vibrations of cylindrical shells via the proper orthogonal decomposition method [J].
Amabili, M ;
Sarkar, A ;
Païdoussis, MP .
JOURNAL OF FLUIDS AND STRUCTURES, 2003, 18 (02) :227-250
[2]  
Amsallem D., 2009, 47 AIAA AER SCI M IN
[3]   Interpolation method for adapting reduced-order models and application to aeroelasticity [J].
Amsallem, David ;
Farhat, Charbel .
AIAA JOURNAL, 2008, 46 (07) :1803-1813
[4]  
[Anonymous], 19911056 AIAA
[5]  
[Anonymous], LECT NOTES COMPUTATI
[6]  
Danowsky B, 2008, AIAA ATM FLIGHT MECH
[8]  
Ewins D. J., 1995, Modal Testing: Theory and Practice
[9]   Dynamics of large scale coupled structural mechanical systems: A singular perturbation proper orthogonal decomposition approach [J].
Georgiou, IT ;
Schwartz, IB .
SIAM JOURNAL ON APPLIED MATHEMATICS, 1999, 59 (04) :1178-1207
[10]   RUDUCTION OF STIFFNESS AND MASS MATRICES [J].
GUYAN, RJ .
AIAA JOURNAL, 1965, 3 (02) :380-&