Optimal angle reduction - a behavioral approach to linear system approximation

被引:4
|
作者
Roorda, B
Weiland, S
机构
[1] Univ Twente, Sch Technol & Management, Financial Engn Lab, NL-7500 AE Enschede, Netherlands
[2] Eindhoven Univ Technol, Dept Elect Engn, NL-5600 MB Eindhoven, Netherlands
关键词
optimal model reduction; state space balancing; l(2)-systems; least squares optimization; gap metrics; Hankel norm reduction; coprime factorizations;
D O I
10.1016/S0024-3795(01)00348-2
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We investigate the problem of optimal state reduction under minimization of the angle between system behaviors. The angle is defined in a worst-case sense, as the largest angle that can occur between a system trajectory and its optimal approximation in the reduced-order model. This problem is analyzed for linear time-invariant finite dimensional systems, in a behavioral l(2)-setting, without reference to input/output decompositions and stability considerations. The notion of a weakest past-future link is introduced and it is shown how this concept is applied for the purpose of model reduction. A method that reduces the state dimension by one is presented and shown to be optimal. Specific algorithms are provided for the numerical implementation of the approximation method. The concepts and results are explicitly translated to an input-output setting, and related to balancing, Hankel norm reduction and normalized doubly coprime factorizations. (C) 2001 Elsevier Science Inc. All rights reserved.
引用
收藏
页码:189 / 235
页数:47
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