Tensor methods for MIMO decoupling and control design using frequency response functions

被引:14
|
作者
Stoev, Julian [1 ]
Ertveldt, Julien [2 ]
Oomen, Tom [3 ]
Schoukens, Johan [1 ]
机构
[1] Vrije Univ Brussel, Dept ELEC, Brussels, Belgium
[2] Vrije Univ Brussel, Dept MECH, Brussels, Belgium
[3] Eindhoven Univ Technol, Dept Mech Engn, Control Syst Technol Grp, Eindhoven, Netherlands
关键词
Identification; MIMO; Tensor; CANONICAL DECOMPOSITION; IDENTIFICATION; APPROXIMATION; SYSTEMS; MATRIX;
D O I
10.1016/j.mechatronics.2017.05.009
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Decentralized control design is commonly applied to design controllers for multi-variable control applications. The success of decentralized control design methodologies hinges on the quality of decoupling of the system. The aim of this paper is to develop a decoupling procedure that applies to multi-variable systems and only requires a frequency response function of the system. The proposed method builds on recent tensor decomposition methods. The potential of the method is shown both in a simulation and using experimental data. When applied on noisy data and on real-life systems, which are not possible to be exactly decoupled, the proposed method typically performs better compared to eigen-decomposition based method. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:71 / 81
页数:11
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