Asymptotically exact direct data-driven multivariable controller tuning

被引:8
作者
Formentin, Simone [1 ]
Bisoffi, Andrea [2 ]
Oomen, Tom [3 ]
机构
[1] Politecn Milan, Dipartimento Elettron Informaz & Bioingn, Via G Ponzio 34-5, I-20133 Milan, Italy
[2] Univ Trento, Dept Ind Engn, I-38123 Trento, Italy
[3] Eindhoven Univ Technol, Dept Mech Engn, Control Syst Technol Grp, NL-5600 MB Eindhoven, Netherlands
关键词
direct data-driven control; multivariable systems; convex optimization; DESIGN; IDENTIFICATION; SYSTEMS;
D O I
10.1016/j.ifacol.2015.12.319
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper,a data-driven controller design method for multivariable systems is introduced and analyzed. The proposed technique is direct, as it is entirely based experimental data and does not rely on a physical description of the system, and non-iterative, as it does not require controller adjustments based on additional experiments. Compared to the state-of-the-art non-iterative technique, i.e. MIMO VRFT, the proposed approach is asymptotically exact, in that it, guarantees that the desired closed loop dynamics is matched when the number of data, tends to infinity. The performance of the proposed approach is illustrated and compared with MIMO VRFT On a benchmark simulation example. (C) 2015, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:1349 / 1354
页数:6
相关论文
共 21 条
[1]  
[Anonymous], CONTROL SYSTEMS MAGA
[2]  
Astrom J., 1994, ADAPTIVE CONTROL
[3]   h2-norm optimal model reduction for large scale discrete dynamical MIMO systems [J].
Bunse-Gerstner, A. ;
Kubalinska, D. ;
Vossen, G. ;
Wilczek, D. .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2010, 233 (05) :1202-1216
[4]   Virtual reference feedback tuning: a direct method for the design of feedback controllers [J].
Campi, MC ;
Lecchini, A ;
Savaresi, SM .
AUTOMATICA, 2002, 38 (08) :1337-1346
[5]   Non-iterative direct data-driven controller tuning for multivariable systems: theory and application [J].
Formentin, S. ;
Savaresi, S. M. ;
Del Re, L. .
IET CONTROL THEORY AND APPLICATIONS, 2012, 6 (09) :1250-1257
[6]   A comparison of model-based and data-driven controller tuning [J].
Formentin, Simone ;
van Heusden, Klaske ;
Karimi, Alireza .
INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2014, 28 (10) :882-897
[7]   Optimal input design for direct data-driven tuning of model-reference controllers [J].
Formentin, Simone ;
Karimi, Alireza ;
Savaresi, Sergio M. .
AUTOMATICA, 2013, 49 (06) :1874-1882
[8]  
Formentin S, 2011, IEEE DECIS CONTR P, P5106, DOI 10.1109/CDC.2011.6160388
[9]   Identification for control: From the early achievements to the revival of experiment design [J].
Gevers, M .
EUROPEAN JOURNAL OF CONTROL, 2005, 11 (4-5) :335-352
[10]   From experiment design to closed-loop control [J].
Hjalmarsson, H .
AUTOMATICA, 2005, 41 (03) :393-438