Data-driven Optimal Output Feedback Control of Linear Systems from Input-Output Data

被引:0
|
作者
Dai, Xiaoyan [1 ]
De Persis, Claudio [1 ]
Monshizadeh, Nima [1 ]
机构
[1] Univ Groningen, ENTEG, NL-9747 AG Groningen, Netherlands
来源
IFAC PAPERSONLINE | 2023年 / 56卷 / 02期
关键词
Data-driven control; Output feedback control; Linear quadratic regulators;
D O I
10.1016/j.ifacol.2023.10.1793
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We design optimal output feedback controllers for linear systems where only outputs are available for measurement and control actuation. The goal is to render the closed-loop system stable while minimizing a quadratic cost function balancing performance and control effort. We first provide a model-based solution to this problem, where an optimal dynamic output feedback controller is computed by solving a semidefinite program. Then, we shift our attention to databased solutions, bypassing the system identification step. We derive semidefinite programs that are explicitly stated in terms of input-output data. The effectiveness of the method is illustrated via a power system case study. Copyright (c) 2023 The Authors.
引用
收藏
页码:1376 / 1381
页数:6
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