Dynamic Mode Decomposition for Control Systems with Input Delays

被引:1
作者
Zawacki, Christopher C. [1 ]
Abed, Eyad H. [1 ]
机构
[1] Univ Maryland, Dept Elect & Comp Engn, College Pk, MD 20742 USA
基金
美国国家科学基金会;
关键词
Dynamic Mode Decomposition; System Identification; Control Systems; Input Delay; Predictive Feedback Control;
D O I
10.1016/j.ifacol.2023.12.007
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Dynamic mode decomposition with control (DMDc) has emerged as a powerful tool for data-driven system identification in recent years. Our work provides an extension to DMDc, namely the ability to identify systems with a delayed input. Specifically, we propose dynamic mode decomposition with input-delayed Control (DMDidc), which allows the identification of input-delayed linear time-invariant (LTI) systems given sufficient input-output data. We prove the method is able to identify delays that are a fraction of a discrete controllers sampling period and provide an extended predictive feedback control scheme that accommodates such delays. A numerical simulation illustrates the benefits of our method.
引用
收藏
页码:97 / 102
页数:6
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