Estimated Response Iterative Tuning with signal projection

IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS IFAC Journal of Systems and Control Pub Date : 2022-03-01 DOI:10.1016/j.ifacsc.2021.100179
Yusuke Fujimoto
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引用次数: 6

Abstract

This paper discusses about a data-driven control method which is called Estimated Response Iterative Tuning (ERIT). ERIT focuses on a two-degree of freedom control system, and updates the feedforward controller from one-shot experiment. The main contribution of this paper is to propose a pre-processing for ERIT to improve robustness against noise. In particular, this paper proposes to project the measured output onto a subspace, and regard the projected signal as a noise-free output. How to design this subspace is also proposed in this paper. A practical experiment with flexible link system is shown to demonstrate the effectiveness of the proposed method.

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估计响应迭代调谐与信号投影
本文讨论了一种数据驱动的控制方法——估计响应迭代调谐(ERIT)。该方法以二自由度控制系统为研究对象,从单次实验出发对前馈控制器进行了更新。本文的主要贡献是提出了一种预处理方法来提高对噪声的鲁棒性。特别地,本文提出将测量输出投影到子空间上,并将投影信号作为无噪声输出。本文还提出了子空间的设计方法。通过柔性连杆系统的实验验证了该方法的有效性。
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来源期刊
IFAC Journal of Systems and Control
IFAC Journal of Systems and Control AUTOMATION & CONTROL SYSTEMS-
CiteScore
3.70
自引率
5.30%
发文量
17
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