arrow
Return

Data-Based Iterative Dynamic Decoupling Control for Precision MIMO Motion Systems

delete2020-03-01
delete13
PRE
AI
M
Min Li
C
Caohui Mao
Y
Yu Zhu
杨开明 cover
杨开明 (Kaiming Yang) *
李鑫 cover
李鑫 (Xin Li)
DOI:10.1109/TII.2019.2925628delete
deleteOriginal
deleteOriginal request for help
deleteShare
deleteSave
Abstract

Abstract

En 中文
Decoupling control is still an important research topic for precision multiple-input-multiple-output (MIMO) motion systems involved in computer numerically controlled (CNC) machine tools, wafer scanners, etc. In this paper, to minimize internal coupling and improve servo performance, a data-based iterative dynamic decoupling control (IDDC) approach is synthesized. Specifically, a MIMO dynamic decoupling controller structured with finite impulse response filter is used as an add-on to a static decoupling part. Then, a data-based parameter optimization algorithm is developed such that the optimal parameters can be iteratively solved based entirely on the input/output data by minimizing the coupling-induced error. Unlike pre-existing IDDC approaches, the proposed approach can achieve an unbiased estimate of the optimal parameters combined with a small estimate variance that is illustrated through numerical simulation. Finally, application to an ultraprecision wafer stage confirms that the proposed approach significantly decreases the coupling-induced error and achieves enhanced performance compared to pre-existing approaches.
Keywords:
Dynamic decoupling
data-based
iterative optimization
multiple-input-multiple-output (MIMO)
precision motion systems
AI Summary

AI Summary

Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

IEEE Transactions on Industrial Informatics cover
IEEE Transactions on Industrial Informatics
IF:
9.9
Papers:
8.3K
Citations:
6.0W

Organization

T
tsinghua university
Scholars:
11.8W
Papers: 10.0W
Citations: 137
C
China University of Geosciences
Scholars:
3.7W
Papers: 2.8W
Citations: 4.3W