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

delete2020-03-01
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PRE
AI
M
Min Li
C
Caohui Mao
Y
Yu Zhu
杨开明 封面图
杨开明 (Kaiming Yang) *
李鑫 封面图
李鑫 (Xin Li)
DOI:10.1109/TII.2019.2925628delete
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摘要

摘要

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.
Keyword:
Dynamic decoupling
data-based
iterative optimization
multiple-input-multiple-output (MIMO)
precision motion systems
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期刊

IEEE Transactions on Industrial Informatics 封面图
IEEE Transactions on Industrial Informatics
IF:
9.9
论文数:
8.6K
被引数:
6.0W

机构

T
tsinghua university
学者数:
11.9W
论文数: 10.0W
被引数: 137
C
China University of Geosciences
学者数:
3.7W
论文数: 2.8W
被引数: 4.3W
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