Model-free repetitive control design and implementation for dynamical galvanometer-based raster scanning

Data-driven repetitive control (RC) is proposed in this work to track online, dynamical raster trajectories in galvanometer-based scanning. To remove the requirement of a plant model in conventional model-based RC, we use model-free iterative learning control (ILC) to synthesize the data-driven repe...

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Published in:Control engineering practice Vol. 122; p. 105124
Main Authors: Shih, Li-Wei, Chen, Cheng-Wei
Format: Journal Article
Language:English
Published: Elsevier Ltd 01-05-2022
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Abstract Data-driven repetitive control (RC) is proposed in this work to track online, dynamical raster trajectories in galvanometer-based scanning. To remove the requirement of a plant model in conventional model-based RC, we use model-free iterative learning control (ILC) to synthesize the data-driven repetitive controllers. Specifically, the frequency-domain plant-inversion and loop-shaping methods are both converted into time-domain trajectory tracking problems. The ILC is then applied to solve the trajectory tracking problems and subsequently derive the repetitive controllers from data. The stability conditions of both methods are analyzed and used to guide the data-driven control design. Experimental results on a commercially available galvanometer scanner demonstrate that the proposed methods improve the tracking error of a predefined raster scan by more than 30 times, as the conventional ILC does. Moreover, after applying data-driven RC, users can online assign various center positions and magnitudes of the raster trajectory. Once assigning a new reference in this continuous mode, the tracking error rapidly converges to the steady-state within ten periods. •Data-driven repetitive control (RC) schemes are proposed for dynamical raster scans.•Stability analysis and design guideline of the data-driven RC methods are provided.•Results and comparison obtained on a galvo scanner validate the proposed methods.
AbstractList Data-driven repetitive control (RC) is proposed in this work to track online, dynamical raster trajectories in galvanometer-based scanning. To remove the requirement of a plant model in conventional model-based RC, we use model-free iterative learning control (ILC) to synthesize the data-driven repetitive controllers. Specifically, the frequency-domain plant-inversion and loop-shaping methods are both converted into time-domain trajectory tracking problems. The ILC is then applied to solve the trajectory tracking problems and subsequently derive the repetitive controllers from data. The stability conditions of both methods are analyzed and used to guide the data-driven control design. Experimental results on a commercially available galvanometer scanner demonstrate that the proposed methods improve the tracking error of a predefined raster scan by more than 30 times, as the conventional ILC does. Moreover, after applying data-driven RC, users can online assign various center positions and magnitudes of the raster trajectory. Once assigning a new reference in this continuous mode, the tracking error rapidly converges to the steady-state within ten periods. •Data-driven repetitive control (RC) schemes are proposed for dynamical raster scans.•Stability analysis and design guideline of the data-driven RC methods are provided.•Results and comparison obtained on a galvo scanner validate the proposed methods.
ArticleNumber 105124
Author Chen, Cheng-Wei
Shih, Li-Wei
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Snippet Data-driven repetitive control (RC) is proposed in this work to track online, dynamical raster trajectories in galvanometer-based scanning. To remove the...
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StartPage 105124
SubjectTerms Data-driven
Galvanometer scanner
Repetitive control
Title Model-free repetitive control design and implementation for dynamical galvanometer-based raster scanning
URI https://dx.doi.org/10.1016/j.conengprac.2022.105124
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