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 |
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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. |
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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 |
Author_xml | – sequence: 1 givenname: Li-Wei surname: Shih fullname: Shih, Li-Wei email: b04502031@ntu.edu.tw – sequence: 2 givenname: Cheng-Wei orcidid: 0000-0003-4807-3340 surname: Chen fullname: Chen, Cheng-Wei email: cwchenee@ntu.edu.tw |
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Cites_doi | 10.1016/j.conengprac.2016.02.007 10.1364/AO.50.005735 10.1016/j.automatica.2019.05.062 10.1109/9.1274 10.1109/TCST.2019.2934941 10.1007/BF01447855 10.1016/j.jprocont.2009.09.006 10.1080/00207170210159122 10.1016/j.ifacol.2016.10.545 10.1115/1.1849251 10.3390/app9071458 10.1016/j.ifacol.2020.12.1582 10.1049/iet-cta.2013.1059 10.1016/j.ifacol.2020.12.1896 10.1109/TCST.2021.3053561 10.1016/j.mechatronics.2008.06.010 10.1007/s11468-019-00938-5 10.1108/02602280310481968 10.1109/TMECH.2019.2951150 10.1115/1.3143822 10.1109/MCS.2006.1636313 |
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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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SubjectTerms | Data-driven Galvanometer scanner Repetitive control |
Title | Model-free repetitive control design and implementation for dynamical galvanometer-based raster scanning |
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