Iterative Learning Control Applied to Interconnected RGB Light Strip

In this paper, an iterative learning control scheme is applied to the interconnected RGB light strip modeled with so-called spatially interconnected systems. The proposed strategy starts with formulating a set of Kirchhoff equalities, which lead to the 2D state-space model. In the next step, the system model is transformed into its 1D equivalent using the so-called lifting approach. Subsequently, the ILC design strategy is proposed. Due to the fact that it eventually takes the form of a differential linear repetitive process, the well-established stability theory along the trial is applied. This enables the application of computationally efficient stability tests, which employ linear matrix inequalities. Such a strategy ensures a numerically tractable design procedure. The application of this strategy ensures the convergence of the output signal to the desired reference. It is important to emphasize that the considered system can be affected by disturbances, and hence, it reflects practical situations that are inevitable in engineering practice. The effectiveness of the proposed approach is illustrated with a comprehensive simulation study.

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Publication Details

Journal
Electronics
Published
2025-01-23
DOI
https://doi.org/10.3390/electronics14030449
Primary Topic
Iterative Learning Control Systems
Type
article
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article

Iterative Learning Control Applied to Interconnected RGB Light Strip

Łukasz Hładowski, Marcin Witczak, Bartłomiej Sulikowski
Electronics
Iterative Learning Control Systems
article

Iterative Learning Control Applied to Interconnected RGB Light Strip

Łukasz Hładowski, Marcin Witczak, Bartłomiej Sulikowski
article en

Abstract

In this paper, an iterative learning control scheme is applied to the interconnected RGB light strip modeled with so-called spatially interconnected systems. The proposed strategy starts with formulating a set of Kirchhoff equalities, which lead to the 2D state-space model. In the next step, the system model is transformed into its 1D equivalent using the so-called lifting approach. Subsequently, the ILC design strategy is proposed. Due to the fact that it eventually takes the form of a differential linear repetitive process, the well-established stability theory along the trial is applied. This enables the application of computationally efficient stability tests, which employ linear matrix inequalities. Such a strategy ensures a numerically tractable design procedure. The application of this strategy ensures the convergence of the output signal to the desired reference. It is important to emphasize that the considered system can be affected by disturbances, and hence, it reflects practical situations that are inevitable in engineering practice. The effectiveness of the proposed approach is illustrated with a comprehensive simulation study.

ElectronicsVol. 14(3)
University of Zielona Góra (PL)
Openalex Percentile: Top 99%
Iterative Learning Control Systems
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Iterative Learning Control Applied to Interconnected RGB Light Strip — Łukasz Hładowski, Marcin Witczak, et al. · Electronics (2025) | TGRS Research Map | TGRS