Conference Publications
[190378] |
Title: Data-driven H infinity Optimal Controller Design using the Koopman Operator: Case Study. |
Written by: Ganz, Felix and Datar, Adwait and Göttsch, Patrick and Werner, Herbert |
in: <em>European Control Conference</em>. (2021). |
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Abstract: We follow up on the idea of using linear control techniques can be effectively used. The interested reader may methods for controlling non-linear systems by representing be pointed towards a more detailed version of this work [12], the non-linear system as an approximate linear system in a which we provide via our university file-sharing service. lifted state-space using the Koopman framework. H$\infty$ control techniques have been successfully applied to linear multi- Outline variable systems and the main idea in this paper is to use them on a data-driven identified lifted system within the Koopman We start by discussing the preliminaries of the Koopman framework. We present results in the form of a case study operator and H$\infty$ optimal control in the next section followed on two example systems. We choose the Van der Pol (VdP) by a precise description of the control design problem in oscillator as the first system which is a commonly used example in the Koopman literature. Even though a linear controller section 3. We then discuss the identification setup in section 4
[190378] |
Title: Data-driven H infinity Optimal Controller Design using the Koopman Operator: Case Study. |
Written by: Ganz, Felix and Datar, Adwait and Göttsch, Patrick and Werner, Herbert |
in: <em>European Control Conference</em>. (2021). |
Volume: Number: |
on pages: |
Chapter: |
Editor: |
Publisher: |
Series: |
Address: |
Edition: |
ISBN: |
how published: |
Organization: |
School: |
Institution: |
Type: |
DOI: |
URL: |
ARXIVID: |
PMID: |
Note:
Abstract: We follow up on the idea of using linear control techniques can be effectively used. The interested reader may methods for controlling non-linear systems by representing be pointed towards a more detailed version of this work [12], the non-linear system as an approximate linear system in a which we provide via our university file-sharing service. lifted state-space using the Koopman framework. H$\infty$ control techniques have been successfully applied to linear multi- Outline variable systems and the main idea in this paper is to use them on a data-driven identified lifted system within the Koopman We start by discussing the preliminaries of the Koopman framework. We present results in the form of a case study operator and H$\infty$ optimal control in the next section followed on two example systems. We choose the Van der Pol (VdP) by a precise description of the control design problem in oscillator as the first system which is a commonly used example in the Koopman literature. Even though a linear controller section 3. We then discuss the identification setup in section 4