Non-parametric IQC multipliers in data-driven robust controller synthesis

The paper presents a robust data-driven controller synthesis method for generalised multi-input multi-output (MIMO) systems. Using the frequency response of a linear time-invariant (LTI) MIMO system and characterising perturbations through Integral Quadratic Constraint (IQC), the method provides a convex set of controllers robust to perturbations. This facilitates the design of controllers with either robust stability or robust performance criteria. Notably, the proposed method is versatile, as it is also applicable for non-parametric IQC multipliers. An example of a non-parametric IQC multiplier for elliptical uncertainty quantification is demonstrated and subsequently employed in designing a robust controller for a hybrid active-passive micro-vibration platform. Experimental results show that the synthesised controller effectively achieves the desired levels of both robustness and performance.

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Publication Details

Journal
Automatica
Published
2025-09-23
DOI
https://doi.org/10.1016/j.automatica.2025.112608
Primary Topic
Control Systems and Identification
Type
article
Field-Weighted Citation Impact
0.00
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article

Non-parametric IQC multipliers in data-driven robust controller synthesis

Alireza Karimi, Vaibhav Gupta, Elias Klauser
Automatica
Control Systems and Identification
article

Non-parametric IQC multipliers in data-driven robust controller synthesis

Alireza Karimi, Vaibhav Gupta, Elias Klauser
article en

Abstract

The paper presents a robust data-driven controller synthesis method for generalised multi-input multi-output (MIMO) systems. Using the frequency response of a linear time-invariant (LTI) MIMO system and characterising perturbations through Integral Quadratic Constraint (IQC), the method provides a convex set of controllers robust to perturbations. This facilitates the design of controllers with either robust stability or robust performance criteria. Notably, the proposed method is versatile, as it is also applicable for non-parametric IQC multipliers. An example of a non-parametric IQC multiplier for elliptical uncertainty quantification is demonstrated and subsequently employed in designing a robust controller for a hybrid active-passive micro-vibration platform. Experimental results show that the synthesised controller effectively achieves the desired levels of both robustness and performance.

AutomaticaVol. 183
Swiss Center for Electronics and Microtechnology (Switzerland) (CH), École Polytechnique Fédérale de Lausanne (CH)
Openalex Percentile: Top 68%
Control Systems and Identification
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