Sparsity and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline" id="d1e715" altimg="si6.svg"> <mml:msup> <mml:mrow> <mml:mi>L</mml:mi> </mml:mrow> <mml:mrow> <mml:mn>1</mml:mn> </mml:mrow> </mml:msup> </mml:math> -optimal contr

For linear time-invariant systems, we take an interest in sparse controls, i.e., those whose support (or L 0 -norm) is of minimal Lebesgue measure. We propose to extend this research to Radon measures and, in particular, to controls presenting Dirac impulses. Then, we can find a minimizer which is purely impulsive (and so with a null support) and prove that there is no gap when we extend the problem from L 1 -controls to Radon measures. To refine our research, this reasoning leads us to study the minimization problems for L 1 and measure norms. We prove that impulsive controls are still pertinent for these problems: once again, we can find a minimizer and prove that there is no gap. In addition to the existence of a solution, we show that, by extending the research to Radon measures, we can find a solution of L 0 and L 1 -minimization problems in the form of a finite linear combination of Dirac impulses, and we give an expression of the maximal number of these impulses. We also propose an algorithm in order to compute an impulsive solution of the measure norm minimization problem.

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Publication Details

Journal
Automatica
Published
2025-11-05
DOI
https://doi.org/10.1016/j.automatica.2025.112672
Primary Topic
Stability and Control of Uncertain Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

Sparsity and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline" id="d1e715" altimg="si6.svg"> <mml:msup> <mml:mrow> <mml:mi>L</mml:mi> </mml:mrow> <mml:mrow> <mml:mn>1</mml:mn> </mml:mrow> </mml:msup> </mml:math> -optimal contr

Automatica
Stability and Control of Uncertain Systems
article

Sparsity and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline" id="d1e715" altimg="si6.svg"> <mml:msup> <mml:mrow> <mml:mi>L</mml:mi> </mml:mrow> <mml:mrow> <mml:mn>1</mml:mn> </mml:mrow> </mml:msup> </mml:math> -optimal contr

article en

Abstract

For linear time-invariant systems, we take an interest in sparse controls, i.e., those whose support (or L 0 -norm) is of minimal Lebesgue measure. We propose to extend this research to Radon measures and, in particular, to controls presenting Dirac impulses. Then, we can find a minimizer which is purely impulsive (and so with a null support) and prove that there is no gap when we extend the problem from L 1 -controls to Radon measures. To refine our research, this reasoning leads us to study the minimization problems for L 1 and measure norms. We prove that impulsive controls are still pertinent for these problems: once again, we can find a minimizer and prove that there is no gap. In addition to the existence of a solution, we show that, by extending the research to Radon measures, we can find a solution of L 0 and L 1 -minimization problems in the form of a finite linear combination of Dirac impulses, and we give an expression of the maximal number of these impulses. We also propose an algorithm in order to compute an impulsive solution of the measure norm minimization problem.

AutomaticaVol. 183
Centre National de la Recherche Scientifique (FR), Centre de Recherche en Automatique de Nancy (FR), Université de Lorraine (FR)
Openalex Percentile: Top 42%
Stability and Control of Uncertain Systems
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Sparsity and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline" id="d1e715" altimg="si6.svg"> <mml:msup> <mml:mrow> <mml:mi>L</mml:mi> </mml:mrow> <mml:mrow> <mml:mn>1</mml:mn> </mml:mrow> </mml:msup> </mml:math> -optimal contr · Automatica (2025) | TGRS Research Map | TGRS