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Min–Max Optimal Control of Robot Manipulators Affected by Sensor Faults

This paper is concerned with the control law synthesis for robot manipulators, which guarantees that the effect of the sensor faults is kept under a permissible level, and ensures the stability of the closed-loop system. Based on Lyapunov’s stability analysis, the conditions that enable the applicat...

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Detalles Bibliográficos
Autores principales: Milić, Vladimir, Kasać, Josip, Lukas, Marin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9964969/
https://www.ncbi.nlm.nih.gov/pubmed/36850553
http://dx.doi.org/10.3390/s23041952
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author Milić, Vladimir
Kasać, Josip
Lukas, Marin
author_facet Milić, Vladimir
Kasać, Josip
Lukas, Marin
author_sort Milić, Vladimir
collection PubMed
description This paper is concerned with the control law synthesis for robot manipulators, which guarantees that the effect of the sensor faults is kept under a permissible level, and ensures the stability of the closed-loop system. Based on Lyapunov’s stability analysis, the conditions that enable the application of the simple bisection method in the optimization procedure were derived. The control law, with certain properties that make the construction of the Lyapunov function much easier—and, thus, the determination of stability conditions—was considered. Furthermore, the optimization problem was formulated as a class of problem in which minimization and maximization of the same performance criterion were simultaneously carried out. The algorithm proposed to solve the related zero-sum differential game was based on Newton’s method with recursive matrix relations, in which the first- and second-order derivatives of the objective function are calculated using hyper-dual numbers. The results of this paper were evaluated in simulation on a robot manipulator with three degrees of freedom.
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spelling pubmed-99649692023-02-26 Min–Max Optimal Control of Robot Manipulators Affected by Sensor Faults Milić, Vladimir Kasać, Josip Lukas, Marin Sensors (Basel) Article This paper is concerned with the control law synthesis for robot manipulators, which guarantees that the effect of the sensor faults is kept under a permissible level, and ensures the stability of the closed-loop system. Based on Lyapunov’s stability analysis, the conditions that enable the application of the simple bisection method in the optimization procedure were derived. The control law, with certain properties that make the construction of the Lyapunov function much easier—and, thus, the determination of stability conditions—was considered. Furthermore, the optimization problem was formulated as a class of problem in which minimization and maximization of the same performance criterion were simultaneously carried out. The algorithm proposed to solve the related zero-sum differential game was based on Newton’s method with recursive matrix relations, in which the first- and second-order derivatives of the objective function are calculated using hyper-dual numbers. The results of this paper were evaluated in simulation on a robot manipulator with three degrees of freedom. MDPI 2023-02-09 /pmc/articles/PMC9964969/ /pubmed/36850553 http://dx.doi.org/10.3390/s23041952 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Milić, Vladimir
Kasać, Josip
Lukas, Marin
Min–Max Optimal Control of Robot Manipulators Affected by Sensor Faults
title Min–Max Optimal Control of Robot Manipulators Affected by Sensor Faults
title_full Min–Max Optimal Control of Robot Manipulators Affected by Sensor Faults
title_fullStr Min–Max Optimal Control of Robot Manipulators Affected by Sensor Faults
title_full_unstemmed Min–Max Optimal Control of Robot Manipulators Affected by Sensor Faults
title_short Min–Max Optimal Control of Robot Manipulators Affected by Sensor Faults
title_sort min–max optimal control of robot manipulators affected by sensor faults
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9964969/
https://www.ncbi.nlm.nih.gov/pubmed/36850553
http://dx.doi.org/10.3390/s23041952
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