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Maintenance Cost Minimization for an Agricultural Harvesting Gripper

A crucial aspect that has to be considered in all fields and, especially, in smart farming, a rapidly developing industry, is maintenance. Due to the costs generated by both under-maintaining and over-maintaining the components of a system, a balance has to be achieved. The paper is focused on prese...

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Autores principales: Șerdean, Florina Maria, Șerdean, Mihai Dan, Mândru, Silviu-Dan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10144746/
https://www.ncbi.nlm.nih.gov/pubmed/37112444
http://dx.doi.org/10.3390/s23084103
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author Șerdean, Florina Maria
Șerdean, Mihai Dan
Mândru, Silviu-Dan
author_facet Șerdean, Florina Maria
Șerdean, Mihai Dan
Mândru, Silviu-Dan
author_sort Șerdean, Florina Maria
collection PubMed
description A crucial aspect that has to be considered in all fields and, especially, in smart farming, a rapidly developing industry, is maintenance. Due to the costs generated by both under-maintaining and over-maintaining the components of a system, a balance has to be achieved. The paper is focused on presenting an optimal maintenance policy used to ensure cost minimization by determining the optimal time to make a preventive replacement of the actuators of a harvesting robotic system. First, a brief presentation of the gripper with Festo fluidic muscles used in a novel way instead of fingers is given. Then, the nature-inspired optimization algorithm, as well as the maintenance policy are described. The paper also includes the steps and the obtained results of the developed optimal maintenance policy applied for the Festo fluidic muscles. The outcome of the optimization shows that a significant reduction in the costs is obtained if one performs a preventive replacement of the actuators a few days before the lifetime provided by the manufacturer and the lifetime estimated using a Weibull distribution.
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spelling pubmed-101447462023-04-29 Maintenance Cost Minimization for an Agricultural Harvesting Gripper Șerdean, Florina Maria Șerdean, Mihai Dan Mândru, Silviu-Dan Sensors (Basel) Article A crucial aspect that has to be considered in all fields and, especially, in smart farming, a rapidly developing industry, is maintenance. Due to the costs generated by both under-maintaining and over-maintaining the components of a system, a balance has to be achieved. The paper is focused on presenting an optimal maintenance policy used to ensure cost minimization by determining the optimal time to make a preventive replacement of the actuators of a harvesting robotic system. First, a brief presentation of the gripper with Festo fluidic muscles used in a novel way instead of fingers is given. Then, the nature-inspired optimization algorithm, as well as the maintenance policy are described. The paper also includes the steps and the obtained results of the developed optimal maintenance policy applied for the Festo fluidic muscles. The outcome of the optimization shows that a significant reduction in the costs is obtained if one performs a preventive replacement of the actuators a few days before the lifetime provided by the manufacturer and the lifetime estimated using a Weibull distribution. MDPI 2023-04-19 /pmc/articles/PMC10144746/ /pubmed/37112444 http://dx.doi.org/10.3390/s23084103 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
Șerdean, Florina Maria
Șerdean, Mihai Dan
Mândru, Silviu-Dan
Maintenance Cost Minimization for an Agricultural Harvesting Gripper
title Maintenance Cost Minimization for an Agricultural Harvesting Gripper
title_full Maintenance Cost Minimization for an Agricultural Harvesting Gripper
title_fullStr Maintenance Cost Minimization for an Agricultural Harvesting Gripper
title_full_unstemmed Maintenance Cost Minimization for an Agricultural Harvesting Gripper
title_short Maintenance Cost Minimization for an Agricultural Harvesting Gripper
title_sort maintenance cost minimization for an agricultural harvesting gripper
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10144746/
https://www.ncbi.nlm.nih.gov/pubmed/37112444
http://dx.doi.org/10.3390/s23084103
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