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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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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. |
format | Online Article Text |
id | pubmed-10144746 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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