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Markovian analysis of unreliable multi-machine flexible manufacturing cell
In this paper, a Markovian model is constructed to test a flexible manufacturing cell’s (FMC) performance. The considered FMC includes a conveyer belt, robot, and n machines. The conveyer belt delivers the working part to the robot, and the robot picks it up and loads it onto the machines. The movem...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8806077/ https://www.ncbi.nlm.nih.gov/pubmed/35104294 http://dx.doi.org/10.1371/journal.pone.0259247 |
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author | Hamasha, Mohammad Hamasha, Sa’d Aqlan, Faisal Almeanazel, Osama |
author_facet | Hamasha, Mohammad Hamasha, Sa’d Aqlan, Faisal Almeanazel, Osama |
author_sort | Hamasha, Mohammad |
collection | PubMed |
description | In this paper, a Markovian model is constructed to test a flexible manufacturing cell’s (FMC) performance. The considered FMC includes a conveyer belt, robot, and n machines. The conveyer belt delivers the working part to the robot, and the robot picks it up and loads it onto the machines. The movement of a working part from one step to the next depends on the availability of the tool in the next step (i.e., conveyer belt, robot, and machine). Any machine is assumed to potentially fail during the processing time as a result of high loading stresses. First, a Markovian model is constructed for single-machine and double-machine FMCs. Then, a generalized FMC with an n-machine is constructed. The introduced model is illustrated with two numerical examples for both the single- and triple-machine. The Markov chain model can be used to estimate the FMC performance measures (i.e., overall utilization of machines and production rate). It is used to analyze the response of these measures under varying parameters (i.e., conveyor belt delivery rate, robot loading rate, processing rate of a machine, failure rate of a machine, and down machines’ repairing rate). Moreover, an economic model based on the Markov chain model is introduced to analyze the FMC’s net profit under these varying parameters. |
format | Online Article Text |
id | pubmed-8806077 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-88060772022-02-02 Markovian analysis of unreliable multi-machine flexible manufacturing cell Hamasha, Mohammad Hamasha, Sa’d Aqlan, Faisal Almeanazel, Osama PLoS One Research Article In this paper, a Markovian model is constructed to test a flexible manufacturing cell’s (FMC) performance. The considered FMC includes a conveyer belt, robot, and n machines. The conveyer belt delivers the working part to the robot, and the robot picks it up and loads it onto the machines. The movement of a working part from one step to the next depends on the availability of the tool in the next step (i.e., conveyer belt, robot, and machine). Any machine is assumed to potentially fail during the processing time as a result of high loading stresses. First, a Markovian model is constructed for single-machine and double-machine FMCs. Then, a generalized FMC with an n-machine is constructed. The introduced model is illustrated with two numerical examples for both the single- and triple-machine. The Markov chain model can be used to estimate the FMC performance measures (i.e., overall utilization of machines and production rate). It is used to analyze the response of these measures under varying parameters (i.e., conveyor belt delivery rate, robot loading rate, processing rate of a machine, failure rate of a machine, and down machines’ repairing rate). Moreover, an economic model based on the Markov chain model is introduced to analyze the FMC’s net profit under these varying parameters. Public Library of Science 2022-02-01 /pmc/articles/PMC8806077/ /pubmed/35104294 http://dx.doi.org/10.1371/journal.pone.0259247 Text en © 2022 Hamasha et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Hamasha, Mohammad Hamasha, Sa’d Aqlan, Faisal Almeanazel, Osama Markovian analysis of unreliable multi-machine flexible manufacturing cell |
title | Markovian analysis of unreliable multi-machine flexible manufacturing cell |
title_full | Markovian analysis of unreliable multi-machine flexible manufacturing cell |
title_fullStr | Markovian analysis of unreliable multi-machine flexible manufacturing cell |
title_full_unstemmed | Markovian analysis of unreliable multi-machine flexible manufacturing cell |
title_short | Markovian analysis of unreliable multi-machine flexible manufacturing cell |
title_sort | markovian analysis of unreliable multi-machine flexible manufacturing cell |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8806077/ https://www.ncbi.nlm.nih.gov/pubmed/35104294 http://dx.doi.org/10.1371/journal.pone.0259247 |
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