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The Method for Risk Evaluation in Assembly Process based on the Discrete-Time SIRS Epidemic Model and Information Entropy
In the past decade years, much attention has been attached on assembly process reliability in manufacturing system, because the quality and cost of product are highly determined by assembly process. However, existing research on reliability in assembly are mainly focused on study of size deviation p...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514333/ http://dx.doi.org/10.3390/e21111029 |
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author | Wu, Mengyao Dai, Wei Lu, Zhiyuan Zhao, Yu Wang, Meiqing |
author_facet | Wu, Mengyao Dai, Wei Lu, Zhiyuan Zhao, Yu Wang, Meiqing |
author_sort | Wu, Mengyao |
collection | PubMed |
description | In the past decade years, much attention has been attached on assembly process reliability in manufacturing system, because the quality and cost of product are highly determined by assembly process. However, existing research on reliability in assembly are mainly focused on study of size deviation propagation. In this paper, the method for risk evaluation in assembly process based on the discrete-time SIRS epidemic model and information entropy was proposed. Firstly, aiming at the issue of assembly process optimization, innovative solutions are proposed from the perspectives of reliability and cost by decomposing the assembly into general path and rework path. Secondly, the propagation mechanism of defects in optimal assembly approach were studied through combining the infectious disease model and information entropy. According to the bifurcation phenomenon in the SIRS model, the entropy increment of assembly process [Formula: see text] when defect emergence occurs is calculated. Thirdly, the information entropy increment of optimal assembly approach [Formula: see text] is used to evaluate the assembly risk by comparing with the [Formula: see text]. Finally, a case study of assembly risk evaluation for the oil pump was presented to verify the advantage of this method. |
format | Online Article Text |
id | pubmed-7514333 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75143332020-11-09 The Method for Risk Evaluation in Assembly Process based on the Discrete-Time SIRS Epidemic Model and Information Entropy Wu, Mengyao Dai, Wei Lu, Zhiyuan Zhao, Yu Wang, Meiqing Entropy (Basel) Article In the past decade years, much attention has been attached on assembly process reliability in manufacturing system, because the quality and cost of product are highly determined by assembly process. However, existing research on reliability in assembly are mainly focused on study of size deviation propagation. In this paper, the method for risk evaluation in assembly process based on the discrete-time SIRS epidemic model and information entropy was proposed. Firstly, aiming at the issue of assembly process optimization, innovative solutions are proposed from the perspectives of reliability and cost by decomposing the assembly into general path and rework path. Secondly, the propagation mechanism of defects in optimal assembly approach were studied through combining the infectious disease model and information entropy. According to the bifurcation phenomenon in the SIRS model, the entropy increment of assembly process [Formula: see text] when defect emergence occurs is calculated. Thirdly, the information entropy increment of optimal assembly approach [Formula: see text] is used to evaluate the assembly risk by comparing with the [Formula: see text]. Finally, a case study of assembly risk evaluation for the oil pump was presented to verify the advantage of this method. MDPI 2019-10-24 /pmc/articles/PMC7514333/ http://dx.doi.org/10.3390/e21111029 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wu, Mengyao Dai, Wei Lu, Zhiyuan Zhao, Yu Wang, Meiqing The Method for Risk Evaluation in Assembly Process based on the Discrete-Time SIRS Epidemic Model and Information Entropy |
title | The Method for Risk Evaluation in Assembly Process based on the Discrete-Time SIRS Epidemic Model and Information Entropy |
title_full | The Method for Risk Evaluation in Assembly Process based on the Discrete-Time SIRS Epidemic Model and Information Entropy |
title_fullStr | The Method for Risk Evaluation in Assembly Process based on the Discrete-Time SIRS Epidemic Model and Information Entropy |
title_full_unstemmed | The Method for Risk Evaluation in Assembly Process based on the Discrete-Time SIRS Epidemic Model and Information Entropy |
title_short | The Method for Risk Evaluation in Assembly Process based on the Discrete-Time SIRS Epidemic Model and Information Entropy |
title_sort | method for risk evaluation in assembly process based on the discrete-time sirs epidemic model and information entropy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514333/ http://dx.doi.org/10.3390/e21111029 |
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