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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...

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Detalles Bibliográficos
Autores principales: Wu, Mengyao, Dai, Wei, Lu, Zhiyuan, Zhao, Yu, Wang, Meiqing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
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.
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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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