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Improve the product structural robustness based on network motifs in product development
The stability and safety of products will be reduced if product structures are vulnerable to failures of key components. Existing methods for improving product structural robustness mainly focus on some key components, but they cannot provide designers with universal and explicit structure optimizat...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9240074/ https://www.ncbi.nlm.nih.gov/pubmed/35764666 http://dx.doi.org/10.1038/s41598-022-15056-2 |
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author | Ni, Yongbo Ou, Yingxia Li, Yupeng Zhang, Na |
author_facet | Ni, Yongbo Ou, Yingxia Li, Yupeng Zhang, Na |
author_sort | Ni, Yongbo |
collection | PubMed |
description | The stability and safety of products will be reduced if product structures are vulnerable to failures of key components. Existing methods for improving product structural robustness mainly focus on some key components, but they cannot provide designers with universal and explicit structure optimization strategies. From the viewpoint of product structural networks, the motif is the fundamental meta-structure, and it is efficient to analyse product structural properties. Motivated by this, strategies to improve product structural robustness are explored by considering relationships between typical motifs and product structural robustness. First, product structural networks are constructed by collecting the structural information of a series of product generations. Second, typical (anti-) motifs are identified based on an enumeration algorithm, and the robustness is measured considering the largest connected cluster. Then, relationships between the frequency of different motifs and product structural robustness are obtained through principal component regression. The results of a case study on the smartphone show that anti-motifs are negative for product structural robustness. Motifs with loop structures are positive for product structural robustness. Accordingly, relevant strategies to improve product structural robustness in product development are developed. |
format | Online Article Text |
id | pubmed-9240074 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-92400742022-06-30 Improve the product structural robustness based on network motifs in product development Ni, Yongbo Ou, Yingxia Li, Yupeng Zhang, Na Sci Rep Article The stability and safety of products will be reduced if product structures are vulnerable to failures of key components. Existing methods for improving product structural robustness mainly focus on some key components, but they cannot provide designers with universal and explicit structure optimization strategies. From the viewpoint of product structural networks, the motif is the fundamental meta-structure, and it is efficient to analyse product structural properties. Motivated by this, strategies to improve product structural robustness are explored by considering relationships between typical motifs and product structural robustness. First, product structural networks are constructed by collecting the structural information of a series of product generations. Second, typical (anti-) motifs are identified based on an enumeration algorithm, and the robustness is measured considering the largest connected cluster. Then, relationships between the frequency of different motifs and product structural robustness are obtained through principal component regression. The results of a case study on the smartphone show that anti-motifs are negative for product structural robustness. Motifs with loop structures are positive for product structural robustness. Accordingly, relevant strategies to improve product structural robustness in product development are developed. Nature Publishing Group UK 2022-06-28 /pmc/articles/PMC9240074/ /pubmed/35764666 http://dx.doi.org/10.1038/s41598-022-15056-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Ni, Yongbo Ou, Yingxia Li, Yupeng Zhang, Na Improve the product structural robustness based on network motifs in product development |
title | Improve the product structural robustness based on network motifs in product development |
title_full | Improve the product structural robustness based on network motifs in product development |
title_fullStr | Improve the product structural robustness based on network motifs in product development |
title_full_unstemmed | Improve the product structural robustness based on network motifs in product development |
title_short | Improve the product structural robustness based on network motifs in product development |
title_sort | improve the product structural robustness based on network motifs in product development |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9240074/ https://www.ncbi.nlm.nih.gov/pubmed/35764666 http://dx.doi.org/10.1038/s41598-022-15056-2 |
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