Cargando…

Process knowledge graph modeling techniques and application methods for ship heterogeneous models

In the process design and reuse of marine component products, there are a lot of heterogeneous models, causing the problem that the process knowledge and process design experience contained in them are difficult to express and reuse. Therefore, a process knowledge representation model for ship heter...

Descripción completa

Detalles Bibliográficos
Autores principales: Dong, Jianwei, Jing, Xuwen, Lu, Xiang, Liu, Jinfeng, Li, Haipeng, Cao, Xuwu, Du, Chenxiao, Li, Jun, Li, Lei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8861156/
https://www.ncbi.nlm.nih.gov/pubmed/35190625
http://dx.doi.org/10.1038/s41598-022-06940-y
_version_ 1784654827121278976
author Dong, Jianwei
Jing, Xuwen
Lu, Xiang
Liu, Jinfeng
Li, Haipeng
Cao, Xuwu
Du, Chenxiao
Li, Jun
Li, Lei
author_facet Dong, Jianwei
Jing, Xuwen
Lu, Xiang
Liu, Jinfeng
Li, Haipeng
Cao, Xuwu
Du, Chenxiao
Li, Jun
Li, Lei
author_sort Dong, Jianwei
collection PubMed
description In the process design and reuse of marine component products, there are a lot of heterogeneous models, causing the problem that the process knowledge and process design experience contained in them are difficult to express and reuse. Therefore, a process knowledge representation model for ship heterogeneous model is proposed in this paper. Firstly, the multi-element process knowledge graph is constructed, and the heterogeneous ship model is described in a unified way. Then, the multi-strategy ontology mapping method is applied, and the semantic expression between the process knowledge graph and the entity model is realized. Finally, by obtaining implicit semantics based on case-based reasoning and checking the similarity of the matching results, the case knowledge reuse is achieved, to achieve rapid design of the process. This method provides reliable technical support for the design of ship component assembly and welding process, greatly shortens the design cycle, and improves the working efficiency. In addition, taking the double-deck bottom segment of a ship as an example, the process knowledge map of the heterogeneous model is constructed to realize the rapid design of ship process, which shows that the method can effectively acquire the process knowledge in the design case and improve the efficiency and intelligence of knowledge reuse in the process design of the heterogeneous model of a ship.
format Online
Article
Text
id pubmed-8861156
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-88611562022-02-23 Process knowledge graph modeling techniques and application methods for ship heterogeneous models Dong, Jianwei Jing, Xuwen Lu, Xiang Liu, Jinfeng Li, Haipeng Cao, Xuwu Du, Chenxiao Li, Jun Li, Lei Sci Rep Article In the process design and reuse of marine component products, there are a lot of heterogeneous models, causing the problem that the process knowledge and process design experience contained in them are difficult to express and reuse. Therefore, a process knowledge representation model for ship heterogeneous model is proposed in this paper. Firstly, the multi-element process knowledge graph is constructed, and the heterogeneous ship model is described in a unified way. Then, the multi-strategy ontology mapping method is applied, and the semantic expression between the process knowledge graph and the entity model is realized. Finally, by obtaining implicit semantics based on case-based reasoning and checking the similarity of the matching results, the case knowledge reuse is achieved, to achieve rapid design of the process. This method provides reliable technical support for the design of ship component assembly and welding process, greatly shortens the design cycle, and improves the working efficiency. In addition, taking the double-deck bottom segment of a ship as an example, the process knowledge map of the heterogeneous model is constructed to realize the rapid design of ship process, which shows that the method can effectively acquire the process knowledge in the design case and improve the efficiency and intelligence of knowledge reuse in the process design of the heterogeneous model of a ship. Nature Publishing Group UK 2022-02-21 /pmc/articles/PMC8861156/ /pubmed/35190625 http://dx.doi.org/10.1038/s41598-022-06940-y 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
Dong, Jianwei
Jing, Xuwen
Lu, Xiang
Liu, Jinfeng
Li, Haipeng
Cao, Xuwu
Du, Chenxiao
Li, Jun
Li, Lei
Process knowledge graph modeling techniques and application methods for ship heterogeneous models
title Process knowledge graph modeling techniques and application methods for ship heterogeneous models
title_full Process knowledge graph modeling techniques and application methods for ship heterogeneous models
title_fullStr Process knowledge graph modeling techniques and application methods for ship heterogeneous models
title_full_unstemmed Process knowledge graph modeling techniques and application methods for ship heterogeneous models
title_short Process knowledge graph modeling techniques and application methods for ship heterogeneous models
title_sort process knowledge graph modeling techniques and application methods for ship heterogeneous models
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8861156/
https://www.ncbi.nlm.nih.gov/pubmed/35190625
http://dx.doi.org/10.1038/s41598-022-06940-y
work_keys_str_mv AT dongjianwei processknowledgegraphmodelingtechniquesandapplicationmethodsforshipheterogeneousmodels
AT jingxuwen processknowledgegraphmodelingtechniquesandapplicationmethodsforshipheterogeneousmodels
AT luxiang processknowledgegraphmodelingtechniquesandapplicationmethodsforshipheterogeneousmodels
AT liujinfeng processknowledgegraphmodelingtechniquesandapplicationmethodsforshipheterogeneousmodels
AT lihaipeng processknowledgegraphmodelingtechniquesandapplicationmethodsforshipheterogeneousmodels
AT caoxuwu processknowledgegraphmodelingtechniquesandapplicationmethodsforshipheterogeneousmodels
AT duchenxiao processknowledgegraphmodelingtechniquesandapplicationmethodsforshipheterogeneousmodels
AT lijun processknowledgegraphmodelingtechniquesandapplicationmethodsforshipheterogeneousmodels
AT lilei processknowledgegraphmodelingtechniquesandapplicationmethodsforshipheterogeneousmodels