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Evaluation of Cloud 3D Printing Order Task Execution Based on the AHP-TOPSIS Optimal Set Algorithm and the Baldwin Effect
Focusing on service control factors, rapid changes in manufacturing environments, the difficulty of resource allocation evaluation, resource optimization for 3D printing services (3DPSs) in cloud manufacturing environments, and so on, an indicator evaluation framework is proposed for the cloud 3D pr...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8305594/ https://www.ncbi.nlm.nih.gov/pubmed/34357211 http://dx.doi.org/10.3390/mi12070801 |
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author | Zhang, Chenglei Zhang, Cunshan Zhuang, Jiaojiao Han, Hu Yuan, Bo Liu, Jiajia Yang, Kang Zhuang, Shenle Li, Ronglan |
author_facet | Zhang, Chenglei Zhang, Cunshan Zhuang, Jiaojiao Han, Hu Yuan, Bo Liu, Jiajia Yang, Kang Zhuang, Shenle Li, Ronglan |
author_sort | Zhang, Chenglei |
collection | PubMed |
description | Focusing on service control factors, rapid changes in manufacturing environments, the difficulty of resource allocation evaluation, resource optimization for 3D printing services (3DPSs) in cloud manufacturing environments, and so on, an indicator evaluation framework is proposed for the cloud 3D printing (C3DP) order task execution process based on a Pareto optimal set algorithm that is optimized and evaluated for remotely distributed 3D printing equipment resources. Combined with the multi-objective method of data normalization, an optimization model for C3DP order execution based on the Pareto optimal set algorithm is constructed with these agents’ dynamic autonomy and distributed processing. This model can perform functions such as automatic matching and optimization of candidate services, and it is dynamic and reliable in the C3DP order task execution process based on the Pareto optimal set algorithm. Finally, a case study is designed to test the applicability and effectiveness of the C3DP order task execution process based on the analytic hierarchy process and technique for order of preference by similarity to ideal solution (AHP-TOPSIS) optimal set algorithm and the Baldwin effect. |
format | Online Article Text |
id | pubmed-8305594 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83055942021-07-25 Evaluation of Cloud 3D Printing Order Task Execution Based on the AHP-TOPSIS Optimal Set Algorithm and the Baldwin Effect Zhang, Chenglei Zhang, Cunshan Zhuang, Jiaojiao Han, Hu Yuan, Bo Liu, Jiajia Yang, Kang Zhuang, Shenle Li, Ronglan Micromachines (Basel) Article Focusing on service control factors, rapid changes in manufacturing environments, the difficulty of resource allocation evaluation, resource optimization for 3D printing services (3DPSs) in cloud manufacturing environments, and so on, an indicator evaluation framework is proposed for the cloud 3D printing (C3DP) order task execution process based on a Pareto optimal set algorithm that is optimized and evaluated for remotely distributed 3D printing equipment resources. Combined with the multi-objective method of data normalization, an optimization model for C3DP order execution based on the Pareto optimal set algorithm is constructed with these agents’ dynamic autonomy and distributed processing. This model can perform functions such as automatic matching and optimization of candidate services, and it is dynamic and reliable in the C3DP order task execution process based on the Pareto optimal set algorithm. Finally, a case study is designed to test the applicability and effectiveness of the C3DP order task execution process based on the analytic hierarchy process and technique for order of preference by similarity to ideal solution (AHP-TOPSIS) optimal set algorithm and the Baldwin effect. MDPI 2021-07-06 /pmc/articles/PMC8305594/ /pubmed/34357211 http://dx.doi.org/10.3390/mi12070801 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zhang, Chenglei Zhang, Cunshan Zhuang, Jiaojiao Han, Hu Yuan, Bo Liu, Jiajia Yang, Kang Zhuang, Shenle Li, Ronglan Evaluation of Cloud 3D Printing Order Task Execution Based on the AHP-TOPSIS Optimal Set Algorithm and the Baldwin Effect |
title | Evaluation of Cloud 3D Printing Order Task Execution Based on the AHP-TOPSIS Optimal Set Algorithm and the Baldwin Effect |
title_full | Evaluation of Cloud 3D Printing Order Task Execution Based on the AHP-TOPSIS Optimal Set Algorithm and the Baldwin Effect |
title_fullStr | Evaluation of Cloud 3D Printing Order Task Execution Based on the AHP-TOPSIS Optimal Set Algorithm and the Baldwin Effect |
title_full_unstemmed | Evaluation of Cloud 3D Printing Order Task Execution Based on the AHP-TOPSIS Optimal Set Algorithm and the Baldwin Effect |
title_short | Evaluation of Cloud 3D Printing Order Task Execution Based on the AHP-TOPSIS Optimal Set Algorithm and the Baldwin Effect |
title_sort | evaluation of cloud 3d printing order task execution based on the ahp-topsis optimal set algorithm and the baldwin effect |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8305594/ https://www.ncbi.nlm.nih.gov/pubmed/34357211 http://dx.doi.org/10.3390/mi12070801 |
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