Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Chenglei, Zhang, Cunshan, Zhuang, Jiaojiao, Han, Hu, Yuan, Bo, Liu, Jiajia, Yang, Kang, Zhuang, Shenle, Li, Ronglan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
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
_version_ 1783727611193589760
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
work_keys_str_mv AT zhangchenglei evaluationofcloud3dprintingordertaskexecutionbasedontheahptopsisoptimalsetalgorithmandthebaldwineffect
AT zhangcunshan evaluationofcloud3dprintingordertaskexecutionbasedontheahptopsisoptimalsetalgorithmandthebaldwineffect
AT zhuangjiaojiao evaluationofcloud3dprintingordertaskexecutionbasedontheahptopsisoptimalsetalgorithmandthebaldwineffect
AT hanhu evaluationofcloud3dprintingordertaskexecutionbasedontheahptopsisoptimalsetalgorithmandthebaldwineffect
AT yuanbo evaluationofcloud3dprintingordertaskexecutionbasedontheahptopsisoptimalsetalgorithmandthebaldwineffect
AT liujiajia evaluationofcloud3dprintingordertaskexecutionbasedontheahptopsisoptimalsetalgorithmandthebaldwineffect
AT yangkang evaluationofcloud3dprintingordertaskexecutionbasedontheahptopsisoptimalsetalgorithmandthebaldwineffect
AT zhuangshenle evaluationofcloud3dprintingordertaskexecutionbasedontheahptopsisoptimalsetalgorithmandthebaldwineffect
AT lironglan evaluationofcloud3dprintingordertaskexecutionbasedontheahptopsisoptimalsetalgorithmandthebaldwineffect