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A Variable-Scale Data Analysis-Based Identification Method for Key Cost Center in Intelligent Manufacturing

Although the competitive advantages brought by intelligent manufacturing technology for enterprises have been preliminarily shown, a lack of matched management capacity still greatly limits its effect. This paper focuses on the cost management capacity problem of intelligent manufacturing enterprise...

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Detalles Bibliográficos
Autores principales: Wang, Ai, Gao, Xuedong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9113896/
https://www.ncbi.nlm.nih.gov/pubmed/35592716
http://dx.doi.org/10.1155/2022/1897298
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author Wang, Ai
Gao, Xuedong
author_facet Wang, Ai
Gao, Xuedong
author_sort Wang, Ai
collection PubMed
description Although the competitive advantages brought by intelligent manufacturing technology for enterprises have been preliminarily shown, a lack of matched management capacity still greatly limits its effect. This paper focuses on the cost management capacity problem of intelligent manufacturing enterprises. The multiscale cost data model is established on the basis of the three-dimensional cost system model, which contains actual cost, standard cost, and testing cost. According to the scale transformation theory, we propose the dynamic updating mechanism of standard cost. The key cost center identification methods, respectively, for the production performance assessment scenario (KCCI_PPA) and the business decision-making scenario (KCCI_BDM) are also put forward, which could overcome the subjective determination limitation of initial observation scale in the traditional variable-scale data analysis method. Experiments with both industrial statistical and enterprise real datasets verify the efficiency and accuracy of the proposed KCCI_PPA and KCCI_BDM method.
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spelling pubmed-91138962022-05-18 A Variable-Scale Data Analysis-Based Identification Method for Key Cost Center in Intelligent Manufacturing Wang, Ai Gao, Xuedong Comput Intell Neurosci Research Article Although the competitive advantages brought by intelligent manufacturing technology for enterprises have been preliminarily shown, a lack of matched management capacity still greatly limits its effect. This paper focuses on the cost management capacity problem of intelligent manufacturing enterprises. The multiscale cost data model is established on the basis of the three-dimensional cost system model, which contains actual cost, standard cost, and testing cost. According to the scale transformation theory, we propose the dynamic updating mechanism of standard cost. The key cost center identification methods, respectively, for the production performance assessment scenario (KCCI_PPA) and the business decision-making scenario (KCCI_BDM) are also put forward, which could overcome the subjective determination limitation of initial observation scale in the traditional variable-scale data analysis method. Experiments with both industrial statistical and enterprise real datasets verify the efficiency and accuracy of the proposed KCCI_PPA and KCCI_BDM method. Hindawi 2022-05-10 /pmc/articles/PMC9113896/ /pubmed/35592716 http://dx.doi.org/10.1155/2022/1897298 Text en Copyright © 2022 Ai Wang and Xuedong Gao. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Wang, Ai
Gao, Xuedong
A Variable-Scale Data Analysis-Based Identification Method for Key Cost Center in Intelligent Manufacturing
title A Variable-Scale Data Analysis-Based Identification Method for Key Cost Center in Intelligent Manufacturing
title_full A Variable-Scale Data Analysis-Based Identification Method for Key Cost Center in Intelligent Manufacturing
title_fullStr A Variable-Scale Data Analysis-Based Identification Method for Key Cost Center in Intelligent Manufacturing
title_full_unstemmed A Variable-Scale Data Analysis-Based Identification Method for Key Cost Center in Intelligent Manufacturing
title_short A Variable-Scale Data Analysis-Based Identification Method for Key Cost Center in Intelligent Manufacturing
title_sort variable-scale data analysis-based identification method for key cost center in intelligent manufacturing
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9113896/
https://www.ncbi.nlm.nih.gov/pubmed/35592716
http://dx.doi.org/10.1155/2022/1897298
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