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Dynamic Modeling and Chaos Control of Informatization Development in Manufacturing Enterprises

To explore the cooperative evolutionary mechanism among top management support, employees’ technical ability, and informatization performance in the process of the “integration of informatization and industrialization (IOII)” in manufacturing enterprises, this study established a three-dimensional d...

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Detalles Bibliográficos
Autores principales: Niu, Peng, Zhu, Jianhua, Sun, Yanming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8227066/
https://www.ncbi.nlm.nih.gov/pubmed/34071345
http://dx.doi.org/10.3390/e23060681
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author Niu, Peng
Zhu, Jianhua
Sun, Yanming
author_facet Niu, Peng
Zhu, Jianhua
Sun, Yanming
author_sort Niu, Peng
collection PubMed
description To explore the cooperative evolutionary mechanism among top management support, employees’ technical ability, and informatization performance in the process of the “integration of informatization and industrialization (IOII)” in manufacturing enterprises, this study established a three-dimensional dynamic model of informatization development, obtained the model parameters by the expert scoring method of case companies, and analyzed the time series of the dynamic model. After adjusting those parameters of the evolutionary process that do not meet the expectations of the enterprise, combined with management practice, the dynamic system is finally stable at the expected value. For a special state in the evolutionary process, the maximum Lyapunov exponent is used to identify the chaotic characteristics of the system, and a linear controller is designed to manage and control the chaotic system so that it evolves toward the expected value. The results of the case analysis verify the rationality of the model and the effectiveness of the control method, reveal the internal evolutionary mechanism of the informatization development of manufacturing enterprises, and explain the influence of chaos on enterprise management so as to help managers to use and control chaos.
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spelling pubmed-82270662021-06-26 Dynamic Modeling and Chaos Control of Informatization Development in Manufacturing Enterprises Niu, Peng Zhu, Jianhua Sun, Yanming Entropy (Basel) Article To explore the cooperative evolutionary mechanism among top management support, employees’ technical ability, and informatization performance in the process of the “integration of informatization and industrialization (IOII)” in manufacturing enterprises, this study established a three-dimensional dynamic model of informatization development, obtained the model parameters by the expert scoring method of case companies, and analyzed the time series of the dynamic model. After adjusting those parameters of the evolutionary process that do not meet the expectations of the enterprise, combined with management practice, the dynamic system is finally stable at the expected value. For a special state in the evolutionary process, the maximum Lyapunov exponent is used to identify the chaotic characteristics of the system, and a linear controller is designed to manage and control the chaotic system so that it evolves toward the expected value. The results of the case analysis verify the rationality of the model and the effectiveness of the control method, reveal the internal evolutionary mechanism of the informatization development of manufacturing enterprises, and explain the influence of chaos on enterprise management so as to help managers to use and control chaos. MDPI 2021-05-28 /pmc/articles/PMC8227066/ /pubmed/34071345 http://dx.doi.org/10.3390/e23060681 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
Niu, Peng
Zhu, Jianhua
Sun, Yanming
Dynamic Modeling and Chaos Control of Informatization Development in Manufacturing Enterprises
title Dynamic Modeling and Chaos Control of Informatization Development in Manufacturing Enterprises
title_full Dynamic Modeling and Chaos Control of Informatization Development in Manufacturing Enterprises
title_fullStr Dynamic Modeling and Chaos Control of Informatization Development in Manufacturing Enterprises
title_full_unstemmed Dynamic Modeling and Chaos Control of Informatization Development in Manufacturing Enterprises
title_short Dynamic Modeling and Chaos Control of Informatization Development in Manufacturing Enterprises
title_sort dynamic modeling and chaos control of informatization development in manufacturing enterprises
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8227066/
https://www.ncbi.nlm.nih.gov/pubmed/34071345
http://dx.doi.org/10.3390/e23060681
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