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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...
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/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. |
format | Online Article Text |
id | pubmed-8227066 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT niupeng dynamicmodelingandchaoscontrolofinformatizationdevelopmentinmanufacturingenterprises AT zhujianhua dynamicmodelingandchaoscontrolofinformatizationdevelopmentinmanufacturingenterprises AT sunyanming dynamicmodelingandchaoscontrolofinformatizationdevelopmentinmanufacturingenterprises |