{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,12]],"date-time":"2025-10-12T02:04:47Z","timestamp":1760234687301,"version":"build-2065373602"},"reference-count":31,"publisher":"MDPI AG","issue":"6","license":[{"start":{"date-parts":[[2021,5,28]],"date-time":"2021-05-28T00:00:00Z","timestamp":1622160000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Entropy"],"abstract":"<jats:p>To explore the cooperative evolutionary mechanism among top management support, employees\u2019 technical ability, and informatization performance in the process of the \u201cintegration of informatization and industrialization (IOII)\u201d 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.<\/jats:p>","DOI":"10.3390\/e23060681","type":"journal-article","created":{"date-parts":[[2021,5,28]],"date-time":"2021-05-28T11:33:20Z","timestamp":1622201600000},"page":"681","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Dynamic Modeling and Chaos Control of Informatization Development in Manufacturing Enterprises"],"prefix":"10.3390","volume":"23","author":[{"given":"Peng","family":"Niu","sequence":"first","affiliation":[{"name":"School of Business Administration, South China University of Technology, Guangzhou 510641, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianhua","family":"Zhu","sequence":"additional","affiliation":[{"name":"School of Aviation Flight Basics, Naval Aviation University, Yantai 264001, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanming","family":"Sun","sequence":"additional","affiliation":[{"name":"School of Business Administration, University of Guangzhou, Guangzhou 510006, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2021,5,28]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"2598","DOI":"10.1109\/TII.2018.2797096","article-title":"Dynamic Compressive Wide-Band Spectrum Sensing Based on Channel Energy Reconstruction in Cognitive Internet of Things","volume":"14","author":"Li","year":"2018","journal-title":"IEEE Trans. Ind. Inform."},{"key":"ref_2","first-page":"1","article-title":"Coordinated Control of Networked Multiagent Systems via Distributed Cloud Computing Using Multistep State Predictors","volume":"99","author":"Liu","year":"2020","journal-title":"IEEE Trans. Cybern."},{"key":"ref_3","first-page":"1","article-title":"Industrial big-data-driven and CPS-based adaptive production scheduling for smart manufacturing","volume":"2020","author":"Qiao","year":"2020","journal-title":"Int. J. Prod. Res."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"146","DOI":"10.1109\/MNET.2018.1800129","article-title":"Orchestrating 5G Network Slices to Support Industrial Internet and to Shape Next-Generation Smart Factories","volume":"33","author":"Taleb","year":"2019","journal-title":"IEEE Netw."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"2969","DOI":"10.1007\/s11071-020-05978-9","article-title":"Exploring robustness management for dynamic technology fusion","volume":"102","author":"Zhu","year":"2020","journal-title":"Nonlinear Dyn."},{"key":"ref_6","first-page":"4905195","article-title":"Technical Efficiency Evolution Model of the Integration of Information Technology and Manufacturing Tech-nology","volume":"2020","author":"Wu","year":"2020","journal-title":"Math. Probl. Eng."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"109745","DOI":"10.1016\/j.chaos.2020.109745","article-title":"Dynamic modeling and chaos control of sustainable integration of informatization and industrialization\u2014Sci-enceDirect","volume":"135","author":"Jz","year":"2020","journal-title":"Chaos Solitons Fractals"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1007\/s10799-008-0042-1","article-title":"A comprehensive investigation on the relationship between information technology investments and firm diversification","volume":"9","author":"Yu","year":"2008","journal-title":"Inf. Technol. Manag."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"821","DOI":"10.1108\/IMDS-06-2018-0228","article-title":"The influence of senior executive support informatization on radical innovation perfor-mance","volume":"119","author":"Li","year":"2019","journal-title":"Ind. Manag. Data Syst."},{"key":"ref_10","first-page":"1","article-title":"Customization and Performance of Service-Oriented Manufacturing Information System: The Mediating Effect of Information System Flexibility","volume":"13","author":"Peng","year":"2021","journal-title":"Intell. Inf. Manag."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"993","DOI":"10.1108\/02635571011069077","article-title":"Relationship between information systems sophistication and performance measurement","volume":"110","author":"Noor","year":"2010","journal-title":"Ind. Manag. Data Syst."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"815","DOI":"10.1080\/17517575.2015.1019570","article-title":"The intellectual core of enterprise information systems: A co-citation analysis","volume":"10","author":"Shiau","year":"2015","journal-title":"Enterp. Inf. Syst."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"34","DOI":"10.35611\/jkt.2020.24.4.34","article-title":"Research on the Relationship Between Social Capital and Enterprise Performance in Supply Chain Environment","volume":"24","author":"Li","year":"2020","journal-title":"J. Korea Trade"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1016\/j.ijpe.2009.05.011","article-title":"A causal analysis of the impact of information systems and sup-ply chain management practices on operational performance: Evidence from manufacturing SMEs in Turkey","volume":"122","author":"Bayraktar","year":"2009","journal-title":"Int. J. Prod. Econ."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"204","DOI":"10.1007\/s12599-009-0053-4","article-title":"Integration Deficits of IT Controlling","volume":"1","author":"Strecker","year":"2009","journal-title":"Bus. Inf. Syst. Eng."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1080\/07421222.2000.11518266","article-title":"A Framework for Assessing the Relationship between Information Technology Investments and Firm Performance","volume":"16","author":"Sircar","year":"2000","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1177\/0165551506068174","article-title":"Effects of extrinsic and intrinsic motivation on employee knowledge sharing intentions","volume":"33","author":"Lin","year":"2007","journal-title":"J. Inf. Sci."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1016\/S0272-6963(00)00050-4","article-title":"Assessing the impact of the manufacturing executive\u2019s role on business performance through strategic alignment","volume":"19","author":"Malhotra","year":"2001","journal-title":"J. Oper. Manag."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1080\/1369118042000284588","article-title":"Sorting Places Out?","volume":"7","author":"Burrows","year":"2004","journal-title":"Inf. Commun. Soc."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Wee, S.H. (2012, January 21\u201322). Important enabler in the knowledge sharing process: Top management support. Proceedings of the 2012 International Conference on Innovation Management and Technology Research, Malacca, Malaysia.","DOI":"10.1109\/ICIMTR.2012.6236477"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"567","DOI":"10.1111\/j.1540-5885.2007.00272.x","article-title":"Technological Diversification, Coherence, and Performance of Firms","volume":"24","author":"Leten","year":"2007","journal-title":"J. Prod. Novation Manag."},{"key":"ref_22","unstructured":"Suharyanto, D.P. (2019, January 3\u20134). The Application of Information Technology, Knowledge and Skill and The Impacts to Employee Performance. Proceedings of the 2019 IEEE 13th International Conference on Telecommunication Systems, Services, and Applications (TSSA), Bali, Indonesia."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1355","DOI":"10.1016\/j.chaos.2007.06.059","article-title":"The new method of measuring the effects of noise reduction in chaotic data","volume":"38","author":"Orzeszko","year":"2008","journal-title":"Chaos Solitons Fractals"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1063\/1.1622354","article-title":"An adaptive way for improving noise reduction using local geometric projection","volume":"14","author":"Leontitsis","year":"2004","journal-title":"Chaos Interdiscip. J. Nonlinear Sci."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"717","DOI":"10.1002\/qre.2760","article-title":"Chaotic neural network model for SMISs reliability prediction based on interdependent network SMISs reliability prediction by chaotic neural network","volume":"37","author":"Zhu","year":"2020","journal-title":"Qual. Reliab. Eng. Int."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"1601","DOI":"10.1007\/s11071-014-1542-7","article-title":"Estimation of the largest Lyapunov exponent-like (LLEL) stability measure parameter from the perturba-tion vector and its derivative dot product (part 2) experiment simulation","volume":"78","author":"Dabrowski","year":"2014","journal-title":"Nonlinear Dyn."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1007\/s11071-009-9535-7","article-title":"On stability analysis via Lyapunov exponents calculated from a time series using nonlinear mapping\u2014A case study","volume":"59","author":"Yang","year":"2010","journal-title":"Nonlinear Dyn."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"107711","DOI":"10.1016\/j.anucene.2020.107711","article-title":"Back propagation (BP) neural network prediction and chaotic characteristics analysis of free falling liquid film fluctuation on corrugated plate wall","volume":"148","author":"Wang","year":"2020","journal-title":"Ann. Nucl. Energy"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"5710765","DOI":"10.1155\/2020\/5710765","article-title":"Dynamics and Complexity Analysis of Fractional-Order Chaotic Systems with Line Equilibrium Based on Adomian Decomposition","volume":"2020","author":"Chen","year":"2020","journal-title":"Complexity"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"326","DOI":"10.1016\/j.chaos.2018.05.022","article-title":"Linear control for synchronization of a fractional-order time-delayed chaotic financial system","volume":"113","author":"Huang","year":"2018","journal-title":"Chaos Solitons Fractals"},{"key":"ref_31","first-page":"103","article-title":"Analysis of chaos and linear feedback control of permanent magnet synchronous motor","volume":"24","author":"Guo","year":"2016","journal-title":"Electron. Des. Eng."}],"container-title":["Entropy"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1099-4300\/23\/6\/681\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T06:09:41Z","timestamp":1760162981000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1099-4300\/23\/6\/681"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,5,28]]},"references-count":31,"journal-issue":{"issue":"6","published-online":{"date-parts":[[2021,6]]}},"alternative-id":["e23060681"],"URL":"https:\/\/doi.org\/10.3390\/e23060681","relation":{},"ISSN":["1099-4300"],"issn-type":[{"type":"electronic","value":"1099-4300"}],"subject":[],"published":{"date-parts":[[2021,5,28]]}}}