IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Lucas Freund, Salah Al-Majeed
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引用次数: 0

摘要

。背景:本文的中心目标是对现代工业信息系统背景下系统复杂性的增加进行分析。本文对相关理论框架进行了考察和探索,并积累了一组假设,作为工业信息系统中基于信息增长的系统复杂性可能定义的解释方法。在给定的背景下,研究和探索了几个相互关联的技术信息来源作为信息传递代理的功能,并通过大数据和网络物理、网络人类和网络物理-网络人类系统的概念的应用强调了它们的实际相关性。方法:对本文的相关文献进行系统综述,选取2012 - 2019年间出版的相关学术领域的学术期刊和学术书籍,共85篇符合本文研究范围的文献来源,由作者单独阅读和审阅,经过作者筛选,筛选出17篇重点文献,作为理论综合的依据。结果:引入了工业信息系统系统复杂性指数波动的四个假设(H1-H4)。此外,介绍了基于网络、基于代理的方法和香农熵的概念,为潜在地描述、建模和模拟复杂工业信息系统提供了可能的方法的第一个基本思想。结论:在引入假设的基础上,可以从理论上指出,系统中聚集和传递的信息量可以作为系统复杂性发展的一个指标,也可以作为工业信息系统中系统复杂性指数激增的一个可能的解释概念。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Hypotheses concerning complexity surges in modern and future industrial information systems
. Background: This paper has the central aim to provide an analysis of increases of system complexity in the context of modern industrial information systems. An investigation and exploration of relevant theoretical frameworks is conducted and accumulates in the proposition of a set of hypotheses as an explanatory approach for a possible definition of system complexity based on information growth in industrial information systems. Several interconnected sources of technological information are investigated and explored in the given context in their functionality as information transferring agents, and their practical relevance is underlined by the application of the concepts of Big Data and cyber-physical, cyber-human and cyber-physical-cyber-human systems. Methods: A systematic review of relevant literature was conducted for this paper and in total 85 sources matching the scope of this article, in the form of academic journals and academic books of the mentioned academic fields, published between 2012 and 2019, were selected, individually read and reviewed by the authors and reduced by careful author selection to 17 key sources which served as the basis for theory synthesis. Results: Four hypotheses (H1-H4) concerning exponential surges of system complexity in industrial information systems are introduced. Furthermore, first foundational ideas for a possible approach to potentially describe, model and simulate complex industrial information systems based on network, agent-based approaches and the concept of Shannon entropy are introduced. Conclusion: Based on the introduced hypotheses it can be theoretically indicated that the amount information aggregated and transferred in a system can serve as an indicator for the development of system complexity and as a possible explanatory concept for the exponential surges of system complexity in industrial information systems.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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