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Smart Data Analytics in SME Manufacturing – an Axiomatic Design based Conceptual Framework

机译:中小企业制造中的智能数据分析–基于公理设计的概念框架

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The objective of this paper is to go a step further introducing the concept of Industry 4.0 (I4.0) using Axiomatic Design as a research methodology. The rationale for this work is to increase the performance of SMEs allowing a better utilization of resources, using tools coming to the foreground of industry enabled by the Fourth Industrial Revolution (also known as Industry 4.0). This would improve the competitive position of SMEs on the global market. The state-of-the-art shows that only few companies andespecially few small and medium sized enterprises (SMEs) are using data analytics to take advantage of new technological achievements to compete with one another. The method used in this paper for deriving aconceptual framework how SMEs can exploit the advantages of smart data analytics in manufacturing is axiomatic design, using inputs collected from a field study at SMEs. The results show that SMEs are challenged in implementing advanced data analytics instruments and need to define strategies for collecting, analysing and interpreting data for improving their performance and provide framework which should help SMEs to implement data analytics on the shop floor.
机译:本文的目的是进一步采用公理设计作为研究方法,进一步介绍工业4.0(I4.0)的概念。这项工作的基本原理是使用第四次工业革命(也称为“工业4.0”)推动行业发展的工具,提高中小企业的绩效,从而更好地利用资源。这将提高中小企业在全球市场上的竞争地位。最新的技术表明,只有极少数的公司,特别是极少数的中小企业(SME)正在使用数据分析来利用新技术成果相互竞争。本文所使用的用于推导出概念框架的方法是公理化设计,即利用中小企业现场调查收集的输入来得出中小企业如何在制造业中利用智能数据分析的优势。结果表明,中小企业在实施高级数据分析工具方面面临挑战,需要定义收集,分析和解释数据的策略以改善其绩效,并提供框架以帮助中小企业在车间进行数据分析。

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