Data Analytics in Industry 4.0: A Survey

Abstract

Industry 4.0 is the fourth industrial revolution for decentralized production through shared facilities to achieve on-demand manufacturing and resource efficiency. It evolves from Industry 3.0 which focuses on routine operation. Data analytics is the set of techniques focus on gain actionable insight to make smart decisions from a massive amount of data. As the performance of routine operation can be improved by smart decisions and smart decisions need the support from routine operation to collect relevant data, there is an increasing amount of research effort in the merge between Industry 4.0 and data analytics. To better understand current research efforts, hot topics, and tending topics on this critical intersection, the basic concepts in Industry 4.0 and data analytics are introduced first. Then the merge between them is decomposed into three components: industry sectors, cyber-physical systems, and analytic methods. Joint research efforts on different intersections with different components are studied and discussed. Finally, a systematic literature review on the interaction between Industry 4.0 and data analytics is conducted to understand the existing research focus and trend.

Lightweight AI Framework for Industry 4.0 Case Study: Water Meter Recognition

“…It is about making all the objects and stakeholders of a factory interconnected throughout the value chain. Industry 4.0, therefore, involves contemporary societies and organizations and is the subject of research in the academic and industrial world [9]. The transdisciplinarity of the concept, translated by the strong interest given to said concept, leads to the emergence of a diversity of terminology, such as "future industry", "digital industry", "smart industry", "industrial internet", or "digital transformation" [10].…”

Towards a Democratization of Data in the Context of Industry 4.0

“…By evaluating data, for example, errors can be detected at an early stage [23]. With 5G, larger volumes of data can be transmitted faster and more securely in the sense of Big Data [24]. The latest technologies, such as blockchain, can provide more data of higher quality and improve the operation of cyber-physical systems [25].…”

Exploration of Technological Challenges and Public Economic Trends Phenomenon in the Sustainable Performance of Indonesian Digital MSMEs on Industrial Era 4.0

“…Da Xu (2022) stated in his research that an industry must be sensitive to the industrial revolution 4.0 including the use of technology that is increasingly complex in the future (Da Xu, 2022). The small industrial sector is one of the bene¯ciaries of the existence of the Industry 4.0 trend through the incorporation of three interrelated components: the industrial sector, CPS (Cyber Physical System), and analytical methods with interconnected physical and computing components (Duan and Da Xu, 2021).…”