Author:
Hopmann Christian,Hirt Gerhard,Schmitz Mauritius,Bailly David
Abstract
AbstractIn industrial production, customers’ requirements are rising regarding various aspects. Products have to be produced more economical, more flexible, faster, and with much higher quality requirements. Furthermore, especially for traditional mass production processes, shorter product cycles increase the demand in rapid production and process development. The inherent increased product and production complexity raises additional challenges not only in development but also in setup and operation. Lastly, upcoming requirements for sustainable production have to be incorporated. These conflicting aspects lead to increasing complexity for production development as well as production setup at each individual production step as well as along the complete value chain. To master these challenges, digitalization and data-driven models are fundamental tools, since these allow for the automation of many basic tasks as well as processing of large data sets to achieve process understanding and derive appropriate measures. This chapter illustrates requirements for digital systems to be created and benefits derived by different novel systems. Furthermore, because modern systems have to incorporate not only single processes but complex process chains, various production processes and assembly processes are taken into account. In the following chapters, Ruppel et al. 2023; Lockner et al. 2023; Idzik et al 2023; Kluge-Wilkes at al. 2023 digitalization and Industry 4.0 approaches are presented, which incorporate data-driven models for a wide variety of production processes and for different time scales. Many techniques are illustrated to generate benefits on various levels due to the use of data-driven, model-based systems, which are incorporated into a digital infrastructure.
Publisher
Springer International Publishing
Reference27 articles.
1. Andal-Ancion A, Cartwright P, Yip GS (2003) The digital transformation of traditional businesses. undefined
2. Buckhorst AF, Montavon B, Wolfschläger D et al (2021) Holarchy for line-less mobile assembly systems operation in the context of the internet of production. Procedia CIRP 99:448–453. https://doi.org/10.1016/J.PROCIR.2021.03.064
3. Cañas H, Mula J, Díaz-Madroñero M, Campuzano-Bolarín F (2021) Implementing industry 4.0 principles. Comput Ind Eng 158. https://doi.org/10.1016/J.CIE.2021.107379
4. Cao K, Liu Y, Meng G, Sun Q (2020) An overview on edge computing research. IEEE Access 8:85714–85728. https://doi.org/10.1109/ACCESS.2020.2991734
5. Christensen C (2016) Innovator’s dilemma. 1–179
Cited by
1 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献