BIG DATA ROLE IN SMART MANUFACTURING

Alin Ion ȚĂPÎRDEA, George DRĂGHICI

Abstract


In the digital age, information technologies are widely applied in production processes. As a result, the amount of production data that companies collect has increased exponentially. The efficiency of data analysis has been significantly improved due to the use of calculation models. Manufacturers have started using data to promote some advanced production models such as mass customization and smart manufacturing systems. With the IoT, cloud computing, artificial intelligence, and other technological advances, big data came and was big data. The paper addresses the main aspects of literature related to data-driven smart manufacturing: data types, manufacturing data lifecycle, data-driven smart manufacturing framework, and applications.


Full Text:

PDF

References


Tao, F., Qi, Q., Liu, A., Kusiak, A. Data-driven smart manufacturing, J Manuf. Syst, 48, 157-69, 2018.

Tao, F., Cheng, J., Qi, Q. et al. Digital twin-driven product design, manufacturing and service with big data. Int J Adv Manuf Technol, 94, 3563–76, 2018.

Lee, J., Lapira, E., Bagheri, B., Kao, H.A. Recent advances and trends in predictive manufacturing systems in big data environment. Manuf Lett, 1(1), 38-41, 2013.

Zhang, Y, Zhang, G, Wang, J, Sun, S, Si, S, Yang, T. Real-time information capturing integration framework of the Internet of manufacturing things. Int. J Comp Int Manuf, 28(8), 811-22, 2015.

Gandomi, A, Haider, M. Beyond the hype: big data concepts, methods, and analytics. Int J Inf Manage, 35(2), 137-44, 2015.

Huang, J, Li, Y.F, Xie, M. An empirical analysis of data

preprocessing for machine learning-based software cost estimation. Inf. Softw Technol, 67, 108-27, 2015.

Wang, X., Wang, Y., Tao, F., Liu, A. New paradigm of data-driven smart customisation through digital twin. J Man. Syst, 58, 270-80, 2021.

Corallo, A., Crespino, A.M., Lazoi, M., Lezzi, M. Model-based Big Data Analytics-as-a-Service framework in smart manufacturing: A case study. Robot Comput Integr Manuf, 76, 2022.

Ardagna, C.A., Bellandi, V., Bezzi, M., Ceravolo, P., Damiani, E., Hebert, C. Model-based Big Data Analytics-as-a-Service: take big data to the next level. IEEE Trans Serv Comput, 14(2), 516-29, 2021.

Xu, X. Machine Tool 4.0 for the new era of manufacturing. Int J Adv. Manuf. Technol, 92, 1893–900, 2017.


Refbacks

  • There are currently no refbacks.


JOURNAL INDEXED IN :