Advancing manufacturing systems with big-data analytics: A conceptual framework

D Kozjek, R Vrabič, B Rihtaršič, N Lavrač… - International Journal of …, 2020 - Taylor & Francis
With the intensive development and implementation of information and communication
technologies in manufacturing, large amounts of heterogeneous data are now being …

Model-based Big Data Analytics-as-a-Service framework in smart manufacturing: A case study

A Corallo, AM Crespino, M Lazoi, M Lezzi - Robotics and Computer …, 2022 - Elsevier
Today, in a smart manufacturing environment based on the Industry 4.0 paradigm, people,
technological infrastructure and machinery equipped with sensors can constantly generate …

Big data analytics for intelligent manufacturing systems: A review

J Wang, C Xu, J Zhang, R Zhong - Journal of Manufacturing Systems, 2022 - Elsevier
With the development of Internet of Things (IoT), 5 G, and cloud computing technologies, the
amount of data from manufacturing systems has been increasing rapidly. With massive …

Developing a big data analytics platform for manufacturing systems: architecture, method, and implementation

J Woo, SJ Shin, W Seo, P Meilanitasari - The International Journal of …, 2018 - Springer
Manufacturing industries have recently promoted smart manufacturing (SM) for achieving
intelligence, connectedness, and responsiveness of manufacturing objects consisting of …

The role of big data analytics in the context of modeling design and operation of manufacturing systems

F Psarommatis, PA Dreyfus, D Kiritsis - … for mass personalization in the era …, 2022 - Elsevier
Contemporary industries are generating a huge amount of data coming from a high variety
of sources, such as machine controllers, corporate systems, sensors, operators, and more …

Next generation smart manufacturing and service systems using big data analytics

N Shukla, MK Tiwari, G Beydoun - Computers & Industrial Engineering, 2019 - Elsevier
This special issue explores advancements in the next generation manufacturing and service
systems by examining the novel methods, practical challenges and opportunities in the use …

Manufacturing big data ecosystem: A systematic literature review

Y Cui, S Kara, KC Chan - Robotics and computer-integrated Manufacturing, 2020 - Elsevier
Advanced manufacturing is one of the core national strategies in the US (AMP), Germany
(Industry 4.0) and China (Made-in China 2025). The emergence of the concept of Cyber …

[HTML][HTML] Big data analytics for smart manufacturing: Case studies in semiconductor manufacturing

J Moyne, J Iskandar - Processes, 2017 - mdpi.com
Smart manufacturing (SM) is a term generally applied to the improvement in manufacturing
operations through integration of systems, linking of physical and cyber capabilities, and …

[HTML][HTML] An industrial big data pipeline for data-driven analytics maintenance applications in large-scale smart manufacturing facilities

P O'Donovan, K Leahy, K Bruton, DTJ O'Sullivan - Journal of big data, 2015 - Springer
The term smart manufacturing refers to a future-state of manufacturing, where the real-time
transmission and analysis of data from across the factory creates manufacturing intelligence …

Recent advances and trends in predictive manufacturing systems in big data environment

J Lee, E Lapira, B Bagheri, H Kao - Manufacturing letters, 2013 - Elsevier
The globalization of the world's economies is a major challenge to local industry and it is
pushing the manufacturing sector to its next transformation–predictive manufacturing. In …