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 …

Big data in manufacturing: a systematic mapping study

P O'donovan, K Leahy, K Bruton, DTJ O'Sullivan - Journal of Big Data, 2015 - Springer
The manufacturing industry is currently in the midst of a data-driven revolution, which
promises to transform traditional manufacturing facilities in to highly optimised smart …

Machine learning in manufacturing and industry 4.0 applications

R Rai, MK Tiwari, D Ivanov, A Dolgui - International Journal of …, 2021 - Taylor & Francis
The machine learning (ML) field has deeply impacted the manufacturing industry in the
context of the Industry 4.0 paradigm. The industry 4.0 paradigm encourages the usage of …

A comprehensive review of big data analytics throughout product lifecycle to support sustainable smart manufacturing: A framework, challenges and future research …

S Ren, Y Zhang, Y Liu, T Sakao, D Huisingh… - Journal of cleaner …, 2019 - Elsevier
Smart manufacturing has received increased attention from academia and industry in recent
years, as it provides competitive advantage for manufacturing companies making industry …

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 …

Manufacturing analytics and industrial internet of things

P Lade, R Ghosh, S Srinivasan - IEEE Intelligent Systems, 2017 - ieeexplore.ieee.org
Over the last two decades, manufacturing across the globe has evolved to be more intel-
ligent and data driven. In the age of industrial Internet of Things, a smart production unit can …

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 …

Revolutionizing manufacturing, making it more efficient, flexible, and intelligent with Industry 4.0 innovations

S Kolasani - … Journal of Sustainable Development Through AI, ML …, 2024 - ijsdai.com
Industry 4.0, marked by the integration of cyber-physical systems, the Internet of Things (IoT),
cloud computing, and artificial intelligence (AI), is revolutionizing manufacturing processes …

Industrial big data analytics: challenges, methodologies, and applications

JP Wang, WS Zhang, YK Shi, SH Duan… - arXiv preprint arXiv …, 2018 - arxiv.org
While manufacturers have been generating highly distributed data from various systems,
devices and applications, a number of challenges in both data management and data …

Data-driven smart manufacturing

F Tao, Q Qi, A Liu, A Kusiak - Journal of Manufacturing Systems, 2018 - Elsevier
The advances in the internet technology, internet of things, cloud computing, big data, and
artificial intelligence have profoundly impacted manufacturing. The volume of data collected …