A survey of the advancing use and development of machine learning in smart manufacturing

M Sharp, R Ak, T Hedberg Jr - Journal of manufacturing systems, 2018 - Elsevier
Machine learning (ML) (a subset of … , the manufacturing industry has also begun to gain
benefits. With the current push for Smart Manufacturing and Industrie 4.0, ML for manufacturing is …

Machine learning and deep learning in smart manufacturing: The smart grid paradigm

T Kotsiopoulos, P Sarigiannidis, D Ioannidis… - Computer Science …, 2021 - Elsevier
… Industry 4.0 fields, namely the smart grid, where ML and DL models are presented and
analyzed in terms of efficiency and effectiveness in smart grid applications. Lastly, trends and …

Machine learning in predictive maintenance towards sustainable smart manufacturing in industry 4.0

ZM Çınar, A Abdussalam Nuhu, Q Zeeshan, O Korhan… - Sustainability, 2020 - mdpi.com
… PdM is inevitable for sustainable smart manufacturing in I4.0. Machine learning (ML)
techniques have emerged as a promising tool in PdM applications for smart manufacturing in I4.0, …

[PDF][PDF] Machine learning techniques for smart manufacturing: Applications and challenges in industry 4.0

B Bajic, I Cosic, M Lazarevic, N Sremcev… - … Novi Sad, Serbia, 2018 - researchgate.net
Machine learning (ML), as a subfield of AI, has become the main driver of those … for smart
manufacturing and provides an overview of several ML algorithms (eg support vector machine, …

Knowledge-embedded machine learning and its applications in smart manufacturing

F Farbiz, MS Habibullah, B Hamadicharef… - … Intelligent Manufacturing, 2023 - Springer
Machine Learning (KML) framework for smart manufacturing, which embeds knowledge from
experience and, or physics information into the machine learning … for smart manufacturing

Deep learning for smart manufacturing: Methods and applications

J Wang, Y Ma, L Zhang, RX Gao, D Wu - Journal of manufacturing systems, 2018 - Elsevier
… Finally, the challenges as well as future trends of deep learning in smart manufacturing are
smart manufacturing to enable accurate insights for better decision making. Machine learning

A comparative study on machine learning algorithms for smart manufacturing: tool wear prediction using random forests

D Wu, C Jennings, J Terpenny… - … of Manufacturing …, 2017 - asmedigitalcollection.asme.org
… legacy manufacturing systems into smart manufacturing … are based on classical machine
learning techniques, such as … intelligence, various machine learning algorithms have been …

Machine learning in manufacturing and industry 4.0 applications

R Rai, MK Tiwari, D Ivanov, A Dolgui - International Journal of …, 2021 - Taylor & Francis
… In manufacturing, a paradigm shift is happening right now. Advances in Big data and Machine
Learning (ML) is changing the traditional manufacturing era into the smart manufacturing

Cooperative robotics and machine learning for smart manufacturing: platform design and trends within the context of industrial internet of things

RG Lins, SN Givigi - IEEE Access, 2021 - ieeexplore.ieee.org
… and machine learning applied to smart manufacturing are … production processes and machine
learning techniques applied … designed platform for smart manufacturing based on the six …

[HTML][HTML] Data analytics and machine learning for smart process manufacturing: Recent advances and perspectives in the big data era

C Shang, F You - Engineering, 2019 - Elsevier
… opportunities to achieve smart manufacturing. This kind of manufacturing requires machines
… To attain this goal, data analytics and machine learning are indispensable. In this paper, we …