About this Abstract |
Meeting |
1st World Congress on Artificial Intelligence in Materials and Manufacturing (AIM 2022)
|
Symposium
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First World Congress on Artificial Intelligence in Materials and Manufacturing (AIM 2022)
|
Presentation Title |
Industry 4.0 - Creating the Foundation for Machine Learning in Production Manufacturing |
Author(s) |
David J. Blondheim |
On-Site Speaker (Planned) |
David J. Blondheim |
Abstract Scope |
The goal of machine learning projects within manufacturing is the implementation of algorithms within production facilities. Although much research today is predictably focused on the development of these machine learning algorithms, without useful process data, this becomes an exercise in futility. The concepts of Industry 4.0 create the data foundation needed for machine learning applications in manufacturing. The automation of this data collection and storage is crucial for production facilities to successfully implement machine learning predictions. Industry 4.0 presents significant challenges, highlighted by many manufacturers never achieving their implementation goals. Considering many small- and medium-sized manufacturing companies have limited technical staff and resources, implementing machine learning in manufacturing hinges on successful automation of data collection. |
Proceedings Inclusion? |
Undecided |