10–14 Sept 2023
Europe/Madrid timezone

Batch Manufacturing Datasets - Open Source Data for Academia and Industry

13 Sept 2023, 08:30
20m
Auditorium

Auditorium

Speaker

Daniel Palací-López (IFF Benicarló )

Description

Machine Learning is now part of many university curriculums and industrial training programs. However, the examples used are often not relevant or realistic for process engineers in manufacturing.

In this work, we will share a new industrial batch dataset and make it openly available to other practitioners. We will show how batch processes can be challenging to analyze when having sources of information containing quality, events, and sensor data (tags). We will also introduce machine-learning techniques for troubleshooting and detecting anomalous batches at a manufacturing scale.

Classification Both methodology and application
Keywords batch data, industry, open-source

Primary author

Mr Benjamin Katz (Solvay SA)

Co-authors

Philippe Neyraval (Solvay SA) Dr Mattia Vallerio (Solvay SA) Dr Carlos Perez-Galvan (Solvay SA) Francisco Navarro (Imperial College)

Presentation materials