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A cognitive assistance system to support the implementation of machine learning applications in manufacturing

Rosemeyer, Jannik ; Beck, Laurenz ; Metternich, Joachim
eds.: Herberger, David ; Hübner, Marco ; Stich, Volker (2023)
A cognitive assistance system to support the implementation of machine learning applications in manufacturing.
4th Conference on Production Systems and Logistics. Stellenbosch, South Africa (14.11. - 17.11.2023)
doi: 10.15488/13453
Conference or Workshop Item, Bibliographie

Abstract

Despite the increasing spread of digitalisation in manufacturing, humans will still play an important role in future production environments. Evidently, their role will change from physical to rather cognitive tasks, such as decision-making or control and monitoring of processes. A suitable medium that can support employees in interpreting the data generated are machine learning (ML) applications. Nevertheless, recent studies show that the knowledge required to implement an ML solution is not available in a large number of companies. In order to close the knowledge gap and subsequently prepare human operators for the implementation and use of ML applications, it is highly relevant to provide proper assistance. For this reason, the present publication aims to develop a cognitive assistance system that supports shop floor managers in implementing ML use cases in manufacturing (referred to as CAS-ML). The CAS-ML concretizes a previously published procedure model with additional steps as well as learning material and is realized as a software thereupon. Finally, the CAS-ML is evaluated by operative employees and tested on an open-source data set.

Item Type: Conference or Workshop Item
Erschienen: 2023
Editors: Herberger, David ; Hübner, Marco ; Stich, Volker
Creators: Rosemeyer, Jannik ; Beck, Laurenz ; Metternich, Joachim
Type of entry: Bibliographie
Title: A cognitive assistance system to support the implementation of machine learning applications in manufacturing
Language: English
Date: 2023
Place of Publication: Hannover
Publisher: publish-Ing
Book Title: Proceedings of the Conference on Production Systems and Logistics: CPSL 2023 - 1
Event Title: 4th Conference on Production Systems and Logistics
Event Location: Stellenbosch, South Africa
Event Dates: 14.11. - 17.11.2023
DOI: 10.15488/13453
URL / URN: https://www.repo.uni-hannover.de/handle/123456789/13563
Abstract:

Despite the increasing spread of digitalisation in manufacturing, humans will still play an important role in future production environments. Evidently, their role will change from physical to rather cognitive tasks, such as decision-making or control and monitoring of processes. A suitable medium that can support employees in interpreting the data generated are machine learning (ML) applications. Nevertheless, recent studies show that the knowledge required to implement an ML solution is not available in a large number of companies. In order to close the knowledge gap and subsequently prepare human operators for the implementation and use of ML applications, it is highly relevant to provide proper assistance. For this reason, the present publication aims to develop a cognitive assistance system that supports shop floor managers in implementing ML use cases in manufacturing (referred to as CAS-ML). The CAS-ML concretizes a previously published procedure model with additional steps as well as learning material and is realized as a software thereupon. Finally, the CAS-ML is evaluated by operative employees and tested on an open-source data set.

Uncontrolled Keywords: cognitive assistance system, shop floor manager, machine learning, operator 4.0, vocational education
Divisions: 16 Department of Mechanical Engineering
16 Department of Mechanical Engineering > Institute of Production Technology and Machine Tools (PTW)
16 Department of Mechanical Engineering > Institute of Production Technology and Machine Tools (PTW) > CiP Center for industrial Productivity
Date Deposited: 24 Apr 2023 05:41
Last Modified: 11 Jan 2024 12:57
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