{"id":11367,"date":"2025-07-29T09:50:06","date_gmt":"2025-07-29T09:50:06","guid":{"rendered":"https:\/\/humaine.info\/examples-of-best-practices\/pilot-application-3-increasing-acceptance-of-an-ai-based-inspection-system\/"},"modified":"2026-07-13T13:48:35","modified_gmt":"2026-07-13T13:48:35","slug":"pilot-application-3-increasing-acceptance-of-an-ai-based-inspection-system","status":"publish","type":"page","link":"https:\/\/humaine.info\/en\/examples-of-best-practices\/pilot-application-3-increasing-acceptance-of-an-ai-based-inspection-system\/","title":{"rendered":"Pilot Application 3: Increasing Acceptance of an AI-Based Inspection System"},"content":{"rendered":"

Pilot Application 3: Increasing Acceptance of an AI-Based Inspection System<\/h2><\/div>

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Service innovation in quality control while ensuring social acceptance in management and workforce<\/p>\n<\/div>\n

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<\/h2>\n<\/div><\/h4><\/div><\/div><\/div><\/div><\/div>

Starting Point<\/h3><\/div><\/div><\/div>

The<\/span> IMS<\/span> GmbH<\/span> has been developing<\/span> and<\/span> distributing systems<\/span> the inspection <\/span>of<\/span> steel<\/span> surfaces<\/span> for<\/span> many<\/span> years <\/span>.<\/span>.<\/span>The <\/span>current <\/span>system <\/span>works<\/span> multi-level,<\/span> is<\/span> complexly<\/span> interlocked<\/span> and <\/span>is<\/span> mostly<\/span> for<\/span> parameterized <\/span>and validated<\/span> by<\/span> different<\/span>\u2013<\/span>users <\/span>without <\/span>and<\/span> knowledge.<\/span>. <\/span>The goal<\/span> is<\/span> to<\/span> increase<\/span> acceptance<\/span> for<\/span> different<\/span>\u2013<\/span>AI-based<\/span> inspection system<\/span> through<\/span> human-centered<\/span> development <\/span>human-centered<\/span>terms<\/span> of<\/span> transparency<\/span>:<\/span>,<\/span> intuitiveness,<\/span>,<\/span> interactivity,<\/span> and <\/span>transferability<\/span> to<\/span> similar <\/span>production lines.<\/span><\/p>\n<\/div><\/div><\/div>

<\/span><\/div><\/div><\/div>

Approach<\/h3><\/div><\/div><\/div>
<\/i>

Application of potential analysis (LPS)<\/span><\/p>\n<\/div><\/div><\/div>

<\/i>

Application of specific methods of human-centered design (e.g. stakeholder analyses, personas, user stories, etc.) in workshops to clarify comprehensibility and acceptance issues (ISSE)<\/p>\n<\/div><\/div><\/div>

<\/i>

Development of an Interaction Concept to Reduce Barriers to Interaction and Acceptance of Newly Introduced AI Elements (IAW-SSKI)<\/span><\/p>\n<\/div><\/div><\/div>

<\/i>

Supporting AI development with expertise in areas of explainable and interactive machine learning (INI)<\/span><\/p>\n<\/div><\/div><\/div>

<\/i>

Deriving Design Principles from the Findings for Software Development (IAW-SSKI)<\/span><\/p>\n<\/div><\/div><\/div><\/div><\/div>

<\/i><\/i><\/span>Additional Information<\/span><\/a><\/h4><\/div>
\n

Research Update: Pilot 3 | October 2023<\/a>
\nRecap | On-Site Ideas Lab at IMS Messsysteme | June 2025<\/a><\/p>\n<\/div><\/div><\/div>

<\/i><\/i><\/span>Scientific Publications<\/span><\/a><\/h4><\/div>
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Rath-Manakidis, P.; Huick, H.; \u00dcnal, E.; Kr\u00e4mer, K.; Wiskott, L.: Data Quality and Domain Expertise for Resilient AI Deployment: Integrating Anomaly and Label Error Detection in Industrial Defect Detection<\/p>\n

Rath-Manakidis, P.; Nauth, K.; Huick, H.; Unger, M.F.; Hoenig, F.; P\u00f6ppelbu\u00df, J.; Wiskott, L. (2025): Label Error Detection in Defect Classification using Area Under the Margin (AUM) Ranking on Tabular Data. 20. Internationale Tagung Wirtschaftsinformatik (WI 2025), M\u00fcnster, 14.\u201317. September 2025.<\/p>\n

Nauth, K., \u00dcnal, E., Meske, C., & Poeppelbuss, J. (2026). How to design the interplay between humans and AI-based surface inspection systems<\/em>. Procedia CIRP, 138<\/em>, 1067\u20131072. https:\/\/doi.org\/10.1016\/j.procir.2026.01.184 <\/a> <\/p>\n

Rath-Manakidis, P.; Huick, H.; \u00dcnal, E.; Wiskott, L.; Kr\u00e4mer, B. (2026): Datenqualit\u00e4t und Expertise f\u00fcr robusten KI-Einsatz. In: I4S 1\/2026: Angewandte KI-Ethik am Arbeitsplatz. Eine gemeinsame Verantwortung \u2013 von der Radiologie und Sprachtherapie bis zur Montage <\/i>. Industry 4.0 Science.<\/p>\n

Rath-Manakidis, P.; Huick, H.; Wiskott, L.; Kr\u00e4mer, B. (2026): Operationalisierung ethischer KI mit tachAId. In: I4S 1\/2026: Angewandte KI-Ethik am Arbeitsplatz. Eine gemeinsame Verantwortung \u2013 von der Radiologie und Sprachtherapie bis zur Montage <\/i>. Industry 4.0 Science.<\/p>\n

\u00dcnal, E.; Nauth, K.; Rath-Manakidis, P.; Poeppelbuss, J.; Meske, C.; Hoenig, F. (2026): KI-Implementierung in der industriellen Qualit\u00e4tskontrolle. In: I4S 1\/2026: Angewandte KI-Ethik am Arbeitsplatz. Eine gemeinsame Verantwortung \u2013 von der Radiologie und Sprachtherapie bis zur Montage <\/i>. Industry 4.0 Science.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>

Partner<\/h1><\/div><\/div><\/div>

Practice Partner<\/h3><\/div><\/div><\/div>

Research Partners<\/h3><\/div><\/div><\/div>
<\/a><\/span><\/div>

IMS Messesysteme<\/p>\n<\/div>

\"Bj\u00f6rn<\/div><\/div>
Bj\u00f6rn Kr\u00e4mer<\/span><\/span><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div>
\"Felix<\/div><\/div>
Felix Hoenig<\/span><\/span><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>
<\/a><\/span><\/div>

Ruhr Universit\u00e4t Bochum, Institut f\u00fcr Arbeitswissenschaft<\/p>\n<\/div>

\"Prof.<\/div><\/div>
Prof. Dr. Christian Meske<\/span><\/span><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div>
\"Erdi<\/div><\/div>
Erdi \u00dcnal<\/span><\/span><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>
<\/div><\/div>
<\/a><\/span><\/div>

Ruhr-Universit\u00e4t Bochum, Institut f\u00fcr Neuroinformatik<\/p>\n<\/div>

\"Prof.<\/div><\/div>
Prof. Dr. Laurenz Wiskott<\/span><\/span><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div>
\"Pavlos<\/div><\/div>
Pavlos Rath-Manakidis<\/span><\/span><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div>
\"Prof.<\/div><\/div>
Prof. Dr. Tobias Glasmachers<\/span><\/span><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div>
<\/div><\/div>
\"Max<\/div><\/div>
Max Bauroth<\/span><\/span><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>
<\/div><\/div>
<\/a><\/span><\/div>

Ruhr-Universit\u00e4t Bochum, Industrial Sales and Service Engineering<\/p>\n<\/div>

\"Prof.<\/div><\/div>
Prof. Dr. Jens P\u00f6ppelbu\u00df<\/span><\/span><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div>
\"Marie-Christin<\/div><\/div>
Marie-Christin Barton<\/span><\/span><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>
<\/div><\/div>
<\/a><\/span><\/div>

Ruhr-Universit\u00e4t Bochum, Lehrstuhl f\u00fcr Produktionssysteme<\/p>\n<\/div>

\"Dr.-Ing.<\/div><\/div>
Dr.-Ing. Antonia Weirich<\/span><\/span><\/div><\/div>
<\/div><\/div><\/div><\/div><\/div>
\"Florian<\/div><\/div>
Florian B\u00fclow<\/span><\/span><\/div><\/div>
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