AI Management Model for Production

Abstract

Artificial Intelligence (AI) projects in production often end in proof-of-concepts with AI solutions not being continuously maintained along their life cycle.Only by managing multiple AI use cases simultaneously and systematically, companies can achieve an industrial level of usage in their production environment and fully benefit from the technology's potential.For that purpose, an AI management model is proposed that serves as a framework to capture, design, and optimize AI activities to continuously improve the quality of the AI solutions and the satisfaction of involved stakeholders.Relevant related concepts from quality management (QM) are employed during the creation of the management model distinguishing three categories of processes: management, core, and support.For each category, corresponding processes and sub-processes are provided and explained for orientation in the implementation in specific scenarios.The proposed management model is validated with AI, QM, and production domain experts on a conceptual level.Furthermore, it is applied operationally in the implementation of real-life use cases from production.

Authors 5

1. Henrik Heymann Aachen Fraunhofer Institute for Production Technology IPT

   Fraunhofer Institute for Production Technology IPT

   Affiliation as printed

   Fraunhofer Institute for Production Technology IPT , Steinbachstraße 17 , 52074 , Aachen , Germany

   Fraunhofer Institute for Production Technology IPT, Steinbachstraße 17, 52074, Aachen, Germany

2. Jan Hendrik Hellmich Aachen Fraunhofer Institute for Production Technology IPT

   Fraunhofer Institute for Production Technology IPT

   Affiliation as printed

   Fraunhofer Institute for Production Technology IPT , Steinbachstraße 17 , 52074 , Aachen , Germany

   Fraunhofer Institute for Production Technology IPT, Steinbachstraße 17, 52074, Aachen, Germany

3. Maik Frye Aachen Fraunhofer Institute for Production Technology IPT

   Fraunhofer Institute for Production Technology IPT

   Affiliation as printed

   Fraunhofer Institute for Production Technology IPT , Steinbachstraße 17 , 52074 , Aachen , Germany

   Fraunhofer Institute for Production Technology IPT, Steinbachstraße 17, 52074, Aachen, Germany

4. Dennis Grunert Aachen Fraunhofer Institute for Production Technology IPT

   Fraunhofer Institute for Production Technology IPT

   Affiliation as printed

   Fraunhofer Institute for Production Technology IPT , Steinbachstraße 17 , 52074 , Aachen , Germany

   Fraunhofer Institute for Production Technology IPT, Steinbachstraße 17, 52074, Aachen, Germany

5. Robert Heinrich Schmitt Aachen Fraunhofer Institute for Production Technology IPT Laboratory for Machine Tools and Production Engineering WZL

   RWTH Aachen University · Fraunhofer Institute for Production Technology IPT

   Affiliation as printed

   Fraunhofer Institute for Production Technology IPT , Steinbachstraße 17 , 52074 , Aachen , Germany

   Laboratory for Machine Tools and Production Engineering WZL of RWTH Aachen University , Campus-Boulevard 30 , Aachen 52074 , Germany

   Fraunhofer Institute for Production Technology IPT, Steinbachstraße 17, 52074, Aachen, Germany

   Laboratory for Machine Tools and Production Engineering WZL of RWTH Aachen University, Campus-Boulevard 30, Aachen 52074, Germany