KI-basiertes Fehlermanagement in Wertschöpfungsketten
Companies & Partners
Bernard KRONE Holding SE & Co. KG, MAN Trucks, Fraunhofer IPT, Machine Tool Laboratory WZL, DATAbility GmbH, i2solutions GmbH
The commercial vehicle industry is an extremely challenging industry. With the ever-rising demands from industry and logistics customers, it is highly important to have defect-free manufacturing of commercial vehicles, optimal operation, and identify errors along the product life cycle as early as possible.
An AI-based failure management system is developed across the whole value chain of commercial vehicles from the raw material to the actual operation based on machine learning models. These models are trained also on production and quality data from the manufacturing processes of commercial vehicles.
The resultant model is used for error management by predicting deviations from quality targets in production as well as necessary maintenance and foreseeable damages in operation of the vehicles. Further, to reduce the defects, optimal process parameter for the manufacturing process will be recommended based on the trained models.
A system for error management and minimal defect manufacturing of commercial vehicles. Reduced production and operation costs, increased service life, higher customer satisfaction.