Application background
■ High volumn of daily printing process
■ Given time pressure
■ Replacement of the drive motor causes high cost efforts
■ High stock of spare parts necessary
■ Production downtimes cause significant additional costs due to expensive express shipment
Approach
■ Machine learning model for automated real time prediction of impending outages in advance
■ Dynamic recipes with corrective action recommendations
Result
■ Avoiding production downtimes through forward planning of maintenance work
■ Reduction of spare parts stock and thus reduction of inventory costs
■ Increasing the drive motor lifetime with the help of corrective action recommendations

Below is a demo.
