AI Use Case

Optimise complex manufacturing process in real time eg determine where to dedicate resources to reduce bottlenecks and cycle time

Optimise complex manufacturing process in real time, for example to determine where to dedicate resources to reduce bottlenecks and cycle time. Resources might include automated factor input, machine re-alignment or signal for necessary human intervention.

Function

Benefits

Cost - Asset uptime optimisation,Cost - Staff efficiency,Cost - Optimise resource allocation,Operational - Faster response times

Case Studies

Deschutes Brewery~Deschutes Brewery decreases beer fermentation cycle time using machine learning to optimise scheduling and monitoring of brewing processes ,Tesla Inc~Tesla falls more than 15% short of Model 3 production goal due to over-automation of the production line ,Repsol~Repsol plans partnership with Google Cloud to use machine learning to optimise crude oil refinery management

Industry

Industrials

Manufacturing

Data Sets

Structured / Semi-structured,Time series

AI Technologies

Product - Data Capture - Sensor IoT,Machine Learning (ML),ML Task - Action Selection - Reinforcement Learning

Potential Vendors

OSIsoft,Microsoft Azure,Google Cloud