Q3 MMS Predictive Maintenance Case

Tasked with inheriting and building on top of a previous year's prototype, the team developed a full-stack monitoring system in collaboration with Fontys and industry partner Q3 Concept B.V.. The system monitors machine operations and mold health based on real-time production data. To resolve severe bottlenecks from rendering massive datasets, I implemented viewport-based chart loading, reducing historic data chart load times from ~2 minutes down to 4–7 seconds. The updated platform also introduces real-time energy monitoring to track and analyze power consumption across machines.