Master's Thesis: Predictive Maintenance Tool & Machine Learning
Jonas Jabari
The system detected abnormal data and threw an event
In context of my master's thesis, I've implemented a web application, which connects to IOT-based machine sensors, collect and store time-based data, train machine-learning models on it and detects abnormal sensor data automatically.
I was responsible for designing and implementing the whole system, including e.g.:
Software Architecture Concept
Real-time Sensor Data Integration (OPC UA)
Time-base Data Storage Modelling (Redis)
Backend Development (Node.js)
Machine Learning Integration (Node.js)
UI/UX Design
Frontend Development (AngularJS)
Docker based Deployment
Scientific Research & Documentation
Setup pattern recognition for a data stream
Setup alarm constraints for a data stream
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Posted Aug 31, 2024
In context of my master's thesis, I've implemented a web application, which connects to machine sensors, store time-based data and train machine learning models
