Developing a modular system architecture for anomaly localization in compressed air systems using Physics-Informed Neural Networks at Fraunhofer Institute. Focus on energy efficiency and sustainability in industrial applications.
Responsibilities
Design, implementation, and evaluation of a modular system architecture for anomaly localization in compressed air systems based on Physics-Informed Neural Networks (PINNs)
Structure sensor data acquisition, preprocessing, and modeling in a clear and reproducible way
Explicitly incorporate physical system knowledge
Integrate multiple modeling approaches (baseline and PINN-based methods)
Enable robust and generalizable localization of anomalies
Requirements
Enrolled at a German university or university of applied sciences (Fachhochschule)
Strong analytical skills
Programming experience in Python
Interest in data-driven and physics-based methods
Independent and structured working style
Ability to design, implement, and evaluate innovative architecture and modeling approaches
Benefits
Work in the exciting and innovative field of energy data analysis
Pleasant working atmosphere within a motivated team
Flexible working hours (e.g., to accommodate exam preparation)
Home office available by arrangement
If desired: close supervision with weekly coordination meetings
Opportunity to contribute to publications
Apply theoretical knowledge from your studies in practice and gain experience with the challenges of working with real-world data
Job title
Architecture for Anomaly Localization: Concept and Implementation
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