Olga Fink

EPFL ENAC IIC IMOS
GC A3 424 (Bâtiment GC)
Station 18
CH-1015 Lausanne

Web site:  Web site:  https://IMOS.epfl.ch

EPFL ENAC SGC-GE
GC G1 517 (Bâtiment GC)
Station 18
CH-1015 Lausanne

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Administrative data

Teaching & PhD

Teaching

Civil Engineering

PhD Programs

Doctoral Program in Civil and Environmental Engineering

Doctoral program in robotics, control, and intelligent systems

Doctoral Program in Electrical Engineering

Courses

Data Science for infrastructure condition monitoring

The course will cover the relevant steps of data-driven infrastructure condition monitoring, starting from data acquisition, going through the steps pre-processing of real data, feature engineering to developing suitable machine learning algorithms.

Machine learning for predictive maintenance applications

The course aims at developing machine learning algorithms that are able to use condition monitoring data efficiently and detect occurring faults in complex industrial assets, isolate their root cause and ultimately predict the remaining useful lifetime.