Olga Fink
EPFL ENAC IIC IMOS
GC A3 424 (Bâtiment GC)
Station 18
CH-1015 Lausanne
Web site: Web site: https://IMOS.epfl.ch
+41 21 693 66 29
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Teaching & PhD
Teaching
Civil Engineering
PhD Programs
PhD Students
Faghih Niresi Keivan, Garmaev Sergei, Nejjar Ismail, Sharma Vinay, Sun Han, Theiler Raffael Pascal, Von Krannichfeldt Leandro, Zhao Mengjie,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.