Nobleo developed algorithms for predictive maintenance of bearings. The main task was to perform impulse detection, its properties, its periodicity in the acceleration signal and separate the sources of different impulses. The main challenges were the noise level, sensor placement, different transfer functions, unknown machine condition (meta-data), insufficient labelled data. Read more
