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Wire-race bearings are designed to be space-saving and are used in settings, where high precision under continuous high load and torque is required. Thus, load detection is a vital part of their condition monitoring. Measuring load using load cells defeats the space-saving purpose of these bearings. Using virtual sensors, by measuring axial and radial loading indirectly, via an accelerometer attached to the housing of the bearing, can provide an alternative.

Augmented mel-spectrogram VGG-16 model for axial and radial load classification at wire-race bearings