The worm gearbox is a power transmission system that has various applications in
industries. Being vital element of machinery, it becomes necessary to develop a robust fault …

Planetary gearbox with high speed and high precision is important for sophisticated power
equipment, and the effective sensor data are necessary for reliability and stability. However …

For intelligent fault diagnosis of a gearbox using deep convolutional neural networks
(DCNNs), we performed a gearbox vibration experiment. To understand the effects of …

In real industrial application, the operating conditions of the planetary gearbox are always
variable speed and variable load according to production. Meanwhile, the scarcity of fault …

This paper deals with gear pitting fault diagnosis problem and presents a method by
integrating convolutional neural network (CNN) and gated recurrent unit (GRU) networks …

Rotary encoder signal, as the built-in position information, possesses a wide variety of
advantages over vibration signal and has aroused great interest in the field of health …

Gearboxes are the most widely used elements for transferring speed and power in many
industrial machines. High-precision gearbox fault diagnosis is quite significant for keeping …

Aiming at the problems of poor self‐adaptive ability in traditional feature extraction methods
and weak generalization ability in single classifier under big data, an internal parameter …

In gear fault diagnosis, most current intelligent fault diagnosis methods show good
classification performance for fault pattern recognition. However, when detecting fault …

As a typical example of large and complex mechanical systems, rotating machinery is prone
to diversified sorts of mechanical faults. Among these faults, one of the prominent causes of …