An enhanced convolutional neural network with enlarged receptive fields for fault diagnosis of planetary gearboxes

Han, Yan; Tang, Baoping; Deng, Lei

doi:10.1016/j.compind.2019.01.012

An enhanced convolutional neural network with enlarged receptive fields for fault diagnosis of planetary gearboxes

Due to the complicated structure and tough working environment of planetary gearboxes, intelligent identification of the health states based on the raw vibration signal is still a huge challenge in equipment maintenance. Aiming at this issue, an enhanced convolutional neural network (ECNN) with e…