Research Article

Research on Intelligent Fault Diagnosis of Rolling Bearing Based on Improved ShufflenetV2-LSTM

Table 4

Hyperparameter settings of each model.

ModelLSTMOptimizerActivation functionDropout

Improved AlexnetAddRMSpropLeakyReluDelete the original
Improved MobilenetV2AddRMSpropLeakyReluWithout
Improved SqueezenetAddRMSpropLeakyReluKeep the original
Improved Resnet-18AddAdamLeakyReluWithout
Improved XceptionAddAdamLeakyReluWithout