A Novel Method for Diagnosis of Bearing Fault Using Hierarchical Multitasks Convolutional Neural Networks

Table 3

Comparison of diagnosis accuracy with other models in different noise environments.

Methods	SNR
	−4	−2	0	2	4	6	8	10
SVM	0.663	0.724	0.735	0.761	0.812	0.822	0.823	0.826
BPNN	0.601	0.623	0.656	0.683	0.702	0.832	0.845	0.854
CNN	0.651	0.687	0.787	0.811	0.832	0.856	0.864	0.886
LSTM	0.652	0.663	0.752	0.787	0.822	0.834	0.850	0.852
HMCNN	0.845	0.916	0.932	0.950	0.972	0.983	0.985	0.991