Deep Learning Enabled Fault Diagnosis Using Time-Frequency Image Analysis of Rolling Element Bearings

Table 2

Overview of learnable parameters for the CNN architectures.

CNN model	32 × 32 image	96 × 96 image
Architecture 2	41,163	368,854
Proposed CNN	501,836	2,140,236
Architecture 1	1,190,723	9,579,331