Understanding Fault Signals with Prototype-Matching

The author proposes the Prototype Matching Network (PMN) to enhance interpretability in mechanical fault diagnosis by combining prototype-matching with autoencoder. The PMN offers insights into classification logic, typical fault signals, and frequency contributions for better representation learning.