Main Problem

[2] Drawback of using general CNN algorithms for fault diagnosis

• Fault detection and diagnosis of rotating systems are generally performed by analyzing specific frequencies.
  However, CNN algorithms use constant filter sizes, which may limit their ability to fully diagnose faults occurring at varying scales.