De-Yuan Li

Fault diagnosis and analysis of industrial bearings based on enhanced attention multilayer bidirectional LSTM

Industrial bearing fault diagnosis is crucial for equipment safety and maintenance efficiency. Conventional methods have difficulty extracting weak fault features under strong noise or variable loads, especially for incipient faults. To solve this, we propose an enhanced attention-based multi-layer bidirectional LSTM (...