2 papers
cs.LG2025
Robust Unsupervised Fault Diagnosis For High-Dimensional Nonlinear Noisy Data
Dandan Zhao, Hongpeng Yin, Jintang Bian +1
Traditional fault diagnosis methods struggle to handle fault data, with complex data characteristics such as high dimensions and large noise. Deep learning is a promising solution,…
cs.LG2024
SRTFD: Scalable Real-Time Fault Diagnosis through Online Continual Learning
Dandan Zhao, Karthick Sharma, Hongpeng Yin +2
Fault diagnosis (FD) is essential for maintaining operational safety and minimizing economic losses by detecting system abnormalities. Recently, deep learning (DL)-driven FD method…