Domain Adaptation for Fault Diagnosis

Materials for PHME21 DA Tutorial

Hands-on Session

Domain Adaptation for Fault Diagnosis Notebook 

Solution Notebook

Related Papers

• Unsupervised domain adaptation by backpropagation
  Ganin, Yaroslav, and Victor Lempitsky | ICML, 2015
• Revisiting batch normalization for practical domain adaptation
  Li, Yanghao, et al. | ICLRW, 2017
• Unsupervised domain adaptation for semantic segmentation via class-balanced self-training
  Zou, Yang, et al. | Proceedings of the European conference on computer vision (ECCV) 2018
• Cross-domain fault diagnosis of rolling element bearings using deep generative neural networks
  Li, Xiang, Wei Zhang, and Qian Ding | IEEE Transactions on Industrial Electronics , 2018
• Domain adaptive transfer learning for fault diagnosis
  Wang, Qin, Gabriel Michau, and Olga Fink | PHM-Paris IEEE, 2019
• Missing-class-robust domain adaptation by unilateral alignment
  Wang, Qin, Gabriel Michau, and Olga Fink | IEEE Transactions on Industrial Electronics, 2020
  
• Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation
  Wang, Qin, et al. | International Conference on Computer Vision (ICCV), 2021