Deep Domain Adaptation for Turbofan Engine Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends [Paper]

by: Yucheng Wang, Mohamed Ragab, Yubo Hou, Zhenghua Chen, Min Wu, and Xiaoli Li

Supported Method

• Source Only (without domain adaptation)
• DDC
• Deep Coral
• DANN
• ADARUL
• CADA
• ConsDANN
• HoMM
• AdvSKM

Supported Dataset

• C-MAPSS
• N-CMAPSS

Requirmenets:

• Python3.x
• Pytorch==1.12.1
• Numpy
• Sklearn
• Pandas

Train the model

To pre train model:

python pretrain_main.py 

To train model for domain adaptation:

python main_cross_domains.py --da_method [method] --dataset [dataset]