This is a program for predicting RUL estimation for a high-speed CNC milling machine cutters, you can download data from https://www.phmsociety.org/competition/phm/10 and run it to predict RUL.
This project's page is HERE, you may find something interesting about our work.
RUL estimation is prediction for engine by the same method, the accuracy is ideal.
This program are under development.
By using wavelet transformation, loss (MSE) has been down to 9.0.
According to PHM Error method, our CNN model's error is 393, way more better than the best score(5500) at 2010 leaderboard.
Topology Data Analysis is implemented for visualizing model's weights, t-SNE method for hierarchy feature.
- Tensorflow / Theano / CNTK
- Keras
A beamer in demonstration_of_work is to demonstrate what we have done in summer holidays. It is writen in Simplified Chinese.
Please feel free to fork it.
MIT LICENSE