Tool Wear Forecasting By DL
This program is used to forecast upcoming tool wear by LSTM
The speed is ultra-fast and final score is beyond satisfactory.
Demonstration of my work
You can click [HERE] to know our idea, work and achievement related to this repo.
This slide is localized in Chinese.
Also, HERE is this project's homepage. You can find hints at our homepage.
Result
1st,2nd and 3rd is corresponding to forecasting three timestep
MAE is lower than 1 and result is beyond satisfactory
In addition, we have also test how to make RNN chained for long-term tool wear forecasting. If you feel interest, you can follow the video in seq2seq_tool_wear
which named as
- cut_1.mp4
- cut_2.mp4
- cut_3.mp4
Watch them on Youtube?
- cut_1 : https://youtu.be/arKw_D7j5pc
- cut_2 : https://youtu.be/n-Pyet1UJEg
- cut_3 : https://youtu.be/CANADaKSgac
Anyway, please feel free to ask me if you need further help
LICENSE
MIT LICENCE