Published October 23, 2023
| Version v1
Software
Open
The source code for Micromachines.
Creators
Description
This is the source code of the paper " Surface roughness prediction in ultra-precision milling: an extreme learning machine method with data fusion". The function of each .py document is introduced below:
- "compute force & truncate valid data.py" is for computing the composition of three directions force and truncate valid data from the orginal data.
- "data augmentation.py" is to integrate and augment all the samples to form the final feature map for CNN and CNN-LSTM.
- "feature extraction.py" is to extract 12 time-domain features and form the final feature map for ELM, BPNN and LSTM
- "ELM.py", "BPNN.py", "LSTM.py","CNN-LSTM.py" and "CNN.py" are for model training respectively.
- "plot.py" is for generating all results figures in this paper.
Files
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Additional details
Dates
- Accepted
-
2023-10-23