About
Composite materials are increasingly used in various fields. Composite parts of a large vehicles like skin of plane are heavy and they consist from several layers of composite. In this case, cracking or delamination which appears inside the composite is detected hard.
Get started
Download code repository from GitHub
> git clone https://github.com/glebcomissarov/NCFD
Then run demo.ipynb file to learn basic opportunities of the NCFD library.
Documentation
1. Research pipeline
Text
2. Example
In this example output graph has 54 nodes (each cube surface was split by 3x3 grid with center node selected)
| Model name | Mean error distance (ED) | ED < 0.05% | ED < 0.1% | ED < 0.2% |
|---|---|---|---|---|
| k-Neighbors | 0.0952 ± 0.0749 | 8.75 | 27.5 | 63.75 |
| Random Forest | 0.0695 ± 0.0506 | 10.0 | 38.75 | 83.75 |
| AdaBoost | 0.0952 ± 0.0749 | 8.75 | 27.5 | 63.75 |
| XGBoost | 0.0952 ± 0.0749 | 8.75 | 27.5 | 63.75 |
| ConvNN | - | - | - | - |
| GraphNN | - | - | - | - |