git clone https://github.com/NeerajK1998/coating-performance-decision-support.git
cd coating-performance-decision-supportpip install -r requirements.txtRaw datasets are intentionally excluded to keep the repository lightweight.
Download from the official NIST portal:
https://data.nist.gov/od/id/mds2-3121
Place your experimental Excel file here:
01_data/
thesis_raw/
Complete Analysis.xlsx
Full expected structure:
01_data/
ornl_raw/
Cutting data/
FTF data/
Impact data/
Configurations/
thesis_raw/
Complete Analysis.xlsx
python 02_src/compute_cri.py
python 02_src/compute_msi.py
python 02_src/compute_risk_matrix.py07_outputs/
coating_robustness_index.csv
machining_severity_index.csv
risk_matrix.csv
plots/
- Severity-normalized comparative risk framework
- Signal-processing–based machining severity modeling
- Experimental coating robustness quantification
- Not a finite element wear simulator
- Not an absolute tool-life predictor
- Designed for coating engineering decision-support