| AAR | Association of American Railroads |
| AE | Acoustic Emission |
| AUC | Area Under the (ROC) Curve |
| BH | Blind Hole(s) (defect label) |
| BPR | Band Power Ratio |
| DAQ | Data Acquisition system |
| EMAT | Electromagnetic Acoustic Transducer |
| EEG | Electroencephalography |
| FL | Flange Damage (defect label) |
| FRA | Federal Railroad Administration |
| H | Healthy (class label) |
| ICP® | Integrated Circuit Piezoelectric (constant-current sensor interface) |
| KDE | Kernel Density Estimation |
| LL | Line Length (burst detection feature) |
| NT | Notch/Notches (defect label) |
| PSD | Power Spectral Density |
| RCF | Rolling Contact Fatigue |
| ROC | Receiver Operating Characteristic |
| RMS | Root-Mean-Square |
| SNR | Signal-to-Noise Ratio |
| SP | Spalls (defect label) |
| SRC | Shattered Rim Crack |
| STD | Standard Deviation |
| STE | Short-Time Energy (burst detection feature) |
| SVM | Support Vector Machine |
| UAE | Ultrasonic Acoustic Emission |
| UT | Ultrasonic Testing |
| VSR | Vertical Split Rim |
| CI | Confidence Interval |