Research Article
Developing an Enhanced Short-Range Railroad Track Condition Prediction Model for Optimal Maintenance Scheduling
Table 1
Statistics about errors in predictions by the original and enhanced models.
| Geometrical parameters | Error statistics | November 13 | December 12 | December 25 | Enhanced | Original | Enhanced | Original | Enhanced | Original |
| Gauge | μ (mm) | −0.0005 | 0.0000 | −0.0016 | 0.0000 | −0.0021 | 0.0000 | σ (mm) | 0.1191 | 0.1554 | 0.1299 | 0.3478 | 0.0991 | 0.4155 | ρ | 0.9947 | 0.9909 | 0.9935 | 0.9547 | 0.9962 | 0.9371 |
| Crosslevel | μ (mm) | −0.0041 | 0.0000 | −0.0125 | 0.0000 | −0.0163 | 0.0000 | σ (mm) | 0.5673 | 0.6313 | 0.4478 | 0.7209 | 0.4559 | 0.9123 | ρ | 0.9119 | 0.8920 | 0.9469 | 0.8702 | 0.9517 | 0.8125 |
| Left surface | μ (mm) | 0.0008 | 0.0000 | 0.0024 | 0.0000 | 0.0031 | 0.0000 | σ (mm) | 0.4752 | 0.4959 | 0.5304 | 0.6909 | 0.4135 | 0.6114 | ρ | 0.9452 | 0.9410 | 0.9350 | 0.8935 | 0.9609 | 0.9192 |
| Right surface | μ (mm) | −0.0008 | 0.0000 | −0.0023 | 0.0000 | −0.0031 | 0.0000 | σ (mm) | 0.3722 | 0.4044 | 0.4450 | 0.5997 | 0.4272 | 0.6210 | ρ | 0.9657 | 0.9603 | 0.9539 | 0.9200 | 0.9584 | 0.9175 |
| Left alignment | μ (mm) | −0.0012 | 0.0000 | −0.0038 | 0.0000 | −0.0050 | 0.0000 | σ (mm) | 0.3340 | 0.3597 | 0.2761 | 0.4291 | 0.2556 | 0.4713 | ρ | 0.9511 | 0.9438 | 0.9662 | 0.9225 | 0.9711 | 0.9097 |
| Right alignment | μ (mm) | −0.0012 | 0.0000 | −0.0035 | 0.0000 | −0.0046 | 0.0000 | σ (mm) | 0.3267 | 0.3564 | 0.2906 | 0.4291 | 0.2682 | 0.4478 | ρ | 0.9284 | 0.9159 | 0.9432 | 0.8833 | 0.9525 | 0.8786 |
| Twist | μ (mm) | 0.0000 | 0.0000 | −0.0001 | 0.0000 | −0.0001 | −0.0001 | σ (mm) | 0.5184 | 0.5474 | 0.5696 | 0.7441 | 0.4085 | 0.6026 | ρ | 0.9037 | 0.8949 | 0.8996 | 0.8347 | 0.9547 | 0.9006 |
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