Model GTX-4.2 · retrained 6h ago · AUC 0.94
Predictive Maintenance
Risk matrix · failure probability (30 days) vs. consequence
Gulf Exposure heat map · by class
| Heat | Dust | Humi | Sali | Corr | Ther | |
|---|---|---|---|---|---|---|
| Compressor | 82 | 66 | 64 | 60 | 56 | 72 |
| Chiller | 83 | 70 | 55 | 52 | 52 | 70 |
| Pump | 83 | 71 | 60 | 50 | 53 | 72 |
| AHU | 83 | 67 | 63 | 55 | 53 | 69 |
| Cooling Tower | 82 | 70 | 58 | 54 | 52 | 69 |
| Transformer | 84 | 65 | 60 | 55 | 54 | 68 |
| Motor | 83 | 66 | 60 | 59 | 58 | 69 |
| Generator | 84 | 71 | 61 | 58 | 55 | 74 |
Forecasted failures · next 30 days
| Asset | Class | Health | Probability | Primary driver | Recommended | Exposure |
|---|---|---|---|---|---|---|
| CT-106 | Cooling Tower | 21 | 72% | Seal leakage signature in acoustic profile | Replace | QAR 333.4K |
| CH-128 | Chiller | 19 | 71% | Thermal cycling stress from daily ΔT of 22°C | Replace | QAR 384.8K |
| P-126 | Pump | 22 | 70% | Motor current imbalance 6.8% across phases | Replace | QAR 594.2K |
| M-151 | Motor | 22 | 68% | Fan blade erosion from sand ingress | Replace | QAR 1.41M |
| C-104 | Compressor | 23 | 65% | Discharge temperature 18% above baseline during 12:00–16:00 peak (ambient 47°C) | Replace | QAR 822.9K |
| C-136 | Compressor | 25 | 65% | Seal leakage signature in acoustic profile | Replace | QAR 1.70M |
| M-130 | Motor | 24 | 61% | Bearing vibration trending +38% over 14 days | Replace | QAR 941.9K |
| CH-119 | Chiller | 30 | 59% | Bearing vibration trending +38% over 14 days | Replace | QAR 299.8K |
| P-108 | Pump | 32 | 58% | Motor current imbalance 6.8% across phases | Replace | QAR 1.15M |
| TX-116 | Transformer | 30 | 58% | Fan blade erosion from sand ingress | Replace | QAR 932.7K |
| AHU-116 | AHU | 34 | 57% | Chloride deposition on coil fins — coastal salinity exposure | Replace | QAR 304.8K |
| CT-116 | Cooling Tower | 33 | 57% | Refrigerant suction pressure drift | Replace | QAR 113.5K |