Predict
Asset intelligence & condition monitoring
ML survival models · vibration & PD anomaly detection · BESS capacity-fade tracking — 12 generating units + 160 MW BESS fleet.
Fleet health
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Click a unit for spectrum, RUL distribution, and work-order draft.
Anomaly score · Ambuklao U1
90-day ensemble · drift detected at d−34
P1 · Critical
ACTIVE
Ambuklao U1 anomaly score over 90 days versus warning and critical thresholds is loading
Baseline 0.15⚠ warn 0.50⚠ crit 0.75Current 0.93
Active alarms4 open · 0 ack · 0 snoozed
- P1 · CriticalStator PD countAL-4421842 events/min · threshold 30 · d−5 · 02:14
- P2 · MajorWinding temp riseAL-44204+6.2°C vs 30-d baseline · d−11 · 19:48
- P2 · MajorHarmonic distortionAL-44192THD 4.8% sustained > 90 min · d−18 · 06:02
- P3 · MinorBearing vib driftAL-44178Linear drift 0.012 mm/s per day · d−26 · 11:31
Operating envelope
Vibration (mm/s) × Bearing temp (°C) · bubble = MW
Operating envelope scatter of all units is loading
Nominal Watch Critical Offline
Degradation analyzer
Switch between failure-mode attribution, capacity-fade model, and model registry.
Bearing wear
32%
Stator insulation
24%
Runner cavitation
18%
Cell capacity fade
12%
Cooling efficiency
8%
Governor response
6%
Attribution from gradient-boost RUL model · last fit on 1,284 historical events across 12 units · SHAP-aggregated.
Recommended work orders
Auto-drafted from RUL + failure-mode attribution · approve to dispatch to Kissflow.
Total avoided ₱617.2M·Spend ₱120.9M
| ID | Severity | Asset | Type | Window | Cost (₱M) | Avoided (₱M) | ROI | Confidence | State | Actions |
|---|---|---|---|---|---|---|---|---|---|---|
| WO-2026-0214 | P1 · Critical | Ambuklao U1 | Overhaul | Mar 2027 (dry) | 84.0 | 412.0 | 4.9× | 93% | Open | |
| WO-2026-0218 | P2 · Major | Magat U1 | Inspection | Aug 2026 | 2.8 | 46.5 | 16.6× | 82% | Open | |
| WO-2026-0221 | P2 · Major | Magat BESS B7 | Warranty | Before M24 | 0.0 | 18.4 | ∞× | 88% | Open | |
| WO-2026-0223 | P2 · Major | Magat U4 | Inspection | Sep 2026 | 3.4 | 22.1 | 6.5× | 71% | Open | |
| WO-2026-0226 | P1 · Critical | Binga U4 | Replacement | Awaiting parts | 28.5 | 104.0 | 3.6× | 96% | Open | |
| WO-2026-0231 | P2 · Major | Ambuklao U2 | Inspection | Q4 2026 | 2.2 | 14.2 | 6.5× | 64% | Open |