Predictive Maintenance
AI-driven forecasts of asset health, risk and remaining useful life across the fleet.
Plaza Indonesia · Plaza Indonesia · Zone A1
Suggested actions ranked by predicted impact.
Anomaly detection flagged rising bearing wear signature over the last 14 days.
Model drift detected in operational telemetry stream.
New release patches known stability regressions.
Highest composite risk right now.
Recent readings, anomalies and predictions.
- Preventive maintenance completed2026-06-06
Cleaned components, lubricated moving parts, verified alignment.
Health 88 - Baseline telemetry recorded2026-06-13
All KPIs within nominal operating envelope.
Health 86 - Early warning: Bearing Wear pattern2026-06-20
Vibration harmonics 1.6× baseline; monitoring escalated.
Health 76 - Weekly diagnostics2026-06-25
Auto-diagnostic reports nominal apart from prior anomaly.
Health 78 - Risk threshold breached (Bearing Wear)2026-06-30
Composite risk score exceeded 70; work order suggested.
Health 73 - AI forecast updated2026-07-03
Predicted failure window narrowed based on latest telemetry.
Health 62
Every monitored asset ranked by composite risk score.
| Asset | Site | Health | Risk | RUL | Failure mode | Predicted | |
|---|---|---|---|---|---|---|---|
Barrier Gate A1 AST-10000 | Plaza Indonesia | 77 | Low · 19 | 269d | Bearing Wear | 2027-03-30 | |
Card Reader B2 AST-10001 | Grand Mall Surabaya | 82 | Low · 13 | 339d | Firmware Instability | 2027-06-08 | |
Camera C3 AST-10002 | Bandung City Center | 72 | Low · 24 | 267d | Sensor Drift | 2027-03-28 | |
NVR D4 AST-10003 | Medan Sun Plaza | 82 | Low · 16 | 331d | Communication Loss | 2027-05-31 | |
UPS E5 AST-10004 | Bali Beachwalk | 53 | Medium · 48 | 199d | Battery Depletion | 2027-01-19 | |
Switch F6 AST-10005 | Semarang Paragon | 25 | Critical · 78 | 52d | Firmware Instability | 2026-08-25 | |
Mini PC A7 AST-10006 | Plaza Indonesia | 75 | Low · 23 | 272d | Motor Overheat | 2027-04-02 | |
Loop Detector B8 AST-10007 | Grand Mall Surabaya | 85 | Low · 11 | 342d | Sensor Drift | 2027-06-11 | |
Sensor C9 AST-10008 | Bandung City Center | 90 | Low · 10 | 320d | Sensor Drift | 2027-05-20 | |
Barrier Gate D1 AST-10009 | Medan Sun Plaza | 78 | Low · 19 | 315d | Bearing Wear | 2027-05-15 | |
Card Reader E2 AST-10010 | Bali Beachwalk | 81 | Low · 16 | 296d | Signal Degradation | 2027-04-26 | |
Camera F3 AST-10011 | Semarang Paragon | 52 | Medium · 51 | 214d | Communication Loss | 2027-02-03 | |
NVR A4 AST-10012 | Plaza Indonesia | 28 | High · 71 | 100d | Firmware Instability | 2026-10-12 | |
UPS B5 AST-10013 | Grand Mall Surabaya | 90 | Low · 9 | 361d | Motor Overheat | 2027-06-30 | |
Switch C6 AST-10014 | Bandung City Center | 91 | Low · 9 | 356d | Communication Loss | 2027-06-25 | |
Mini PC D7 AST-10015 | Medan Sun Plaza | 89 | Low · 15 | 361d | Firmware Instability | 2027-06-30 | |
Loop Detector E8 AST-10016 | Bali Beachwalk | 92 | Low · 11 | 354d | Signal Degradation | 2027-06-23 | |
Sensor F9 AST-10017 | Semarang Paragon | 91 | Low · 9 | 332d | Signal Degradation | 2027-06-01 | |
Barrier Gate A1 AST-10018 | Plaza Indonesia | 61 | Medium · 35 | 254d | Bearing Wear | 2027-03-15 | |
Card Reader B2 AST-10019 | Grand Mall Surabaya | 37 | High · 61 | 114d | Firmware Instability | 2026-10-26 | |
Camera C3 AST-10020 | Bandung City Center | 77 | Low · 26 | 306d | Sensor Drift | 2027-05-06 | |
NVR D4 AST-10021 | Medan Sun Plaza | 83 | Low · 13 | 323d | Communication Loss | 2027-05-23 | |
UPS E5 AST-10022 | Bali Beachwalk | 81 | Low · 17 | 317d | Battery Depletion | 2027-05-17 | |
Switch F6 AST-10023 | Semarang Paragon | 78 | Low · 19 | 323d | Firmware Instability | 2027-05-23 |