Predictive Maintenance Dashboard

Transformer WN-KT9D · live condition monitoring · ← fleet

LIVE · 60s
Overall Risk Score
0 100 50
0
● HIGH
Risk Score / 100 · evaluated 2026-06-03 14:10
Score Breakdown & Weighted Formula
35% weight Rule-Based · IEC 100
25% weight DGA Diagnostics 55
20% weight Statistical Z-Score 100
20% weight Isolation Forest 33
Rule-Based · IEC 100 × 0.35 = 35.0
DGA Diagnostics 55 × 0.25 = 13.8
Statistical Z-Score 100 × 0.20 = 20.0
Isolation Forest 33 × 0.20 = 6.7
Score = Rule×0.35 + DGA×0.25 + Stat×0.20 + IF×0.20
= 75.4 → HIGH
Action Required
🟠 HIGH
Plan maintenance within one week
⏱ within 7 day(s)
NORMAL (0–20)routine
LOW (20–40)schedule
MEDIUM (40–60)inspect ↑
HIGH (60–80)repair 7d
CRITICAL (80+)stop now!
Rule Alerts
3
CRITICAL alerts
0
WARNING alerts
DGA Diagnostics
T2
fault type(s)
55
DGA severity
ML & Statistical
100
Z-Score component
33
Isolation Forest
Overall Assessment
🟠
HIGH
act within 7d
Open Alerts (4)
DetectedMethodSeverityMessage
05-02 05:00 rule CRITICAL HYDROGEN-H2 PHASE A (PPM): 1500.0 — Partial discharge in oil
05-02 05:00 rule CRITICAL METHANE-CH4 PHASE A (PPM): 700.0 — Thermal fault above ~300 C
05-02 05:00 rule CRITICAL ETHYLENE-C2H4 PHASE A (PPM): 520.0 — Severe overheating above ~700 C
05-02 05:00 dga MEDIUM DGA fault T2: Thermal fault 300-700 C
IEC Rules Catalog (reference)
ParameterUnitWarnCriticalStandard
HYDROGEN-H2 ppm 100 700 IEC 60599
METHANE-CH4 ppm 120 400 IEC 60599
ETHYLENE-C2H4 ppm 50 200 IEC 60599
ACETYLENE-C2H2 ppm 3 35 IEC 60599
CARBON MONOXIDE-CO ppm 350 900 IEEE C57.104
MOISTURE-H2O ppm 10 30 IEC 60422
TOP OIL TEMP °C 85 105 IEC 60076-7
WINDING TEMP °C 98 120 IEC 60076-2
AMBIENT TEMP °C 40 50 IEC 60076-2
OLTC OIL TEMP °C 80 100 IEC 60214-1
BOTTOM OIL TEMP °C 75 95 IEC 60076-7