MODELS READY
6 REGIMES
STANDBY
OVERVIEW
SENSORS & HEALTH
RUL PREDICTION
XAI / ROOT CAUSE
MAINTENANCE
ONLINE ▶
249
Engines in Fleet
FD004 DATASET
18
Failure Risk
FAILURE_SOON=1
67.4
Mean RUL [cycles]
MEAN PREDICTED
$1.2M
Preventive Cost
vs $8.4M FAILURE
RUL DISTRIBUTION BY REGIME
HI — BY REGIME
FLEET STATUS — CLICK ANY ROW TO INSPECT IN XAI
STATUS REGIME RUL ≤ RISK ≥% — engines
↗ CLICK ROW TO OPEN XAI ANALYSIS FOR THAT ENGINE
ENGINE ID REGIME LAST CYCLE PRED. RUL FAILURE PROB HI STATUS
ENGINE
REGIME
SENSOR
WINDOW 20
RAW + ROLLING MEAN
ROLLING STD (VARIABILITY)
SENSOR vs RUL
LIFECYCLE PHASES
REGIME
ENGINE
RUL CLIP 125
PREDICTED vs ACTUAL RUL
RISK vs RUL (MEAN FAILURE PROB)
12.3
MAE [cycles]
18.7
RMSE
2847
NASA Score
HEALTH INDEX DEGRADATION — REGIME + ENGINE
REGIME
INDEX 35
MODEL
SHAP GLOBAL — TOP FEATURES
SHAP LOCAL — WATERFALL (INDEX 35)
COUNTERFACTUAL — SENSOR RECOMMENDATIONS
CORRELATION: SENSOR vs RUL (PER REGIME)
ALARM THRESHOLD 70%
FAILURE COST [$K] 100K
SERVICE COST [$K] 10K
0
Engines Analyzed
0
Failures Avoided
0
Preventive Maint.
$0
Total Cost
POLICY CURVE — THRESHOLD vs TOTAL COST
ENGINE
REGIME
SPEED 300ms
Current Cycle
—
Pred. RUL
—
Failure Risk
PREDICTED RUL — STREAMING
FAILURE PROBABILITY — STREAMING
SERVICE DECISIONS — LAST 20 CYCLES