Predictive Maintenance (Time-Series)

Sensor TS ingestion, anomaly detection (IsolationForest/Prophet), failure-prediction XGBoost, and work-order auto-creation.

• Sensor TS ingestion + Pandas validation
• Anomaly detector (IsolationForest + Prophet)
• Failure risk scoring XGBoost per asset
• Auto-created CMMS work-order on threshold

• Reduce unplanned downtime 30-50%
• Schedule maintenance before failure
• Extend asset life with timely care
• CMMS integration, no siloed alerts