Definition #
ML models analyzing sensor data to forecast maintenance needs.
Key Characteristics #
- Remaining useful life
- Spare parts
- Failure root cause
- Technician dispatch
Why It Matters #
Reduces downtime by 45% (Deloitte).
Common Use Cases #
- Factory machinery
- Wind turbines
- Fleet vehicles
Examples #
- Uptake
- Presenso
- Petasense
FAQs #
Q: Sensor requirements?
A: Works with existing SCADA systems and retrofitted IoT.
Q: False alerts?
A: <1% through multi-model consensus.