Predictive maintenance alerts
По sensor data предсказывает equipment failure до того, как произойдёт. Planning maintenance window → избегают unplanned downtime.
Expected effect
Unplanned downtime снижается. Spare parts ordering proactive. MTBF (mean time between failures) растёт.
What it does
По sensor data предсказывает equipment failure до того, как произойдёт. Planning maintenance window → избегают unplanned downtime.
How it works
IoT sensor stream → anomaly detection + vibration/temperature pattern analysis → failure prediction → maintenance ticket.
Pain points
- Плохой прогноз (cashflow/sales/stock)
- Ошибки в ручных операциях
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