~/talk

Predictive maintenance with sensor "BOB"

Talkat The Things Virtual Conference 2020 · on Thursday, 2020-04-16· [machine-learning, iot]
slides:none on file

A LoRaWAN vibration sensor called Bob learns a machine baseline for one week then locally analyzes vibrations and sends an alarm only on anomalies plus reports every three hours containing anomaly level and top vibration frequency. Deployment across three large chemical parks collects vibration and power data, an AI algorithm correlates power usage with vibration trends, and operators see earlier failure prediction and fewer false alerts. Initial rollout expands into more LoRaWAN cases after positive results.

AI-written summary · about

  1. 0:00Intro
  2. 0:22About ECBM
  3. 0:54About the customer
  4. 1:25Measuring vibration
  5. 1:51BOB
  6. 2:18Alarms
  7. 2:51Trends
  8. 3:18Conclusion
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