Before
Regular and routine maintenance of equipment and assets in order to keep them running and prevent any costly unplanned downtime from unexpected equipment failure. Expensive and some failures still occur.
After
Health Indicator application provides early alerts that equipment is degrading and likely to need maintenance.
The How
- Collect vibration data via acceleration sensors
- Data captured includes historical data over a very long period
- Other data sources included maintenance logs, surface quality images, downtime records and failures
- Combine Deep Learning techniques with Dynamic Identification to develop a model
- Develop a machine health indicator application
