Predictive Maintenance from Machine Sensor Data
- Challenge
- Unplanned equipment stoppages disrupted production schedules, and maintenance was largely reactive.
- Solution
- Streaming machine telemetry into models that flag likely failures before they stop a line.
- Result
- Earlier warning of developing equipment issues. A single view of equipment health across lines.
- Kafka
- Spark
- Python
- AWS
View case studyIllustrative