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Predictive Maintenance Analytics (PMA)

PMA is a solution aimed at reducing asset downtime and improving service reliability by processing high-volume sensor data and service management records. The PMA solution relies on a harmonized data architecture that combines the traditional data warehouse with big data stores and in-memory processing for integrating text/maintenance logs with asset sensor data. The solution also provides advanced visualization and self-service interactive interfaces for easy adoption by business users.

Client needs met:

  • Avoid the combination of component failures and unscheduled maintenance, which creates additional costs in the supply chain–based availability of spares and personnel across the globe
  • Continuously improve performance metrics for reliability and service management in a changing commercial industry
  • Acquire, process and analyze sensor data in near-real time
  • Reduce the lag time due to the manual processing of unstructured text

Solution details:

  • Service reliability analytics
  • Sensor data ingestion framework
  • InfiniteInsight (KXEN) modeling
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