Manufacturing Equipment Sensors
Manufacturing Equipment’s real-time data(temperature, pressure, torque etc.).
Detect anomaly and support predictive maintenance and Predict Remaining Useful Life(RUL).

Plant and Equipment Reference information
Pull reference data from on-premise systems or cloud.
Process and transform reference data in Azure.

Process real-time monitoring data in Azure
Endpoint to receive events from IoT sensors devices.
Process streaming data using scalable real-time analytics engine.
Predict RUL and detect anomaly based on real-time sensor data.
Process raw events data in Data Lake and aggregated data in Databases.

Modelling and Reporting
Applying aggregations and model data in Azure.
Building Manufacturing Analytical models for Reporting.
Aggregate and Historical reporting using Power BI.
Real-Time Equipment Monitoring and Predictive Maintenance using Power BI.