The image shows the workflow and target personas.

There are three personas, Plant Manager, Process Engineer, and Data Scientist, that are responsible for the following:

• Plant Manager: Plant Throughput, Operational Efficiency, and Operations Oversight
• Process Engineer: Functional Test (Parameter Correlation), Analyze Production and Operational Outliers, and Evaluate Process Parameters
• Data Scientist: ML Model (Train, Test, Deploy), Evaluate Production & Operational Anomalies, and Operation Trend/Issues Analysis

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The data flows as follows:

• Data collected from a variety of sources, including Manufacturing Execution System (MES), Data Historian, and Enterprise Applications flows to Oracle Autonomous Database.
  • Data flows from Oracle Autonomous Database to Oracle Analytics Cloud. Plant Managers and Process Engineers use the information.
  • Data flows from Oracle Autonomous Database to Oracle Machine Learning. Data Scientists use the information.
  • Data flows from Oracle Autonomous Database to the Lake Accelerator.
• Data collected from Plant Sensors, and Refractory Data flows to OCI Lakehouse.
  • Data flows from Oracle Cloud Infrastructure Lakehousee to Oracle Autonomous Database. Process Engineers use the information.
  • Data flows from Oracle Cloud Infrastructure Lakehouse to Oracle Big Data Service, and from there to Oracle Analytics Cloud and Lake Accelerator. Plant Managers and Process Engineers use the information.
  • Data flows from OCI Lakehouse to OCI Data Science. Data Scientists use the information.
  • Data flows from OCI Lakehouse to the Lake Accelerator.