Motor Oil Hellas pilot (MOH- Pilot#7) showcases the transformative potential of the FAME federated marketplace and advanced analytics tools in oil refinery operations. This endeavor focuses on assessing the quality of high-frequency data collected from IIoT sensors, enhancing its utility for data-driven decision-making in industrial contexts.

At the core of this use case is the real-time ingestion of sensor data into the marketplace. The solution enables the efficient handling of high-frequency data streams and supports fast and energy-efficient data aggregation while minimizing computational overhead through incremental analytics. Once aggregated, the data is automatically annotated based on nominal values, streamlining its preparation for advanced analytics and machine learning applications. These annotated datasets are exportable for further use, ensuring their adaptability for various operational needs. The initiative also integrates advanced visualization tools that provide clear insights into the structure and quality of the loaded and aggregated data. These visualizations aid in analytical interpretation and facilitate communication of results. Comprehensive diagnostics are another critical component, as missing values and anomalies are detected and analyzed to ensure data reliability. Furthermore, rigorous quality evaluations using robust metrics and visualizations ensure that datasets meet the high standards required for predictive modeling and operational insights.
An integral aspect of this use case is its connection to the FAME federated marketplace, where high-quality datasets and derived insights can be monetized. This allows MOH, as a data provider, to connect with consumers such as application developers and insurers. By quantifying data quality, the marketplace also enhances cyber-insurance processes, enabling more accurate premium assessments and cyber-risk evaluations. The benefits of this approach are multifaceted. The initiative promotes improved data utilization, yielding a greater return on investment. It also enhances decision-making by ensuring the availability of reliable, high-quality data. Participation in the FAME marketplace opens up broader market opportunities while the energy-efficient analytics employed support sustainable practices.
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