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Data Anomaly Detection System

Completed TRL 3 (started at 2, targeting 3)

Description

The approach for this project would be achieved by first demonstrating the effectiveness of machine learning to detect outliers on existing data sets. Once an effective model(s) has been identified, a pilot software program would be created to test the ability to detect anomalies on live test data. These results would lead to a system integration plan for adding this capability to the COBRA data system for use during testing at the Glenn Research Center.

The agency is well suited to achieve the goals of this project due to the quantity of data generated, and nature of the testing infrastructure at NASA. Adding real time anomaly detection to facility data acquisition systems would complement the maturation of the technology developed by private industry and academia over the past 10 years by applying the techniques developed to an operational system to validate their effectiveness. Analyzing test data presents its own challenges because it is highly stateful and correlated. Incorporating feedback from the expertise of the agency's data engineering community in the development of this tool will ensure that the results produced are insightful to the end user.

Benefits

One of the most valuable products produced at NASA is test data. Minimal analysis is done to test data as it is being acquired. This proposal would develop machine learning capabilities to enable real time anomaly detection during test operations. Using machine learning for anomaly detection has been proven, but appropriate integrations with operational systems remain challenging.

Details

Technology areaGround, Test, and Surface Systems > Test and Qualification Environments > Environment Testing
ProgramCenter Innovation Fund: GRC CIF (GRC CIF)
Lead organizationGlenn Research Center, Cleveland, OH
Start date2020-10-01
End date2021-09-30

Project contacts

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How to get involved

This is early/mid-stage (TRL 3) — the most realistic path in is NASA SBIR/STTR, which funds small businesses and research institutions to develop technology aligned with NASA's needs (equity-free, phased funding). Check whether a current SBIR/STTR solicitation topic overlaps with this project's technology area, or contact the project directly (above) to ask.

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