This report describes the status of an on-going effort to develop software capable of detecting sensor failures on rocket engines in real time. This software could be used in a rocket engine controller to prevent the erroneous shutdown of an engine due to sensor failures which would otherwise be interpreted as engine failures by the control software. The approach taken combines analytical redundancy with Bayesian belief networks to provide a solution which has well defined real-time characteristics and well-defined error rates. Analytical redundancy is a technique in which a sensor's value is predicted by using values from other sensors and known or empirically derived mathematical relations. A set of sensors and a set of relations among them form a network of cross-checks which can be used to periodically validate all of the sensors in the network. Bayesian belief networks provide a method of determining if each of the sensors in the network is valid, given the results of the cross-checks. This approach has been successfully demonstrated on the Technology Test Bed Engine at the NASA Marshall Space Flight Center. Current efforts are focused on extending the system to provide a validation capability for 100 sensors on the Space Shuttle Main Engine.


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    Titel :

    Real-Time Sensor Data Validation


    Beteiligte:
    T. W. Bickmore (Autor:in)

    Erscheinungsdatum :

    1994


    Format / Umfang :

    74 pages


    Medientyp :

    Report


    Format :

    Keine Angabe


    Sprache :

    Englisch




    Real-time sensor data validation

    Bickmore, Timothy W. | NTRS | 1994


    Real-Time Sensor Validation for Propulsion Systems

    Bickford, R. / Bickmore, T. / Meyer, C. et al. | British Library Conference Proceedings | 1998


    Real-time sensor validation for propulsion systems

    Bickford, R. / Bickmore, T. / Meyer, C. et al. | AIAA | 1998


    Real-time sensor data validation for Space Shuttle Main Engine telemetry monitoring

    Bickford, R. / Bickmore, T. / Meyer, C. et al. | AIAA | 1999


    Real-time sensor validation for autonomous flight control

    Bickford, R. / Bickmore, T. / Caluori, V. | AIAA | 1997