d-matrix based fault modeling for cryogenic loading systems

Kodali, Anu and Robinson, Peter and Patterson-Hine, Anna and Luchinsky, Dmitry and Khasin, Michael and Ponizhovskaya, Ekaterina and Perotti, Jose and Brown, Barbara and Bajwa, Anupa (2015) d-matrix based fault modeling for cryogenic loading systems. In: UNSPECIFIED.

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The study is motivated by NASA plans to develop technology for an autonomous cryogenic loading operation including online fault diagnostics as a part of Integrated Health Management system. For years, the diagnostic modeling effort is performed in many paradigms. None of these paradigms independently can provide a complete set of efficiency metrics: better diagnostics, lower run-time, etc. D-matrix, a causal 0-1 relationship between faults and tests, is proposed as a single representation between different model-based diagnostic methods for comparison and communication. This framework is suitable to create a common platform for communication via D-matrix for systems engineering process. The knowledge transfer between modeling techniques is done via D-matrix. In addition, D-matrix provides a common paradigm to compare the embedded knowledge and performance of heterogeneous diagnostic systems. D-matrix is generated from physics models to be used with faster run-time performance D-matrix based diagnostic algorithms. Additionally, we will also investigate if the derived D-matrix and thereby the physics model is sufficient and accurate for efficient diagnostics via iDME tool.

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04 Jan 2016 16:48
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22 Nov 2022 14:14