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Multiclass Anomaly Detection in Flight Data Using Semi-Supervised Explainable Deep Learning Model

Authors :
Bryan Matthews
Thomas Templin
Milad Memarzadeh
Source :
Journal of Aerospace Information Systems. 19:83-97
Publication Year :
2022
Publisher :
American Institute of Aeronautics and Astronautics (AIAA), 2022.

Abstract

The identification of precursors to safety incidents in aviation data is a crucial task, yet extremely challenging. The main approach in practice leverages domain expertise to define expected toler...

Details

ISSN :
23273097
Volume :
19
Database :
OpenAIRE
Journal :
Journal of Aerospace Information Systems
Accession number :
edsair.doi...........9e19871926730813275f21603e9bb37d
Full Text :
https://doi.org/10.2514/1.i010959