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Hybrid Learning Approach to Sensor Fault Detection with Flight Test Data

Authors :
Brian M. de Silva
Steven L. Brunton
Jonathan Jonker
Nathan Hicks
Darren McDonald
Jennifer Klemisch
Nicholas Goebel
J. Nathan Kutz
Jared L. Callaham
Aleksandr Y. Aravkin
Source :
AIAA Journal. 59:3490-3503
Publication Year :
2021
Publisher :
American Institute of Aeronautics and Astronautics (AIAA), 2021.

Abstract

Data-driven algorithms are developed to fully automate sensor fault detection in systems governed by underlying physics, with a particular focus on the flight test setting. The proposed machine lea...

Details

ISSN :
1533385X and 00011452
Volume :
59
Database :
OpenAIRE
Journal :
AIAA Journal
Accession number :
edsair.doi...........094b0c85b38cca92979c9a6a98a4e241
Full Text :
https://doi.org/10.2514/1.j059943