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  5. Machine Learning Techniques for Automatic Sensor Fault Detection in HUMS Systems
 
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Machine Learning Techniques for Automatic Sensor Fault Detection in HUMS Systems

Author(s)
Melia, Thomas  
Cooke, Alan  
Grayson, Siobhán  
Uri
http://hdl.handle.net/10197/9023
Date Issued
2017-02-28
Date Available
2017-11-01T11:53:57Z
Abstract
In this paper we describe the problem of developing sensor fault detection within HUMS instrumentation systems, and solutions based upon machine-learning techniques. We conclude with a report on our proof-of-concept demonstrator, and outline next-steps towards implementation of a autonomous self diagnostic sensor solution.
Sponsorship
Science Foundation Ireland
Other Sponsorship
Insight Research Centre
Type of Material
Conference Publication
Publisher
Engineers Australia
Subjects

Machine Learning & St...

Sensors

Self-diagnostics

Machine-learning

Instrumentation

Built-in-test

Web versions
http://aiac17.com/
http://search.informit.com.au/documentSummary;dn=740752216129676;res=IELENG
Language
English
Status of Item
Peer reviewed
Conference Details
17th Australian International Aerospace Congress: AIAC 2017, Melbourne
This item is made available under a Creative Commons License
https://creativecommons.org/licenses/by-nc-nd/3.0/ie/
File(s)
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insight_publication.pdf

Size

429.38 KB

Format

Adobe PDF

Checksum (MD5)

9af88d35a22bd9ee213ab7ca3fae52a8

Owning collection
Insight Research Collection

Item descriptive metadata is released under a CC-0 (public domain) license: https://creativecommons.org/public-domain/cc0/.
All other content is subject to copyright.

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