David Garcia

Alexander Feldman, Tolga Kurtoglu, Sriram Narasimhan, Scott Poll, David Garcia, Johan de Kleer, Lukas Kuhn, and Arjan van Gemund
Publication Target: 
IJPHM
Submission Type: 
Full Paper

A variety of rule-based, model-based and datadriven techniques have been proposed for detection and isolation of faults in physical systems. However, there have been few efforts to comparatively analyze the performance of these approaches on the same system under identical conditions. One reason for this was the lack of a standard framework to perform this comparison.

Publication Year: 
2010
Publication Volume: 
1
Publication Issue: 
1
Publication Control Number: 
002
Page Count: 
28
Submission Keywords: 
applications: aviation
diagnosis
diagnostic algorithm
diagnostic performance
fault diagnosis
Submission Topic Areas: 
Health management system design and engineering
Model-based methods for fault detection, diagnostics, and prognosis
Systems and platform applications
Technology maturation
Verification and validation
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Tolga Kurtoglu, Sriram Narasimhan, Scott Poll, David Garcia, and Stephanie Wright
Submission Type: 
Full Paper

Diagnostic algorithms (DAs) are key to enabling automated health management. These algorithms are designed to detect and isolate anomalies of either a component or the whole system based on observations received from sensors. In recent years a wide range of algorithms, both model based and data-driven, have been developed to increase autonomy and improve system reliability and affordability. However, the lack of support to perform systematic benchmarking of these algorithms continues to create barriers for effective development and deployment of diagnostic technologies.

Publication Control Number: 
012
Submission Keywords: 
autonomous system
data driven prognostics
diagnostic performance
prognostic performance
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