Sachin Kumar and Vasilis Sotiris and Michael Pecht
Health Assessment of Electronic Products using Mahalanobis Distance and Projection Pursuit Analysis
282 - 290
2008
2
2
International Journal of Electronics and Communication Engineering
https://publications.waset.org/pdf/8544
https://publications.waset.org/vol/14
World Academy of Science, Engineering and Technology
With increasing complexity in electronic systems
there is a need for system level anomaly detection and fault isolation.
Anomaly detection based on vector similarity to a training set is used
in this paper through two approaches, one the preserves the original
information, Mahalanobis Distance (MD), and the other that
compresses the data into its principal components, Projection Pursuit
Analysis. These methods have been used to detect deviations in
system performance from normal operation and for critical parameter
isolation in multivariate environments. The study evaluates the
detection capability of each approach on a set of test data with known
faults against a baseline set of data representative of such “healthy"
systems.
Open Science Index 14, 2008