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Residual-life estimation for components with non-symmetric priors.

Authors :
Chakraborty, Santanu
Gebraeel, Nagi
Lawley, Mark
Wan, Hong
Source :
IIE Transactions. Apr2009, Vol. 41 Issue 4, p372-387. 16p. 1 Diagram, 4 Charts, 12 Graphs.
Publication Year :
2009

Abstract

Condition monitoring uses sensory signals to assess the health of engineering systems. A degradation model is a mathematical characterization of the evolution of a condition signal. Our recent research focuses on using degradation models to compute residual-life distributions for degrading components. Residual-life distributions are important for providing probabilistic estimates of failure time for use in maintenance planning and spare parts inventory management. To obtain residual-life distributions, our earlier work assumed the degradation model's stochastic parameters to be normally distributed. This paper investigates the performance of these residual-life distributions when the underlying normality assumptions are not satisfied. The paper also develops methods for estimating residual-life when the stochastic parameters of the degradation model follow more general distributions. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0740817X
Volume :
41
Issue :
4
Database :
Academic Search Index
Journal :
IIE Transactions
Publication Type :
Academic Journal
Accession number :
36281563
Full Text :
https://doi.org/10.1080/07408170802369409