The explicit hazard model – part 1: theoretical development
Gorjian, Nima, Ma, Lin, Mittinty, Murthy, Yarlagadda, Prasad K., & Sun, Yong (2010) The explicit hazard model – part 1: theoretical development. In Proceedings of PHM 2010 Macau : IEEE - Prognostics & System Health Management Conference, Institute Of Electrical and Electronic Engineers , University of Macau, Macau, China. (In Press)
Modern Engineering Asset Management (EAM) requires the accurate assessment of current and the prediction of future asset health condition. Appropriate mathematical models that are capable of estimating times to failures and the probability of failures in the future are essential in EAM. In most real-life situations, the lifetime of an engineering asset is influenced and/or indicated by different factors that are termed as covariates. Hazard prediction with covariates is an elemental notion in the reliability theory to estimate the tendency of an engineering asset failing instantaneously beyond the current time assumed that it has already survived up to the current time. A number of statistical covariate-based hazard models have been developed. However, none of them has explicitly incorporated both external and internal covariates into one model. This paper introduces a novel covariate-based hazard model to address this concern. This model is named as Explicit Hazard Model (EHM). Both the semi-parametric and non-parametric forms of this model are presented in the paper. The major purpose of this paper is to illustrate the theoretical development of EHM. Due to page limitation, a case study with the reliability field data is presented in the applications part of this study.
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|Item Type:||Conference Paper|
|Keywords:||Hazard, Covariate, Reliability analysis, Asset life prediction, Asset health management|
|Divisions:||Current > Research Centres > CRC Integrated Engineering Asset Management (CIEAM)
Past > QUT Faculties & Divisions > Faculty of Built Environment and Engineering
Past > QUT Faculties & Divisions > Faculty of Science and Technology
Past > Schools > Mathematical Sciences
Past > Schools > School of Engineering Systems
|Copyright Owner:||Copyright 2010 Institute Of Electrical and Electronic Engineers|
|Copyright Statement:||©2010 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.|
|Deposited On:||26 Nov 2009 02:12|
|Last Modified:||29 Feb 2012 14:14|
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