Regression analysis of caterpillar 793D haul truck engine failure data and through-life diagnostic information using the proportional hazards model

作者: Wiehahn Alwyn Carstens

DOI:

关键词:

摘要: Regression Analysis of Caterpillar 793D Haul Truck Engine Failure Data and Through-Life Diagnostic Information Using the Proportional Hazards Model W.A. Carstens Department Industrial Engineering, University Stellenbosch, Private Bag X1, Matieland 7602, South Africa. Thesis: MScEng (Industrial) March 2012 Physical Asset Management (PAM) is becoming a greater concern for companies in industry today. The widely accepted British Standards Institutes’ specification optimized management physical assets infrastructure PAS55. According to PAS55, PAM “systematic co-ordinated activities practices through which an organization optimally manages its assets, their associated performance, risks expenditures over life cycle purpose achieving organizational strategic plan”. One key performance area Care Plans (ACP). These plans are maintenance strategies improve or ensure acceptable asset reliability during useful life. Maintenance such as Condition Based (CBM) acts upon Monitoring (CM) data, disregarding previous failure histories asset. Other strategies, Usage (UBM), based on histories, does not consider CM data. models make use both data develop model represents underlying behaviour under study. can be high value ACP development due fact that Residual Useful Life (RUL) estimated and/or long term ii Stellenbosch http://scholar.sun.ac.za

参考文章(108)
Aiwina Soong Yin Heng, Intelligent prognostics of machinery health utilising suspended condition monitoring data Queensland University of Technology. ,(2009)
D. R. Cox, E. J. Snell, A General Definition of Residuals Journal of the Royal Statistical Society: Series B (Methodological). ,vol. 30, pp. 248- 265 ,(1968) , 10.1111/J.2517-6161.1968.TB00724.X
Peter McCullagh, Regression Models for Ordinal Data Journal of the Royal Statistical Society: Series B (Methodological). ,vol. 42, pp. 109- 127 ,(1980) , 10.1111/J.2517-6161.1980.TB01109.X
Richard Andrew Dagg, Optimal inspection and maintenance for stochastically deteriorating systems City University London. ,(1999)
Mara Tableman, Jong Sung Kim, Survival Analysis Using S : Analysis of Time-to-Event Data Chapman and Hall/CRC. ,(2003) , 10.1201/B16988
Lane-Visser T, Carstens W, Vlok Pj, Estimation of multivariate proportional hazards model parameters with Artificial Bee Colony optimization Operations Research Society of South Africa. ,(2012)
Thomas H. Scheike, Torben Martinussen, Dynamic Regression Models for Survival Data ,(2006)