The Proportional Hazards Modeling of Water Main Failure Data Incorporating the Time-dependent Effects of Covariates

Suwan Park, Hwandon Jun, Newland Agbenowosi, Bong Jae Kim, Kiyoung Lim

Research output: Contribution to journalArticlepeer-review

29 Scopus citations

Abstract

Proportional hazards models (PHMs) for the times between consecutive pipe breaks were constructed using case study water main break data. The 150 mm individual cast iron pipes in the case study water distribution system were categorized into seven groups according to the past break history to construct a distinct PHM for each group. During the modeling process the assumption of the proportional hazards of covariates was examined to include the time-dependent effects of covariates on the failure hazard in the models. By analyzing the baseline hazard rates, the hazards of the third through the seventh break were found to follow a form similar to a bath-tub. The estimated regression coefficients and the hazard ratios of the selected covariates were used to analyze the variations in the factors and their effects, including the time-dependent effects on the pipe failures. The changes in the relative hazards of the covariates were also analyzed according to the number of breaks. The constructed PHMs were verified by analyzing the deviance residuals of each model.

Original languageEnglish
Pages (from-to)1-19
Number of pages19
JournalWater Resources Management
Volume25
Issue number1
DOIs
StatePublished - Jan 2011

Keywords

  • Consecutive breaks
  • Hazard rates
  • Pipe break
  • Proportional hazards model
  • Time-dependent effects of covariates
  • Water main

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