DocumentCode :
2171066
Title :
A Comparison of Analysis Methods of Pipe Failure Characteristics Based on Maintenance Records of Water Distribution System
Author :
Wang Yi ; Tian Yimei
Author_Institution :
Sch. of Environ. Sci. & Technol., Tianjin Univ., Tianjin, China
fYear :
2010
fDate :
24-26 Aug. 2010
Firstpage :
1
Lastpage :
3
Abstract :
The characteristic data applied for establishing predicting models of pipe failure in water distribution system (WDS) should be examined and screened in the first place. The effects of different way of data processing based on a series on maintenance records are compared, which includes a classification method by Bayesian theorem, a hypothesis testing by analysis of variance and an association rule of data mining. The result shows the Bayesian theorem is applicable for nonparametric analysis, and can give classification limits intuitively. But this method may neglect the relations between different variates and effects. It´s proper to adopt this method when there are few pipe characteristics available. The analysis of variance (ANOVA) is able to point out the interaction of variates and deal with both parametric and nonparametric tests. The association rule can provide correlations between different attributes, but may also bring excessive and nonsense results and it appears that more detailed records are required to make use of this method. It is suggested that the data should be carefully examined in appropriate method before applied to a model.
Keywords :
Bayes methods; data mining; failure analysis; maintenance engineering; pipes; production engineering computing; statistical analysis; water supply; ANOVA; Bayesian theorem; association rule; classification method; data mining; data processing; hypothesis testing; maintenance records; nonparametric analysis; pipe failure characteristics; variance analysis; water distribution system; Analysis of variance; Association rules; Bayesian methods; Data models; Maintenance engineering; Predictive models; Telecommunication traffic;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Management and Service Science (MASS), 2010 International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-5325-2
Electronic_ISBN :
978-1-4244-5326-9
Type :
conf
DOI :
10.1109/ICMSS.2010.5577093
Filename :
5577093
Link To Document :
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