Application of genetic programming to modeling pipe failures in water distribution systems
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- @Article{QiangXu:2011:JH,
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author = "Qiang Xu and Qiuwen Chen and Weifeng Li",
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title = "Application of genetic programming to modeling pipe
failures in water distribution systems",
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journal = "Journal of Hydroinformatics",
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year = "2011",
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volume = "13",
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number = "3",
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pages = "419--428",
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keywords = "genetic algorithms, genetic programming, pipe failure
model, water distribution systems",
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ISSN = "1464-7141",
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URL = "http://www.iwaponline.com/jh/up/pdf/HYDRO_D_09_00089.pdf",
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DOI = "doi:10.2166/hydro.2010.189",
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size = "10 pages",
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abstract = "The water loss from a water distribution system is a
serious problem for many cities, which incurs enormous
economic and social loss. However, the economic and
human resource costs to exactly locate the leakage are
extraordinarily high. Thus, reliable and robust pipe
failure models are demanded to assess a pipe's
propensity to fail. Beijing City was selected as the
case study area and the pipe failure data for 19 years
(1987 to 2005) were analysed. Three different kinds of
methods were applied to build pipe failure models.
First, a statistical model was built, which discovered
that the ages of leakage pipes followed the Weibull
distribution. Then, two other models were developed
using genetic programming (GP) with different data
pre-processing strategies. The three models were
compared thereafter and the best model was applied to
assess the criticality of all the pipe segments of the
entire water supply network in Beijing City based on
GIS data.",
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notes = "Fig 7 = ROC curve. Peking China. Pipes 3 inches to two
feet in diameter.
Published 2012?",
- }
Genetic Programming entries for
Qiang Xu
Qiuwen Chen
Weifeng Li
Citations