Application of genetic programming to modeling pipe failures in water distribution systems

Journal of Hydroinformatics

Volumn 13, Issue 3, 2011, Pages 419-428

  Xu, Qiang ^a   Chen, Qiuwen ^a,b   Li, Weifeng ^a  

^a RESEARCH CENTER FOR ECO ENVIRONMENTAL SCIENCES   (China)

^b CHINA THREE GORGES UNIVERSITY   (China)

Author keywords

GP; Pipe failure model; Water distribution systems

Indexed keywords

EID: 79955716244     PISSN: 14647141     EISSN: None     Source Type: Journal    
DOI: 10.2166/hydro.2010.189     Document Type: Article

References (26)

1. Babovic, V., Drécourt, J. P., Keijzer, M. & Friss Hansen, P. 2002 A data mining approach to modelling of water supply assets. Urban Wat. 4(4), 401-414. (Pubitemid 35280883)
2. Berardi, L., Kapelan, Z., Giustolisi, O. & Savic, D. A. 2008 Development of pipe deterioration models for water distribution systems using EPR. J. Hydroinf. 10(3), 113-126.
3. Chen, Q. W., Qu, J. H., Liu, R. P. & Li, W. F. 2008 Rule-based model for aging-induced leakage in water supply network of Beijing City. China Wat. Waste Wat. 24(11), 52-56.
4. Constantine, A. G., Darroch, J. N. & Miller, R. 1996 Predicting Underground Pipe Failure. Water (J. Australian Wat. Assoc.) 23(2), 9-10.
5. Davis, P., Burn, S., Moglia, M. & Gould, S. 2007 A physical probabilistic model to predict failure rates in buried PVC pipelines. Reliab. Engng. Syst. Safety. 92(9), 1258-1266. (Pubitemid 46341789)
6. Giustolisi, O. 2004 Using genetic programming to determine Chezy resistance coefficient in corrugated channels. J. Hydroinf. 6(3), 157-173.
7. Giustolisi, O. & Savic D. A. 2006 A symbolic data-driven technique based on evolutionary polynomial regression. J. Hydroinf. 8(3), 207-222.
8. Giustolisi, O. & Savic, D. A. 2009 Advances in data-driven analyses and modelling using EPR-MOGA. J. Hydroinf. 11(3), 225-236.
9. Kettler, A. J. & Goulter, I. C. 1985 An analysis of pipe breakage in urban water distribution networks. Can. J. Civil Engng. 12(2), 286-293. (Pubitemid 15562828)
10. Kleiner, Y. & Rajani, B. 1999 Using limited data to assess future needs. J. AWWA. 91(7), 47-61.
11. Kleiner, Y. & Rajani, B. 2001 Comprehensive review of structural deterioration of water mains: statistical models. Urban Wat. 3(3), 131-150. (Pubitemid 33066191)
12. Koza, J. R. 1992 Genetic Programming: On the Programming of Computers by Means of Natural Selection. MIT Press, Cambridge, MA.
13. Langdon, W. B. & Poli, R. 2002 Foundations of Genetic Programming. Springer, Berlin.
14. Le Gat, Y. & Eisenbeis, P. 2000 Using maintenance records to forecast failures in water networks. Urban Wat. 2(3), 173-181.
15. Lei, J. & Saegrov, S. 1998 Statistical approach for describing failures and lifetimes of water mains. Wat. Sci. Technol. 38(6), 209-217.
16. Mailhot, A., Pelletier, G., Noel, J. F. & Villeneuve, J. P. 2000 Modeling the evolution of the structural state of water pipe networks with brief recorded pipe break histories: methodology and application. Wat. Res. Res. 36(10), 3053-3062.
17. Marks, D. H. & Jeffrey, L. A. 1985 Predicting Urban Water Distribution Maintenance Strategies: A Case Study of New Haven, Connecticut. US Environmental Protection Agency, Washington, D. C., USA.
18. Pelletier, G., Mailhot, A. & Villeneuve, J. P. 2003 Modeling water pipe breaks - three case studies. J. Wat. Res. Plann. Mngmnt. 129(2), 115-123. (Pubitemid 36339708)
19. Rajani, B. & Kleiner, Y. 2001 Comprehensive review of structural deterioration of water mains: physically based models. Urban Wat. 3(3), 151-164. (Pubitemid 33066192)
20. Savic, D. A., Giustolisi, O., Berardi, L., Shephard, W., Djordjevic, S. & Saul, A. 2006 Modeling sewer failure using evolutionary computing. Proc. ICE, Wat. Mngmnt. 159(2), 111-118. (Pubitemid 43838373)
21. Savic, D. A., Giustolisi, O. & Laucelli, D. 2009 Asset deterioration analysis using multi-utility data and multi-objective data mining. J. Hydroinf. 11(3), 211-224.
22. Shamir, U. & Howard, C. 1979 An analytical approach to scheduling pipe replacement. J. AWWA. 71(5), 248-258.
23. Skipworth, P. J. 2002 Whole Life Costing for Water Distribution Network Management. Thomas Telford, London.
24. Walski, T. M. & Pelliccia, A. 1982 Economic analysis of water main breaks. J. AWWA. 74(3), 140-147. (Pubitemid 12499090)
25. Watson, T. G., Christian, C. D., Mason, A. J., Smith, M. H. & Meyer, R. 2004 Bayesian-based pipe failure model. J. Hydroinf. 6(4), 259-264.
26. Yamijala, S., Guikema, S. D. & Brumbelow, K. 2009 Statistical models for the analysis of water distribution system pipe break data. Reliab. Engng. Syst. Safety 94(2), 282-293.