Skip to main content
Erschienen in: Water Resources Management 14/2011

01.11.2011

Pipe Networks Risk Assessment Based on Survival Analysis

verfasst von: Stavroula Tsitsifli, Vasilis Kanakoudis, Ioannis Bakouros

Erschienen in: Water Resources Management | Ausgabe 14/2011

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Integrated management of pipe networks should include methods for monitoring, repairing and replacing deteriorating components (usually pipes), but also methods and everyday operating practices towards a proactive risk assessment approach in order to give a solid answer to the unavoidable “repair or replace” dilemma. The present paper attempts to check whether the Discriminant Analysis and Classification (DAC) method can be used to achieve the above mentioned goals and predict the future behaviour of network pipes. Three pipe networks carrying different types of fluids (oil; gas; and water) are used as case studies. For each case study network, the DAC method is used to classify the pipes into two groups (failures/successes), based on simple variables (pipe/network characteristics) and dimensionless joint ones. Several scenarios are being analysed for each case. The results for the two cases of oil and gas networks are very satisfying. The implementation of the DAC method to water pipe networks needs to overcome serious problems related to the quality, reliability and compatibility of the data records provided by the Water Utilities. In this paper, these shortcomings are faced combining field data with theoretical one. Also the distinction between what “failure” and “success” actually mean in a water pipe network has to be determined. The present study uses the total water volume being lost as a definition criterion.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Aslani P (2003) Hazard rate modelling and risk analysis of water mains. MSc Dissertation, Polytechnic University New York Aslani P (2003) Hazard rate modelling and risk analysis of water mains. MSc Dissertation, Polytechnic University New York
Zurück zum Zitat Bakouros Y (1988a) Offshore Pipeline Prediction. PhD Thesis, University of Bradford UK Bakouros Y (1988a) Offshore Pipeline Prediction. PhD Thesis, University of Bradford UK
Zurück zum Zitat Bakouros Y (1988b) Predicting pipeline reliability using discriminant analysis. In: Libberton GR (ed) 10th Advances in Reliability Technology Symposium. Elsevier Applied Science Bakouros Y (1988b) Predicting pipeline reliability using discriminant analysis. In: Libberton GR (ed) 10th Advances in Reliability Technology Symposium. Elsevier Applied Science
Zurück zum Zitat Christodoulou S (2009) Water network assessment and reliability analysis by use of survival analysis. EWRA 7th Conference, Limassol, Cyprus, pp 503–510 Christodoulou S (2009) Water network assessment and reliability analysis by use of survival analysis. EWRA 7th Conference, Limassol, Cyprus, pp 503–510
Zurück zum Zitat Christodoulou S, Aslani P, Vanrenterghem A (2003) A risk analysis framework for evaluating structural degradation of water mains in urban settings, using neurofuzzy systems and statistical modeling techniques. World Water & Environmental Resources Congress 2003 and Related Symposia, Pennsylvania, USA pp 681–689 Christodoulou S, Aslani P, Vanrenterghem A (2003) A risk analysis framework for evaluating structural degradation of water mains in urban settings, using neurofuzzy systems and statistical modeling techniques. World Water & Environmental Resources Congress 2003 and Related Symposia, Pennsylvania, USA pp 681–689
Zurück zum Zitat Christodoulou S, Charalambous C, Adamou A (2007) Managing the “Repair or Replace” dilemma on water leakages. In International Conference on Water Resources Management: New Approaches and Technologies, EWRA (European Water Resources Association). Chania, Crete—Greece Christodoulou S, Charalambous C, Adamou A (2007) Managing the “Repair or Replace” dilemma on water leakages. In International Conference on Water Resources Management: New Approaches and Technologies, EWRA (European Water Resources Association). Chania, Crete—Greece
Zurück zum Zitat Clark R, Goodrich J (1989) Developing a data base on infrastructure needs. J Am Water Works Assoc 81(7):81–87 Clark R, Goodrich J (1989) Developing a data base on infrastructure needs. J Am Water Works Assoc 81(7):81–87
Zurück zum Zitat Clark RM, Stafford CL, Goodrich JA (1982) Water distribution systems: a spatial and cost evaluation. J Water Resour Plan Manag 108(3):243–256 Clark RM, Stafford CL, Goodrich JA (1982) Water distribution systems: a spatial and cost evaluation. J Water Resour Plan Manag 108(3):243–256
Zurück zum Zitat De la Mare RF, Anderson O (1980) Pipeline reliability. Det Norske Veritas, Report No. 80–0572 De la Mare RF, Anderson O (1980) Pipeline reliability. Det Norske Veritas, Report No. 80–0572
Zurück zum Zitat Fisher R (1936) The use of multiple measurements in taxonomic problems. Ann Eugen 7:179–198CrossRef Fisher R (1936) The use of multiple measurements in taxonomic problems. Ann Eugen 7:179–198CrossRef
Zurück zum Zitat Goulter I, Davidson J, Jacobs P (1993) Predicting water-main breakage rates. J Water Resour Plan Manag 119(4):419–436CrossRef Goulter I, Davidson J, Jacobs P (1993) Predicting water-main breakage rates. J Water Resour Plan Manag 119(4):419–436CrossRef
Zurück zum Zitat Goulter I, Kazemi A (1988) Spatial and temporal groupings of water main pipe breakage in Winnipeg. Can J Civ Eng 15(1):91–97CrossRef Goulter I, Kazemi A (1988) Spatial and temporal groupings of water main pipe breakage in Winnipeg. Can J Civ Eng 15(1):91–97CrossRef
Zurück zum Zitat Johnson RA, Wichern DW (2007) Applied multivariate statistical analysis. 6th edition. Pearson International Edition Johnson RA, Wichern DW (2007) Applied multivariate statistical analysis. 6th edition. Pearson International Edition
Zurück zum Zitat Kanakoudis V (2004) A troubleshooting manual for handling operational problems in water pipe networks. J Water Supply: Res and Technol—AQUA 53(2):109–124 Kanakoudis V (2004) A troubleshooting manual for handling operational problems in water pipe networks. J Water Supply: Res and Technol—AQUA 53(2):109–124
Zurück zum Zitat Kanakoudis V, Tolikas D (2001) The role of leaks and breaks in water networks—technical and economical solutions. J Water Supply: Res and Technol—AQUA 50(5):301–311 Kanakoudis V, Tolikas D (2001) The role of leaks and breaks in water networks—technical and economical solutions. J Water Supply: Res and Technol—AQUA 50(5):301–311
Zurück zum Zitat Kanakoudis V, Tsitsifli S (2007) Reliability assessment and data classification using discriminant functions and factor analysis. In Proc., International Specialist Conference WaterLoss 2007 Volume III pp 837–846 Kanakoudis V, Tsitsifli S (2007) Reliability assessment and data classification using discriminant functions and factor analysis. In Proc., International Specialist Conference WaterLoss 2007 Volume III pp 837–846
Zurück zum Zitat Kettler A, Goulter I (1985) An analysis of pipe breakage in urban water distribution networks. Can J Civ Eng 12(2):286–293CrossRef Kettler A, Goulter I (1985) An analysis of pipe breakage in urban water distribution networks. Can J Civ Eng 12(2):286–293CrossRef
Zurück zum Zitat Klecka WR (1980) Discriminant Analysis. Sage University Paper series on Quantitative Applications in the Social Sciences. 07–019. Beverly Hills-London: Sage Publications Klecka WR (1980) Discriminant Analysis. Sage University Paper series on Quantitative Applications in the Social Sciences. 07–019. Beverly Hills-London: Sage Publications
Zurück zum Zitat Kleiner Y, Adams BJ, Rogers JS (1998) Long-term planning methodology for water distribution system rehabilitation. Water Resour Res 34(8):2039–2051. doi:10.1029/98WR00377 CrossRef Kleiner Y, Adams BJ, Rogers JS (1998) Long-term planning methodology for water distribution system rehabilitation. Water Resour Res 34(8):2039–2051. doi:10.​1029/​98WR00377 CrossRef
Zurück zum Zitat Kleiner Y, Rajani B (1999) Using limited data to assess future needs. J Am Water Works Assoc 91(7):47–62 Kleiner Y, Rajani B (1999) Using limited data to assess future needs. J Am Water Works Assoc 91(7):47–62
Zurück zum Zitat Levine MS (1977) Canonical Analysis and Factor Comparison. Sage University Paper series on Quantitative Applications in the Social Sciences. 07–06. Beverly Hills-London: Sage Publications Levine MS (1977) Canonical Analysis and Factor Comparison. Sage University Paper series on Quantitative Applications in the Social Sciences. 07–06. Beverly Hills-London: Sage Publications
Zurück zum Zitat Luksa RA (1980) The Why, What and How of Maintaining System Records. J Am Water Works Assoc pp 496–550 Luksa RA (1980) The Why, What and How of Maintaining System Records. J Am Water Works Assoc pp 496–550
Zurück zum Zitat Muhammetoglu A, Muhammetoglu H, Oktas S, Ozgokcen L, Soyupak S (2005) Impact assessment of different management scenarios on water quality of Porsuk River and dam system—Turkey. Water Resour Manag 19(2):199–210. doi:10.1007/s11269-005-3473-z CrossRef Muhammetoglu A, Muhammetoglu H, Oktas S, Ozgokcen L, Soyupak S (2005) Impact assessment of different management scenarios on water quality of Porsuk River and dam system—Turkey. Water Resour Manag 19(2):199–210. doi:10.​1007/​s11269-005-3473-z CrossRef
Zurück zum Zitat O’Day DK (1982) Organizing and analyzing leak and break data for making main replacement decisions. J Am Water Works Assoc 74(11):588–594 O’Day DK (1982) Organizing and analyzing leak and break data for making main replacement decisions. J Am Water Works Assoc 74(11):588–594
Zurück zum Zitat Prasad TD, Hong SH, Park N (2003) Reliability based design of water distribution networks using multi-objective genetic algorithms. KSCE J Civ Eng 7(3):351–361. doi:10.1007/BF02831784 CrossRef Prasad TD, Hong SH, Park N (2003) Reliability based design of water distribution networks using multi-objective genetic algorithms. KSCE J Civ Eng 7(3):351–361. doi:10.​1007/​BF02831784 CrossRef
Zurück zum Zitat Shamir U, Howard C (1979) An analytical approach to scheduling pipe replacement. J Am Water Works Assoc 71:248–258 Shamir U, Howard C (1979) An analytical approach to scheduling pipe replacement. J Am Water Works Assoc 71:248–258
Zurück zum Zitat Stourm A (1997) Optimization of reliability prediction using joint variables. MSc Dissertation, University of Thessaly Greece Stourm A (1997) Optimization of reliability prediction using joint variables. MSc Dissertation, University of Thessaly Greece
Zurück zum Zitat Tatsuoka MM (1971) Multivariate analysis. Wiley, New York Tatsuoka MM (1971) Multivariate analysis. Wiley, New York
Zurück zum Zitat Tatsuoka M, Tieteman D (1954) Discriminant analysis. Rev Educ Res 24:402–420 Tatsuoka M, Tieteman D (1954) Discriminant analysis. Rev Educ Res 24:402–420
Zurück zum Zitat Tiryakioglu O, Muhammetoglu A, Muhammetoglu H, Soyupak S (2005) Modeling chlorine decay in drinking water distribution network: case study of Antalya, Turkey. Fresenius Environ Bull 14(10):907–912 Tiryakioglu O, Muhammetoglu A, Muhammetoglu H, Soyupak S (2005) Modeling chlorine decay in drinking water distribution network: case study of Antalya, Turkey. Fresenius Environ Bull 14(10):907–912
Zurück zum Zitat US Army Corps of Engineers (1980) NY District, NY City Water Supply Infrastructure Study US Army Corps of Engineers (1980) NY District, NY City Water Supply Infrastructure Study
Zurück zum Zitat US Environmental Protection Agency (2006) Decision-support tools for predicting the performance of water distribution and wastewater collection systems. Vol. EPA/600/R-02/029. Washington, D.C. USA, US EPA US Environmental Protection Agency (2006) Decision-support tools for predicting the performance of water distribution and wastewater collection systems. Vol. EPA/600/R-02/029. Washington, D.C. USA, US EPA
Zurück zum Zitat Vanrenterghem-Raven A, Eisenbeis P, Juran I, Christodoulou S (2004) Statistical modelling of the structural degradation of an urban water distribution system: Case study of New York City. World Water & Environmental Resources Congress 2003 and Related Symposia, Pennsylvania, USA Vanrenterghem-Raven A, Eisenbeis P, Juran I, Christodoulou S (2004) Statistical modelling of the structural degradation of an urban water distribution system: Case study of New York City. World Water & Environmental Resources Congress 2003 and Related Symposia, Pennsylvania, USA
Metadaten
Titel
Pipe Networks Risk Assessment Based on Survival Analysis
verfasst von
Stavroula Tsitsifli
Vasilis Kanakoudis
Ioannis Bakouros
Publikationsdatum
01.11.2011
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 14/2011
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-011-9881-3

Weitere Artikel der Ausgabe 14/2011

Water Resources Management 14/2011 Zur Ausgabe