Skip to main content
Top
Published in: Water Resources Management 10/2014

01-08-2014

Optimal Localization of Pressure Reducing Valves in Water Distribution Systems by a Reformulation Approach

Authors: Pham Duc Dai, Pu Li

Published in: Water Resources Management | Issue 10/2014

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Leakage reduction represents one of the most challenging tasks in managing water distribution systems (WDSs). An effective way to leakage reduction is to carry out network operational pressure management through optimizing locations and regulations for pressure reducing valves (PRVs) and system pressures. This leads to a mixed-integer nonlinear program (MINLP) with a large number of binary variables which make it difficult to solve by an available software package. In this study, instead of directly solving the MINLP problem, we reformulate it to a mathematical program with complementarity constraints which can be efficiently solved by available NLP algorithms. The binary variables are replaced by continuous ones with complementarity constraints to be satisfied by a penalization scheme. To improve the quality of the solution and also to accelerate the convergence, in each relaxed NLP the results of the binary variables are rounded to binary values with which the NLP problem is solved again to achieve a MINLP solution. The final solution will be determined by the best one among the MINLP solutions. The results from two case studies reveal new and better combinations of PRVs as compared with those given in the literature.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
go back to reference Alegre H (2006) Performance indicators for water supply services. IWA publishing, London Alegre H (2006) Performance indicators for water supply services. IWA publishing, London
go back to reference Araujo L, Ramos H, Coelho S (2006) Pressure control for leakage minimisation in water distribution systems management. Water Resour Manag 20(1):133–149CrossRef Araujo L, Ramos H, Coelho S (2006) Pressure control for leakage minimisation in water distribution systems management. Water Resour Manag 20(1):133–149CrossRef
go back to reference Bagirov AM, Barton A, Mala-Jetmarova H, Al Nuaimat A, Ahmed S, Sultanova N, Yearwood J (2012) An algorithm for minimization of pumping costs in water distribution systems using a novel approach to pump scheduling. Math Comput Model 57(3–4):873–886 Bagirov AM, Barton A, Mala-Jetmarova H, Al Nuaimat A, Ahmed S, Sultanova N, Yearwood J (2012) An algorithm for minimization of pumping costs in water distribution systems using a novel approach to pump scheduling. Math Comput Model 57(3–4):873–886
go back to reference Baumrucker B, Biegler L (2009) Mpec strategies for optimization of a class of hybrid dynamic systems. J Process Control 19(8):1248–1256CrossRef Baumrucker B, Biegler L (2009) Mpec strategies for optimization of a class of hybrid dynamic systems. J Process Control 19(8):1248–1256CrossRef
go back to reference Bonami P, Lee J (2007) Bonmin user’s manual. Accessed 4 Nov 2008 Bonami P, Lee J (2007) Bonmin user’s manual. Accessed 4 Nov 2008
go back to reference Brooke A, Kendrick D, Meeraus A (1996) GAMS release 2.25: a user’s guide. GAMS Development Corporation, Washington Brooke A, Kendrick D, Meeraus A (1996) GAMS release 2.25: a user’s guide. GAMS Development Corporation, Washington
go back to reference Burgschweiger J, Gnädig B, Steinbach MC (2009) Optimization models for operative planning in drinking water networks. Optim Eng 10(1):43–73CrossRef Burgschweiger J, Gnädig B, Steinbach MC (2009) Optimization models for operative planning in drinking water networks. Optim Eng 10(1):43–73CrossRef
go back to reference Eck BJ, Mevissen M (2012) Valve placement in water networks: mixed-integer non-linear optimization with quadratic pipe friction. Report No RC25307 (IRE1209-014), IBM Research (September) Eck BJ, Mevissen M (2012) Valve placement in water networks: mixed-integer non-linear optimization with quadratic pipe friction. Report No RC25307 (IRE1209-014), IBM Research (September)
go back to reference Farmani S, Walters (2004) “exnet” benchmark problem for multi-objective optimization of large water systems. IFAC Workshop Farmani S, Walters (2004) “exnet” benchmark problem for multi-objective optimization of large water systems. IFAC Workshop
go back to reference Germanopoulos G, Jowitt P (1989) Leakage reduction by excess pressure minimization in a water supply network. In: ICE Proceedings, Ice Virtual Library, vol 87, pp 195–214 Germanopoulos G, Jowitt P (1989) Leakage reduction by excess pressure minimization in a water supply network. In: ICE Proceedings, Ice Virtual Library, vol 87, pp 195–214
go back to reference Gleixner A, Held H, Huang W, Vigerske S (2012) Towards globally optimal operation of water supply networks. Numerical Algebra, Control and Optimization (to appear) Gleixner A, Held H, Huang W, Vigerske S (2012) Towards globally optimal operation of water supply networks. Numerical Algebra, Control and Optimization (to appear)
go back to reference Grossmann IE, Kravanja Z (1997) Mixed-integer nonlinear programming: A survey of algorithms and applications. Springer, New York, pp 73–100 Grossmann IE, Kravanja Z (1997) Mixed-integer nonlinear programming: A survey of algorithms and applications. Springer, New York, pp 73–100
go back to reference Herty M, Steffensen S (2012) MPCC Solution Approaches for a Class of MINLPs with Applications in Chemical Engineering. AICES-2012/04-1 Herty M, Steffensen S (2012) MPCC Solution Approaches for a Class of MINLPs with Applications in Chemical Engineering. AICES-2012/04-1
go back to reference Hindi K, Hamam Y (1991) Locating pressure control elements for leakage minimization in water supply networks: An optimization model. Eng Optim 17(4): 281–291 Hindi K, Hamam Y (1991) Locating pressure control elements for leakage minimization in water supply networks: An optimization model. Eng Optim 17(4): 281–291
go back to reference Hu X, Ralph D (2004) Convergence of a penalty method for mathematical programming with complementarity constraints. J Optim Theory Appl 123(2):365–390CrossRef Hu X, Ralph D (2004) Convergence of a penalty method for mathematical programming with complementarity constraints. J Optim Theory Appl 123(2):365–390CrossRef
go back to reference Jowitt PW, Xu C (1990) Optimal valve control in water-distribution networks. J Water Resour Plan Manag 116(4):455–472CrossRef Jowitt PW, Xu C (1990) Optimal valve control in water-distribution networks. J Water Resour Plan Manag 116(4):455–472CrossRef
go back to reference Kraemer K, Kossack S, Marquardt W (2007) An efficient solution method for the minlp optimization of chemical processes. Comput Aided Chem Eng 24:105–110CrossRef Kraemer K, Kossack S, Marquardt W (2007) An efficient solution method for the minlp optimization of chemical processes. Comput Aided Chem Eng 24:105–110CrossRef
go back to reference Lambert A (2002) International report: water losses management and techniques. Water Sci Technol Water Supply 2(4):1–20 Lambert A (2002) International report: water losses management and techniques. Water Sci Technol Water Supply 2(4):1–20
go back to reference Leyffer S, López-Calva G, Nocedal J (2006) Interior methods for mathematical programs with complementarity constraints. SIAM J Optim 17(1):52–77CrossRef Leyffer S, López-Calva G, Nocedal J (2006) Interior methods for mathematical programs with complementarity constraints. SIAM J Optim 17(1):52–77CrossRef
go back to reference Liberatore S, Sechi G (2009) Location and calibration of valves in water distribution networks using a scatter-search meta-heuristic approach. Water Resour Manag 23(8):1479–1495CrossRef Liberatore S, Sechi G (2009) Location and calibration of valves in water distribution networks using a scatter-search meta-heuristic approach. Water Resour Manag 23(8):1479–1495CrossRef
go back to reference Nicolini M, Zovatto L (2009) Optimal location and control of pressure reducing valves in water networks. J Water Resour Plan Manag 135(3):178–187CrossRef Nicolini M, Zovatto L (2009) Optimal location and control of pressure reducing valves in water networks. J Water Resour Plan Manag 135(3):178–187CrossRef
go back to reference Raghunathan AU, Biegler LT (2003) Mathematical programs with equilibrium constraints (mpecs) in process engineering. Comput Chem Eng 27(10):1381–1392CrossRef Raghunathan AU, Biegler LT (2003) Mathematical programs with equilibrium constraints (mpecs) in process engineering. Comput Chem Eng 27(10):1381–1392CrossRef
go back to reference Reis L, Porto R, Chaudhry F (1997) Optimal location of control valves in pipe networks by genetic algorithm. J Water Resour Plan Manag 123(6):317–326CrossRef Reis L, Porto R, Chaudhry F (1997) Optimal location of control valves in pipe networks by genetic algorithm. J Water Resour Plan Manag 123(6):317–326CrossRef
go back to reference Rossman LA (1999) The epanet programmer’s toolkit for analysis of water distribution systems. In Annual Water Resources Planning and Management Conference (Vol. 8, No. 2.2, pp. 10–17) Rossman LA (1999) The epanet programmer’s toolkit for analysis of water distribution systems. In Annual Water Resources Planning and Management Conference (Vol. 8, No. 2.2, pp. 10–17)
go back to reference Rossman LA (2000) EPANET 2 user’s manual. US Environmental Protection Agency (USEPA), Cincinnati Rossman LA (2000) EPANET 2 user’s manual. US Environmental Protection Agency (USEPA), Cincinnati
go back to reference Savić DA, Walters GA (1996) Integration of a model for hydraulic analysis of water distribution networks with an evolution program for pressure regulation. J Comput Aided Civ Infrastruct Eng 11(2):87–97CrossRef Savić DA, Walters GA (1996) Integration of a model for hydraulic analysis of water distribution networks with an evolution program for pressure regulation. J Comput Aided Civ Infrastruct Eng 11(2):87–97CrossRef
go back to reference Sherali HD, Smith EP (1997) A global optimization approach to a water distribution network design problem. J Glob Optim 11(2):107–132CrossRef Sherali HD, Smith EP (1997) A global optimization approach to a water distribution network design problem. J Glob Optim 11(2):107–132CrossRef
go back to reference Stein O, Oldenburg J, Marquardt W (2004) Continuous reformulations of discrete–continuous optimization problems. Comput Chem Eng 28(10):1951–1966CrossRef Stein O, Oldenburg J, Marquardt W (2004) Continuous reformulations of discrete–continuous optimization problems. Comput Chem Eng 28(10):1951–1966CrossRef
go back to reference Sterling M, Bargiela A (1984) Leakage reduction by optimised control of valves in water networks. Trans Inst Meas Control 6(6):293–298CrossRef Sterling M, Bargiela A (1984) Leakage reduction by optimised control of valves in water networks. Trans Inst Meas Control 6(6):293–298CrossRef
go back to reference Ulanicki B, Bounds P, Rance J, Reynolds L (2000) Open and closed loop pressure control for leakage reduction. Urban Water 2(2):105–114CrossRef Ulanicki B, Bounds P, Rance J, Reynolds L (2000) Open and closed loop pressure control for leakage reduction. Urban Water 2(2):105–114CrossRef
go back to reference Wächter A, Biegler LT (2006) On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming. Math Program 106(1):25–57CrossRef Wächter A, Biegler LT (2006) On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming. Math Program 106(1):25–57CrossRef
Metadata
Title
Optimal Localization of Pressure Reducing Valves in Water Distribution Systems by a Reformulation Approach
Authors
Pham Duc Dai
Pu Li
Publication date
01-08-2014
Publisher
Springer Netherlands
Published in
Water Resources Management / Issue 10/2014
Print ISSN: 0920-4741
Electronic ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-014-0655-6

Other articles of this Issue 10/2014

Water Resources Management 10/2014 Go to the issue