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Published in: Optimization and Engineering 2/2019

26-02-2019 | Research Article

Resilient layout, design and operation of energy-efficient water distribution networks for high-rise buildings using MINLP

Authors: Lena C. Altherr, Philipp Leise, Marc E. Pfetsch, Andreas Schmitt

Published in: Optimization and Engineering | Issue 2/2019

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Abstract

Water supply of high-rise buildings requires pump systems to ensure pressure requirements. The design goals of these systems are energy and cost efficiency, both in terms of fixed cost as well as during operation. In this paper, cost optimal decentralized and tree-shaped water distribution networks are computed, where placements of pumps at different locations in the building are allowed. We propose a branch-and-bound algorithm for solving the corresponding mixed-integer nonlinear program, which exploits problem specific structure and outperforms state-of-the-art solvers. A further desirable feature is that the system is K-resilient, i.e., still able to operate under K pump failures during the use phase. Using a characterization of resilient solutions via a system of inequalities, the branch-and-bound scheme is extended by a separation algorithm to produce cost optimal resilient solutions. This implicitly solves a multilevel optimization problem which contains the computation of worst-case failures. Moreover, using a large set of test instances, the increased energy-efficiency of decentralized networks for the supply of building is shown and properties of resilient layouts are discussed.

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Literature
go back to reference Altherr LC, Brötz N, Dietrich I, Gally T, Geßner F, Kloberdanz H, Leise P, Pelz PF, Schlemmer P, Schmitt A (2018a) Resilience in mechanical engineering—a concept for controlling uncertainty during design, production and usage phase of load-carrying structures. In: Pelz PF, Groche P (eds) Uncertainty in Mechanical Engineering III, Applied Mechanics and Materials, vol 885, pp 187–198 Altherr LC, Brötz N, Dietrich I, Gally T, Geßner F, Kloberdanz H, Leise P, Pelz PF, Schlemmer P, Schmitt A (2018a) Resilience in mechanical engineering—a concept for controlling uncertainty during design, production and usage phase of load-carrying structures. In: Pelz PF, Groche P (eds) Uncertainty in Mechanical Engineering III, Applied Mechanics and Materials, vol 885, pp 187–198
go back to reference Altherr LC, Leise P, Pfetsch ME, Schmitt A (2018b) Algorithmic design and resilience assessment of energy efficient high-rise water supply systems. In: Pelz PF, Groche P (eds) Uncertainty in Mechanical Engineering III, Applied Mechanics and Materials, vol 885, pp 211–223 Altherr LC, Leise P, Pfetsch ME, Schmitt A (2018b) Algorithmic design and resilience assessment of energy efficient high-rise water supply systems. In: Pelz PF, Groche P (eds) Uncertainty in Mechanical Engineering III, Applied Mechanics and Materials, vol 885, pp 211–223
go back to reference Belotti P, Kirches C, Leyffer S, Linderoth J, Luedtke J, Mahajan A (2013) Mixed-integer nonlinear optimization. Acta Numer 22:1–131MathSciNetMATHCrossRef Belotti P, Kirches C, Leyffer S, Linderoth J, Luedtke J, Mahajan A (2013) Mixed-integer nonlinear optimization. Acta Numer 22:1–131MathSciNetMATHCrossRef
go back to reference Bienstock D, Verma A (2010) The \(n-k\) problem in power grids: New models, formulations, and numerical experiments. SIAM J Optim 20(5):2352–2380MathSciNetMATHCrossRef Bienstock D, Verma A (2010) The \(n-k\) problem in power grids: New models, formulations, and numerical experiments. SIAM J Optim 20(5):2352–2380MathSciNetMATHCrossRef
go back to reference Bieupoude P, Azoumah Y, Neveu P (2012) Optimization of drinking water distribution networks: computer-based methods and constructal design. Comput Environ Urban Syst 36(5):434–444CrossRef Bieupoude P, Azoumah Y, Neveu P (2012) Optimization of drinking water distribution networks: computer-based methods and constructal design. Comput Environ Urban Syst 36(5):434–444CrossRef
go back to reference Bonami P, Lodi A, Tramontani A, Wiese S (2015) On mathematical programming with indicator constraints. Math Program 151(1):191–223MathSciNetMATHCrossRef Bonami P, Lodi A, Tramontani A, Wiese S (2015) On mathematical programming with indicator constraints. Math Program 151(1):191–223MathSciNetMATHCrossRef
go back to reference Bonvin G, Demassey S, Le Pape C, Maïzi N, Mazauric V, Samperio A (2017) A convex mathematical program for pump scheduling in a class of branched water networks. Appl Energy 185:1702–1711CrossRef Bonvin G, Demassey S, Le Pape C, Maïzi N, Mazauric V, Samperio A (2017) A convex mathematical program for pump scheduling in a class of branched water networks. Appl Energy 185:1702–1711CrossRef
go back to reference Bragalli C, D’Ambrosio C, Lee J, Lodi A, Toth P (2012) On the optimal design of water distribution networks: a practical MINLP approach. Optim Eng 13(2):219–246MathSciNetMATHCrossRef Bragalli C, D’Ambrosio C, Lee J, Lodi A, Toth P (2012) On the optimal design of water distribution networks: a practical MINLP approach. Optim Eng 13(2):219–246MathSciNetMATHCrossRef
go back to reference Brkić D (2011) Review of explicit approximations to the Colebrook relation for flow friction. J Petrol Sci Eng 77(1):34–48CrossRef Brkić D (2011) Review of explicit approximations to the Colebrook relation for flow friction. J Petrol Sci Eng 77(1):34–48CrossRef
go back to reference Brown G, Carlyle M, Salmerón J, Wood K (2006) Defending critical infrastructure. Interfaces 36(6):530–544CrossRef Brown G, Carlyle M, Salmerón J, Wood K (2006) Defending critical infrastructure. Interfaces 36(6):530–544CrossRef
go back to reference Burgschweiger J, Gnädig B, Steinbach MC (2009) Optimization models for operative planning in drinking water networks. Optim Eng 10(1):43–73MathSciNetMATHCrossRef Burgschweiger J, Gnädig B, Steinbach MC (2009) Optimization models for operative planning in drinking water networks. Optim Eng 10(1):43–73MathSciNetMATHCrossRef
go back to reference Chatterjee S, Simonoff JS (2013) Handbook of regression analysis. Wiley, HobokenMATH Chatterjee S, Simonoff JS (2013) Handbook of regression analysis. Wiley, HobokenMATH
go back to reference Chen RLY, Cohn A, Fan N, Pinar A (2014) Contingency-risk informed power system design. IEEE Trans Power Syst 29(5):2087–2096CrossRef Chen RLY, Cohn A, Fan N, Pinar A (2014) Contingency-risk informed power system design. IEEE Trans Power Syst 29(5):2087–2096CrossRef
go back to reference Coelho B, Andrade-Campos A (2014) Efficiency achievement in water supply systems—a review. Renew Sustain Energy Rev 30:59–84CrossRef Coelho B, Andrade-Campos A (2014) Efficiency achievement in water supply systems—a review. Renew Sustain Energy Rev 30:59–84CrossRef
go back to reference D’Ambrosio C, Lodi A, Wiese S, Bragalli C (2015) Mathematical programming techniques in water network optimization. Eur J Oper Res 243(3):774–788MathSciNetMATHCrossRef D’Ambrosio C, Lodi A, Wiese S, Bragalli C (2015) Mathematical programming techniques in water network optimization. Eur J Oper Res 243(3):774–788MathSciNetMATHCrossRef
go back to reference Dandy GC, Simpson AR, Murphy LJ (1994) Optimum design and operation of pumped water distribution systems. In: International Conference on hydraulics in civil engineering: “Hydraulics Working with the Environment”. Institution of Engineers, Australia, pp 149–155 Dandy GC, Simpson AR, Murphy LJ (1994) Optimum design and operation of pumped water distribution systems. In: International Conference on hydraulics in civil engineering: “Hydraulics Working with the Environment”. Institution of Engineers, Australia, pp 149–155
go back to reference De Corte A, Sörensen K (2013) Optimisation of gravity-fed water distribution network design: a critical review. Eur J Oper Res 228(1):1–10MathSciNetMATHCrossRef De Corte A, Sörensen K (2013) Optimisation of gravity-fed water distribution network design: a critical review. Eur J Oper Res 228(1):1–10MathSciNetMATHCrossRef
go back to reference DIN 1988-500 (2011) Codes of practice for drinking water installations–Part 500: pressure boosting stations with RPM-regulated pumps; DVGW code of practice DIN 1988-500 (2011) Codes of practice for drinking water installations–Part 500: pressure boosting stations with RPM-regulated pumps; DVGW code of practice
go back to reference DIN 1988-300 (2012) Codes of practice for drinking water installations–Part 300: pipe sizing; DVGW code of practice DIN 1988-300 (2012) Codes of practice for drinking water installations–Part 300: pipe sizing; DVGW code of practice
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 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
go back to reference Fischetti M, Ljubi I, Monaci M, Sinnl M (2017) A new general-purpose algorithm for mixed-integer bilevel linear programs. Oper Res 65(6):1615–1637MathSciNetMATHCrossRef Fischetti M, Ljubi I, Monaci M, Sinnl M (2017) A new general-purpose algorithm for mixed-integer bilevel linear programs. Oper Res 65(6):1615–1637MathSciNetMATHCrossRef
go back to reference Fujiwara O, Khang DB (1990) A two-phase decomposition method for optimal design of looped water distribution networks. Water Resour Res 26(4):539–549CrossRef Fujiwara O, Khang DB (1990) A two-phase decomposition method for optimal design of looped water distribution networks. Water Resour Res 26(4):539–549CrossRef
go back to reference Garey MR, Johnson DS (1979) Computers and intractability: a guide to the theory of NP-completeness. Freeman, New YorkMATH Garey MR, Johnson DS (1979) Computers and intractability: a guide to the theory of NP-completeness. Freeman, New YorkMATH
go back to reference Geißler B, Kolb O, Lang J, Leugering G, Martin A, Morsi A (2011) Mixed integer linear models for the optimization of dynamical transport networks. Math Methods Oper Res 73(3):339–362MathSciNetMATHCrossRef Geißler B, Kolb O, Lang J, Leugering G, Martin A, Morsi A (2011) Mixed integer linear models for the optimization of dynamical transport networks. Math Methods Oper Res 73(3):339–362MathSciNetMATHCrossRef
go back to reference Ghaddar B, Naoum-Sawaya J, Kishimoto A, Taheri N, Eck B (2015) A Lagrangian decomposition approach for the pump scheduling problem in water networks. Eur J Oper Res 241(2):490–501MathSciNetMATHCrossRef Ghaddar B, Naoum-Sawaya J, Kishimoto A, Taheri N, Eck B (2015) A Lagrangian decomposition approach for the pump scheduling problem in water networks. Eur J Oper Res 241(2):490–501MathSciNetMATHCrossRef
go back to reference Ghidaoui MS, Zhao M, McInnis DA, Axworthy DH (2005) A review of water hammer theory and practice. Appl Mech Rev 58(1):49–76CrossRef Ghidaoui MS, Zhao M, McInnis DA, Axworthy DH (2005) A review of water hammer theory and practice. Appl Mech Rev 58(1):49–76CrossRef
go back to reference Gleixner AM, Held H, Huang W, Vigerske S (2012) Towards globally optimal operation of water supply networks. Numer Algebra Control Optim 2(2):695–711MathSciNetMATH Gleixner AM, Held H, Huang W, Vigerske S (2012) Towards globally optimal operation of water supply networks. Numer Algebra Control Optim 2(2):695–711MathSciNetMATH
go back to reference Gleixner A, Eifler L, Gally T, Gamrath G, Gemander P, Gottwald RL, Hendel G, Hojny C, Koch T, Miltenberger M, Müller B, Pfetsch ME, Puchert C, Rehfeldt D, Schlösser F, Serrano F, Shinano Y, Viernickel JM, Vigerske S, Weninger D, Witt JT, Witzig J (2018) The SCIP optimization suite 5.0. Technical report, optimization online Gleixner A, Eifler L, Gally T, Gamrath G, Gemander P, Gottwald RL, Hendel G, Hojny C, Koch T, Miltenberger M, Müller B, Pfetsch ME, Puchert C, Rehfeldt D, Schlösser F, Serrano F, Shinano Y, Viernickel JM, Vigerske S, Weninger D, Witt JT, Witzig J (2018) The SCIP optimization suite 5.0. Technical report, optimization online
go back to reference Goemans MX, Bertsimas DJ (1993) Survivable networks, linear programming relaxations and the parsimonious property. Math Program 60(1–3):145–166MathSciNetMATHCrossRef Goemans MX, Bertsimas DJ (1993) Survivable networks, linear programming relaxations and the parsimonious property. Math Program 60(1–3):145–166MathSciNetMATHCrossRef
go back to reference Groß T, Pöttgen P, Pelz PF (2017) Analytical approach for the optimal operation of pumps in booster systems. J Water Resour Plann Manag 143(8):04017029CrossRef Groß T, Pöttgen P, Pelz PF (2017) Analytical approach for the optimal operation of pumps in booster systems. J Water Resour Plann Manag 143(8):04017029CrossRef
go back to reference Grötschel M, Monma CL, Stoer M (1995) Design of survivable networks. Handb Oper Res Manag Sci 7:617–672MathSciNetMATH Grötschel M, Monma CL, Stoer M (1995) Design of survivable networks. Handb Oper Res Manag Sci 7:617–672MathSciNetMATH
go back to reference Gülich JF (2008) Centrifugal pumps. Springer, Berlin Gülich JF (2008) Centrifugal pumps. Springer, Berlin
go back to reference Herrera M, Abraham E, Stoianov I (2016) A graph-theoretic framework for assessing the resilience of sectorised water distribution networks. Water Resour Manag 30(5):1685–1699CrossRef Herrera M, Abraham E, Stoianov I (2016) A graph-theoretic framework for assessing the resilience of sectorised water distribution networks. Water Resour Manag 30(5):1685–1699CrossRef
go back to reference Jowitt PW, Germanopoulos G (1992) Optimal pump scheduling in water-supply networks. J Water Resour Plann Manag 118(4):406–422CrossRef Jowitt PW, Germanopoulos G (1992) Optimal pump scheduling in water-supply networks. J Water Resour Plann Manag 118(4):406–422CrossRef
go back to reference Kleniati PM, Adjiman CS (2015) A generalization of the branch-and-sandwich algorithm: from continuous to mixed-integer nonlinear bilevel problems. Comput Chem Eng 72:373–386CrossRef Kleniati PM, Adjiman CS (2015) A generalization of the branch-and-sandwich algorithm: from continuous to mixed-integer nonlinear bilevel problems. Comput Chem Eng 72:373–386CrossRef
go back to reference Kolb O, Lang J (2012) Simulation and continuous optimization. In: Mathematical optimization of water networks. Springer, pp 17–33 Kolb O, Lang J (2012) Simulation and continuous optimization. In: Mathematical optimization of water networks. Springer, pp 17–33
go back to reference Leise P, Altherr LC (2018) Optimizing the design and control of decentralized water supply systems—a case-study of a hotel building. In: International conference on engineering optimization. Springer, pp 1241–1252 Leise P, Altherr LC (2018) Optimizing the design and control of decentralized water supply systems—a case-study of a hotel building. In: International conference on engineering optimization. Springer, pp 1241–1252
go back to reference Leise P, Altherr LC, Pelz PF (2018) Energy-efficient design of a water supply system for skyscrapers by mixed-integer nonlinear programming. In: Operations research proceedings 2017. Springer, pp 475–481 Leise P, Altherr LC, Pelz PF (2018) Energy-efficient design of a water supply system for skyscrapers by mixed-integer nonlinear programming. In: Operations research proceedings 2017. Springer, pp 475–481
go back to reference Lejano RP (2006) Optimizing the layout and design of branched pipeline water distribution systems. Irrig Drain Syst 20(1):125–137CrossRef Lejano RP (2006) Optimizing the layout and design of branched pipeline water distribution systems. Irrig Drain Syst 20(1):125–137CrossRef
go back to reference Mala-Jetmarova H, Sultanova N, Savic D (2017) Lost in optimisation of water distribution systems? A literature review of system operation. Environ Model Softw 93:209–254CrossRef Mala-Jetmarova H, Sultanova N, Savic D (2017) Lost in optimisation of water distribution systems? A literature review of system operation. Environ Model Softw 93:209–254CrossRef
go back to reference Meng F, Fu G, Farmani R, Sweetapple C, Butler D (2018) Topological attributes of network resilience: a study in water distribution systems. Water Res 143:376–386CrossRef Meng F, Fu G, Farmani R, Sweetapple C, Butler D (2018) Topological attributes of network resilience: a study in water distribution systems. Water Res 143:376–386CrossRef
go back to reference Morsi A, Geißler B, Martin A (2012) Mixed integer optimization of water supply networks. In: Mathematical optimization of water networks. Springer, pp 35–54 Morsi A, Geißler B, Martin A (2012) Mixed integer optimization of water supply networks. In: Mathematical optimization of water networks. Springer, pp 35–54
go back to reference Narayanan I, Sarangan V, Vasan A, Srinivasan A, Sivasubramaniam A, Murt BS, Narasimhan S (2012) Efficient booster pump placement in water networks using graph theoretic principles. In: International green computing conference (IGCC), pp 1–6 Narayanan I, Sarangan V, Vasan A, Srinivasan A, Sivasubramaniam A, Murt BS, Narasimhan S (2012) Efficient booster pump placement in water networks using graph theoretic principles. In: International green computing conference (IGCC), pp 1–6
go back to reference Nault J, Papa F (2015) Lifecycle assessment of a water distribution system pump. J Water Resour Plann Manag 141(12):A4015004CrossRef Nault J, Papa F (2015) Lifecycle assessment of a water distribution system pump. J Water Resour Plann Manag 141(12):A4015004CrossRef
go back to reference Ostfeld A, Tubaltzev A (2008) Ant colony optimization for least-cost design and operation of pumping water distribution systems. J Water Resour Plann Manag 134(2):107–118CrossRef Ostfeld A, Tubaltzev A (2008) Ant colony optimization for least-cost design and operation of pumping water distribution systems. J Water Resour Plann Manag 134(2):107–118CrossRef
go back to reference Pedersen GK, Yang Z (2008) Efficiency optimization of a multi-pump booster system. In: Proceedings of the 10th annual conference on Genetic and evolutionary computation. ACM, pp 1611–1618 Pedersen GK, Yang Z (2008) Efficiency optimization of a multi-pump booster system. In: Proceedings of the 10th annual conference on Genetic and evolutionary computation. ACM, pp 1611–1618
go back to reference Prasad TD (2009) Design of pumped water distribution networks with storage. J Water Resour Plann Manag 136(1):129–132CrossRef Prasad TD (2009) Design of pumped water distribution networks with storage. J Water Resour Plann Manag 136(1):129–132CrossRef
go back to reference Rossman LA (2000) EPANET 2 users manual. U.S Environmental Protection Agency, Cincinnati Rossman LA (2000) EPANET 2 users manual. U.S Environmental Protection Agency, Cincinnati
go back to reference Savic DA, Walters GA (1997) Genetic algorithms for least-cost design of water distribution networks. J Water Resour Plann Manag 123(2):67–77CrossRef Savic DA, Walters GA (1997) Genetic algorithms for least-cost design of water distribution networks. J Water Resour Plann Manag 123(2):67–77CrossRef
go back to reference Shin S, Lee S, Judi DR, Parvania M, Goharian E, McPherson T, Burian SJ (2018) A systematic review of quantitative resilience measures for water infrastructure systems. Water 10(2):164CrossRef Shin S, Lee S, Judi DR, Parvania M, Goharian E, McPherson T, Burian SJ (2018) A systematic review of quantitative resilience measures for water infrastructure systems. Water 10(2):164CrossRef
go back to reference Skworcow P, Paluszczyszyn D, Ulanicki B (2014) Pump schedules optimisation with pressure aspects in complex large-scale water distribution systems. Drink Water Eng Sci 7:53–62CrossRef Skworcow P, Paluszczyszyn D, Ulanicki B (2014) Pump schedules optimisation with pressure aspects in complex large-scale water distribution systems. Drink Water Eng Sci 7:53–62CrossRef
go back to reference Todini E (2000) Looped water distribution networks design using a resilience index based heuristic approach. Urban Water 2(2):115–122CrossRef Todini E (2000) Looped water distribution networks design using a resilience index based heuristic approach. Urban Water 2(2):115–122CrossRef
go back to reference Ulanicki B, Kahler J, Coulbeck B (2008) Modeling the efficiency and power characteristics of a pump group. J Water Resour Plann Manag 134(1):88–93CrossRef Ulanicki B, Kahler J, Coulbeck B (2008) Modeling the efficiency and power characteristics of a pump group. J Water Resour Plann Manag 134(1):88–93CrossRef
go back to reference Varma KVK, Narasimhan S, Bhallamudi SM (1997) Optimal design of water distribution systems using an NLP method. J Environ Eng 123(4):381–388CrossRef Varma KVK, Narasimhan S, Bhallamudi SM (1997) Optimal design of water distribution systems using an NLP method. J Environ Eng 123(4):381–388CrossRef
go back to reference Verleye D, Aghezzaf EH (2013) Optimising production and distribution operations in large water supply networks: a piecewise linear optimisation approach. Int J Prod Res 51(23–24):7170–7189CrossRef Verleye D, Aghezzaf EH (2013) Optimising production and distribution operations in large water supply networks: a piecewise linear optimisation approach. Int J Prod Res 51(23–24):7170–7189CrossRef
go back to reference Vielma JP, Nemhauser GL (2011) Modeling disjunctive constraints with a logarithmic number of binary variables and constraints. Math Program 128(1–2):49–72MathSciNetMATHCrossRef Vielma JP, Nemhauser GL (2011) Modeling disjunctive constraints with a logarithmic number of binary variables and constraints. Math Program 128(1–2):49–72MathSciNetMATHCrossRef
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):25–57MathSciNetMATHCrossRef 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):25–57MathSciNetMATHCrossRef
go back to reference Yates D, Templeman A, Boffey T (1984) The computational complexity of the problem of determining least capital cost designs for water supply networks. Eng Optim 7(2):143–155CrossRef Yates D, Templeman A, Boffey T (1984) The computational complexity of the problem of determining least capital cost designs for water supply networks. Eng Optim 7(2):143–155CrossRef
go back to reference Zessler U, Shamir U (1989) Optimal operation of water distribution systems. J Water Resour Plann Manag 115(6):735–752CrossRef Zessler U, Shamir U (1989) Optimal operation of water distribution systems. J Water Resour Plann Manag 115(6):735–752CrossRef
Metadata
Title
Resilient layout, design and operation of energy-efficient water distribution networks for high-rise buildings using MINLP
Authors
Lena C. Altherr
Philipp Leise
Marc E. Pfetsch
Andreas Schmitt
Publication date
26-02-2019
Publisher
Springer US
Published in
Optimization and Engineering / Issue 2/2019
Print ISSN: 1389-4420
Electronic ISSN: 1573-2924
DOI
https://doi.org/10.1007/s11081-019-09423-8

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