Abstract
This research aims to optimize the operation of pumping stations in water distribution networks (WDNs). Two main objectives are considered: minimizing the pumping energy costs through the scheduling of pumping stations by means of variable-speed pumps and, maximizing the reliability of pumping stations or storage tanks. Accordingly, a multi-objective ant colony optimization is developed in Visual Studio C ++. This optimization algorithm is directly linked to EPANET2.0 for two case studies including Anytown and two loops WDNs. This study reveals that there is a strong correlation between the number of nodes and pumps, and the range of the hydraulic reliability in the solutions of pareto-optimal front. In scheduling of pumping station operation, a wider range of reliability can be provided in storage tanks compared to pumping stations. Based on WDN’s requirements, decision makers can choose a solution with the desired reliability of pumping stations and storage tanks and the relevant pumping energy costs.
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References
Abunada M, Trifunovic N, Kennedy M, Babel M (2014) Optimization and reliability assessment of water distribution networks incorporating demand balancing tanks. In: Proceedings of 12th international conference on CCWI, Technical University of Perugia, Italy, 14–17 July
Afshar A, Sharifi F, Jalali MR (2009) Non-dominated archiving multi-colony ant algorithm for multi-objective optimization: application to multi-purpose reservoir operation. J Eng Opt 41(4):313–325. https://doi.org/10.1080/03052150802460414
Cardoso P, Jesus M, Márquez A (2003) MONACO—multi-objective network optimization based on an ACO. In: Proceedings of Encuentros de Geometria Computacional, University of Seville, Seville, Spain, 16–17 June
Castro-Gama M, Pan Q, Lanfranchi EA, Jonoski A, Solomatine DP (2017) Pump scheduling for a large water distribution network, Milan, Italy. In: Proceedings of 18th international conference on water distribution systems, Cartagena, Columbia, 24–28 July
Clingenpeel WH (1983) Optimizing pump operating costs. AWWA 75(10):502–509
Colombo AF, Karney BW (2005) Impacts of leaks on energy consumption in pumped systems with storage. J Water Resour Plan Manag 131(2):146–155. https://doi.org/10.1061/(ASCE)0733-9496(2005)131:2(146)
Cullinane MJ, Lansey KE, Mays LW (1992) Optimization-availability-based design of water distribution networks. J Hydraul Eng 118(3):420–441. https://doi.org/10.1061/(ASCE)0733-9429(1992)118:3(420)
Deb K (1999) Multi-objective genetic algorithms: problem difficulties and construction of test problems. J Evol Comput 7(3):205–230. https://doi.org/10.1162/evco.1999.7.3.205
Dorigo M, Maniezzo V, Colorni A (1996) Ant system: optimization by a colony of cooperating agents. Trans Syst Man Cybern Syst IEEE Part B 26(1):29–41. https://doi.org/10.1109/3477.484436
Duan N, Mays LW (1990) Reliability analysis of pumping systems. J Hydraul Eng 116(2):230–248. https://doi.org/10.1061/(ASCE)0733-9429(1990)116:2(230)
Gupta R, Bhave PR (1994) Reliability analysis of water distribution systems. J Environ Eng 120(2):447–460. https://doi.org/10.1061/(ASCE)0733-9372(1994)120:2(447)
Hashemi SS, Tabesh M, AtaeeKia B (2011a) Ant-colony optimization of energy cost in water distribution systems using variable speed pumps. In: Proceedings of 4th ASCE-EWRI international perspective on water resources and the environment, National University of Singapore, Singapore, 4–6 January
Hashemi SS, Tabesh M, AtaeeKia B (2011b) Reducing the size of search space in pump scheduling for energy optimization in water distribution networks. In: Proceedings of 4th aspire-IWA conference and exhibition, Tokyo, Japan, 2–6 October
Hashemi SS, Tabesh M, AtaeeKia B (2013) Scheduling and operating costs in water distribution networks. Proc ICE Water Manag 166(8):432–442. https://doi.org/10.1680/wama.11.00091
Hashemi SS, Tabesh M, AtaeeKia B (2014) Ant-colony optimization of pumping schedule to minimize the energy cost using variable-speed pumps in water distribution networks. Urban Water J 11(5):335–347. https://doi.org/10.1080/1573062X.2013.795233
Ibáñez ML, Prasad TD, Paechter B (2005) Multi-objective optimization of the pump scheduling problem using SPEA2. In: Proceedings of IEEE congress on evolutionary computation (CEC), Edinburgh, Scotland, UK, 2–5 September
Ibáñez ML, Prasad TD, Paechter B (2008) Ant colony optimization for optimal control of pumps in water distribution networks. J Water Resour Plan Manag 134(4):337–346. https://doi.org/10.1061/(ASCE)0733-9496(2008)134:4(337)
Islamic Republic of Iran, Vice Presidency for Strategic Planning and Supervision (IRI/VPSPS) (2013) Design criteria of urban and rural water supply and distribution systems. Guideline No. 117-3 (First Revision), Office of Deputy for Strategic Supervision, Department of Technical Affairs, Ministry of Energy, Bureau of Engineering and Technical Criteria, Iran
Jowitt PW, Germanopoulos G (1992) Optimal pump scheduling in water-supply networks. J Water Resour Plan Manag 118(4):406–422. https://doi.org/10.1061/(ASCE)0733-9496(1992)118:4(406)
Lingireddy S, Wood J (1998) Improved operation of water distribution systems using variable-speed pumps. J Energy Eng 124(3):90–103. https://doi.org/10.1061/(ASCE)0733-9402(1998)124:3(90)
Makaremi Y, Haghighi A, Ghafouri HR (2017) Optimization of pump scheduling program in water supply systems using a self-adaptive NSGA-II; a review of theory to real application. Water Resour Manag 31(4):1283–1304. https://doi.org/10.1007/s11269-017-1577-x
Mariano CE, Morales E (1998) A multiple objective ant-Q algorithm for the design of water distribution irrigation networks. In: Proceedings of fist international workshop on ant colony optimization ANTS 98, Brussels, Belgium, 15–16 October
Mehzad N (2012) Multi-objective optimization of water distribution networks considering pump and tank effects. Dissertation, Department of Civil Engineering, University of Tehran, Tehran, Iran
Mehzad N, Tabesh M, Hashemi SS, AtaeeKia B (2011) Reliability of pumping station in water distribution networks considering VSP and SSP. In: Proceedings of computing and control for the water industry, urban water management, challenges and opportunities, University of Exeter, UK, 5–7 September
Mehzad N, Tabesh M, Hashemi SS, AtaeeKia B (2012) Reliability of water distribution networks due to pumps failure: comparison of VSP and SSP application. Drink Water Eng Sci Discuss. https://doi.org/10.5194/dwesd-5-351-2012
Murphy LJ, Dandy GC, Simpson AR (1994) Optimum design and operation of pumped water distribution systems. In: Proceedings of conference on hydraulics in civil engineering, Institution of Engineers, University of Queensland, Brisbane, Australia, 15–17 February
Odan FK, Ribeiro LF, Kapelan Z (2015) Real-time multiobjective optimization of operation of water supply systems. J Water Resour Plan Manag 141(9):04015011. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000515
Ostfeld A, Tubaltzev A (2008) Ant colony optimization for least-cost design and operation of pumping water distribution systems. J Water Resour Plan Manag 134(2):107–118. https://doi.org/10.1061/(ASCE)0733-9496(2008)134:2(107)
Pasha MFK, Lansey K (2009) Optimal pump scheduling by linear programming. In: Proceedings of world environmental and water resources congress: great rivers, Kansas, MI, USA, 17–21 May
Pasha MFK, Lansey K (2010) Strategies for real time pump operation for water distribution systems. In: Proceedings of 12th water distribution systems analysis conference (WDSA 2010), Tucson, Arizona, USA, 12–15 September
Prasad TD, Ibáñez ML, Paechter B (2006) Ant-colony optimization for optimal pump scheduling. In: Proceedings of 8th annual water distribution systems analysis symposium, University of Cincinatti, OH, USA, 27–30 August
Price E, Ostfeld A (2013) An iterative linearization scheme for convex non-linear equations: application to optimal operation of water distribution systems. J Water Resour Plan Manag 139(3):299–312. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000275
Schott JR (1995) Fault tolerant design using single and multi-criteria genetic algorithm optimization. Dissertation, Department of Aeronautics and Astronautics, Massachusetts Institute of Technology, Cambridge, MA
Sotelo A, von Lücken C, Baran B (2002) Multi-objective evolutionary algorithms in pump scheduling optimization. In: Proceedings of international conference on engineering computational technology, Stirling, Scotland, 4–6 September
Stutzel T, Hoos HH (2000) MAX–MIN ant system. Future Gener Comput Syst 16(8):889–914
Tabesh M (1998) Implications of the pressure dependency of outflows on data management, mathematical modelling and reliability assessment of water distribution systems. PhD Thesis, University of Liverpool, UK
Tabesh M, Zia A (2003) Dynamic management of water distribution networks based on hydraulic performance analysis of the system. J Water Supply 3(1):95–102
Trifunovic N, Abunada M, Babel M, Kennedy M (2014) The role of balancing tanks in optimal design of water distribution networks. J Water Supply Res Technol AQUA 64(5):610–628. https://doi.org/10.2166/aqua.2014.043
Van Veldhuizen DA, Lamont GB (1998) Multi objective evolutionary algorithm research: a history and analysis. Department of Electrical and Computer Engineering Graduate School of Engineering Air Force Institution Technology, Wright-Patterson AFB, OH, Technical Report TR-98-03
Van Zyl JE, Savic DA, Walters GA (2004) Operational optimization of water distribution systems using a hybrid GA. J Water Resour Plan Manag 130(2):160–170. https://doi.org/10.1061/(ASCE)0733-9496(2004)130:2(160)
Vieira F, Ramos HM, Covas DIC (2007) Multi-criteria optimization of energy efficiency in water supply systems. In: Ulanicki B, Butler D, Memon FA, Vairavamoorthy D (eds) Proceedings of water management challenges in global changes. Taylor and Francis, London
Walski TM, Creaco E (2016) Selection of pumping configuration for closed water distribution systems. J Water Resour Plan Manag 142(6):04016009
Young HP (1993) An evolutionary model of bargaining. J Econ Theory 59(1):145–168. https://doi.org/10.1006/jeth.1993.1009
Zessler U, Shamir U (1989) Optimal operation of water distribution systems. J Water Resour Plan Manag 115(6):735–752. https://doi.org/10.1061/(ASCE)0733-9496(1989)115:6(735)
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The authors would like to acknowledge the financial support of University of Tehran for this research under Grant No. 8102050/1/02.
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Mehzad, N., Tabesh, M., AtaeeKia, B. et al. Optimum Reliable Operation of Water Distribution Network Considering Pumping Station and Tank. Iran J Sci Technol Trans Civ Eng 43 (Suppl 1), 413–427 (2019). https://doi.org/10.1007/s40996-018-0174-4
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DOI: https://doi.org/10.1007/s40996-018-0174-4