Optimization of Pump Scheduling Program in Water Supply Systems Using a Self-Adaptive NSGA-II; a Review of Theory to Real Application
Yasaman Makaremi (),
Ali Haghighi () and
Hamid Reza Ghafouri ()
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Yasaman Makaremi: Shahid Chamran University of Ahvaz
Ali Haghighi: Shahid Chamran University of Ahvaz
Hamid Reza Ghafouri: Shahid Chamran University of Ahvaz
Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), 2017, vol. 31, issue 4, No 13, 1283-1304
Abstract:
Abstract The operation of pumps imposes significant costs on a water distribution system for energy supply and pumps maintenance. To derive an optimum pumps scheduling program, this study presents a multiobjective optimization problem with the objective functions of 1- energy cost and 2- the number of pump switches. The optimization of both objective functions together leads to a multiobjective constrained optimization problem. To solve the problem, the Non-Dominated Sorting Genetic Algorithm, version II, (NSGA-II) is coupled to the EPANET hydraulic simulation model. For constraint handling, some modifications are introduced to the standard NSGA-II to make it self-adaptive through which all constraints of the problem are automatically satisfied. Application of the model to a test example and a real pipe network verifies that the proposed scheme is computationally efficient and reliable. Also, optimization of the real pipe network reveals that by a careful pump scheduling program the total number of pump switches even in optimum operations could be decreased by 69% while the energy cost increases at most by 10%.
Keywords: Pump scheduling program; Self-adaptive; NSGA-Ii; Multiobjective optimization; Energy costs (search for similar items in EconPapers)
Date: 2017
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Citations: View citations in EconPapers (8)
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DOI: 10.1007/s11269-017-1577-x
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