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Multiobjective design of water distribution networks using modified NSGA-II algorithm.
- Source :
- Water Supply; Mar2023, Vol. 23 Issue 3, p1220-1233, 14p
- Publication Year :
- 2023
-
Abstract
- Optimally designed water distribution networks (WDNs) make engineers' tasks difficult due to various challenges like non-linearity between head-loss and flow, commercially available distinct diameters, combinatorial, nondeterministic polynomial-time hard problems and a large number of decision variables. This paper develops a new hybrid NSGA-II algorithm augmented with a random multi-point crossover operator and a local search denoted by RLNSGA-II to design the multiobjective WDN. The efficiency of the proposed algorithm (RLNSGA-II) is tested on three benchmark problems, namely New York, Hanoi and Balerma networks. The results obtained are compared with the best-known algorithms available in the literature. The results have shown that the proposed algorithm RLNSGA-II has found better converged and distributed solutions for all three representative benchmark problems considered in the literature consistently and evidently when compared with the best-known approximation of solutions published. Furthermore, as the complexity of the WDN increases, its advantages over other algorithms become more significant. [ABSTRACT FROM AUTHOR]
- Subjects :
- WATER distribution
BENCHMARK problems (Computer science)
DIAMETER
Subjects
Details
- Language :
- English
- ISSN :
- 16069749
- Volume :
- 23
- Issue :
- 3
- Database :
- Complementary Index
- Journal :
- Water Supply
- Publication Type :
- Periodical
- Accession number :
- 162912001
- Full Text :
- https://doi.org/10.2166/ws.2023.035