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The efficiency of setting parameters in a modified shuffled frog leaping algorithm applied to optimizing water distribution networks

dc.contributor.authorMora-Melia D.
dc.contributor.authorIglesias-Rey P.L.
dc.contributor.authorMartínez-Solano F.J.
dc.contributor.authorMuñoz-Velasco P.
dc.date.accessioned2020-09-02T22:23:34Z
dc.date.available2020-09-02T22:23:34Z
dc.date.issued2016
dc.identifier10.3390/w8050182
dc.identifier.citation8, 5, -
dc.identifier.issn20734441
dc.identifier.urihttps://hdl.handle.net/20.500.12728/5405
dc.descriptionThis paper presents a modified Shuffled Frog Leaping Algorithm (SFLA) applied to thedesign of water distribution networks. Generally, one of the major disadvantages of the traditionalSFLA is the high number of parameters that need to be calibrated for proper operation of thealgorithm. A method for calibrating these parameters is presented and applied to the design ofthree benchmark medium-sized networks widely known in the literature (Hanoi, New York Tunnel, and GoYang). For each of the problems, over 35,000 simulations were conducted. Then, a statisticalanalysis was performed, and the relative importance of each of the parameters was analyzed toachieve the best possible configuration of the modified SFLA. The main conclusion from this studyis that not all of the original SFL algorithm parameters are important. Thus, the fraction of frogs inthe memeplex q can be eliminated, while the other parameters (number of evolutionary steps Ns, number of memeplexes m, and number of frogs n) may be set to constant values that run optimallyfor all medium-sized networks. Furthermore, the modified acceleration parameter C becomes the keyparameter in the calibration process, vastly improving the results provided by the original SFLA. © 2016 by the authors.
dc.language.isoen
dc.publisherMDPI AG
dc.subjectDesign
dc.subjectOptimization
dc.subjectShuffled frog leaping algorithm
dc.subjectWater distribution networks
dc.subjectAlgorithms
dc.subjectCalibration
dc.subjectDesign
dc.subjectOptimization
dc.subjectWater distribution systems
dc.subjectWater supply systems
dc.subjectAcceleration parameters
dc.subjectAlgorithm parameters
dc.subjectCalibration process
dc.subjectConstant values
dc.subjectModified shuffled frog leaping algorithms
dc.subjectSetting parameters
dc.subjectShuffled frog leaping algorithm (SFLA)
dc.subjectWater distribution networks
dc.subjectParameter estimation
dc.subjectAnura
dc.titleThe efficiency of setting parameters in a modified shuffled frog leaping algorithm applied to optimizing water distribution networks
dc.typeArticle


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