Fuzzy Systems Tuned By Swarm Based Optimization Algorithms for Predicting Stream flow

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dc.contributor.authorTuran M.E.
dc.date.accessioned2024-07-22T08:11:37Z
dc.date.available2024-07-22T08:11:37Z
dc.date.issued2016
dc.description.abstractRiver flow prediction is an important phenomenon in water resources for which different methods and perspective have been used. Using fuzzy system with black box perspective is one of them. Fuzzy systems have some parameters and properties that have to be determined. This is an optimization problem that can be solved by swarm optimization techniques among several techniques. Swarm optimization are developed by inspiring from the behavior of the animals living as swarm. The study presents two achievements fuzzy system that tuned by swarm optimization algorithms can be used for prediction of monthly mean streamflow and which swarm optimization algorithm is better than the others for tuning fuzzy systems. Three swarm optimization algorithms, hunter search, firefly, artificial bee colony are used in this study. These algorithms are compared with mean performance values and convergence speed. Monthly streamflow data of three stream gauging stations in Susurluk Basin are used for the case study. The results show, swarm optimization algorithms can be used for prediction of monthly mean streamflow and ABC algorithm has better performance values than other optimization algorithms. © 2016, Springer Science+Business Media Dordrecht.
dc.identifier.DOI-ID10.1007/s11269-016-1424-5
dc.identifier.issn09204741
dc.identifier.urihttp://akademikarsiv.cbu.edu.tr:4000/handle/123456789/15725
dc.language.isoEnglish
dc.publisherSpringer Netherlands
dc.subjectAnimalia
dc.subjectApoidea
dc.subjectAlgorithms
dc.subjectBioluminescence
dc.subjectEvolutionary algorithms
dc.subjectForecasting
dc.subjectFuzzy systems
dc.subjectStream flow
dc.subjectWater resources
dc.subjectArtificial bee colonies
dc.subjectArtificial bee colony algorithms
dc.subjectFirefly algorithms
dc.subjectOptimization algorithms
dc.subjectOptimization problems
dc.subjectSearch Algorithms
dc.subjectStreamflow prediction
dc.subjectSwarm optimization algorithms
dc.subjectalgorithm
dc.subjectfuzzy mathematics
dc.subjectoptimization
dc.subjectprediction
dc.subjectriver flow
dc.subjectstreamflow
dc.subjectOptimization
dc.titleFuzzy Systems Tuned By Swarm Based Optimization Algorithms for Predicting Stream flow
dc.typeArticle

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