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Comparative analysis of fuzzy inference systems for water consumption time series prediction

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dc.contributor.author Firat, M.
dc.contributor.author Turan, M.E.
dc.contributor.author Yurdusev, M.A.
dc.date.accessioned 2019-08-16T12:09:57Z
dc.date.available 2019-08-16T12:09:57Z
dc.date.issued 2009
dc.identifier.issn 00221694 (ISSN)
dc.identifier.uri http://acikerisim.pau.edu.tr:8080/xmlui/handle/11499/6717
dc.description.abstract Two types of fuzzy inference systems (FIS) are used for predicting municipal water consumption time series. The FISs used include an adaptive neuro-fuzzy inference system (ANFIS) and a Mamdani fuzzy inference systems (MFIS). The prediction models are constructed based on the combination of the antecedent values of water consumptions. The performance of ANFIS and MFIS models in training and testing phases are compared with the observations and the best fit model is identified according to the selected performance criteria. The results demonstrated that the ANFIS model is superior to MFIS models and can be successfully applied for prediction of water consumption time series. © 2009 Elsevier B.V. All rights reserved.
dc.language.iso English
dc.relation.isversionof 10.1016/j.jhydrol.2009.06.013
dc.subject Adaptive neuro-fuzzy inference system
dc.subject Mamdani fuzzy inference systems
dc.subject Water consumption prediction
dc.subject Water management
dc.subject ANFIS model
dc.subject Best-fit models
dc.subject Comparative analysis
dc.subject Fuzzy inference systems
dc.subject Mamdani
dc.subject Municipal water
dc.subject Performance criterion
dc.subject Prediction model
dc.subject Time series prediction
dc.subject Training and testing
dc.subject Water consumption
dc.subject Fuzzy inference
dc.subject Mathematical models
dc.subject Time series
dc.subject Time series analysis
dc.subject Water analysis
dc.subject Water supply
dc.subject Fuzzy systems
dc.subject comparative study
dc.subject fuzzy mathematics
dc.subject hydrological modeling
dc.subject prediction
dc.subject time series
dc.subject water management
dc.subject water use
dc.title Comparative analysis of fuzzy inference systems for water consumption time series prediction
dc.type Article
dc.relation.journal Journal of Hydrology
dc.identifier.volume 374
dc.identifier.issue 3-4
dc.identifier.startpage 235
dc.identifier.endpage 241
dc.identifier.index Scopus


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