Moisture content estimation during fixed bed drying process with design of experiment and ANFIS methods

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dc.contributor.authorAkkoyunlu, Mustafa Tahir
dc.contributor.authorPekel, Engin
dc.contributor.authorAkkoyunlu, Mehmet Cabir
dc.contributor.authorPusat, Saban
dc.contributor.authorOzkan, Coskun
dc.contributor.authorKara, Selin Soner
dc.date.accessioned2024-02-23T14:29:43Z
dc.date.available2024-02-23T14:29:43Z
dc.date.issued2019
dc.departmentNEÜen_US
dc.description.abstractIn this study, a two stage methodology was applied to predict the exit coal moisture content during the drying process. The first stage included a design of experiment (DoE) study which made easy to determine the significance levels of drying parameters. At the end of the DoE stage, it was determined that the most significant parameter was bed height, and the least significant parameter was exit air relative humidity. The second stage included an adaptive neuro-fuzzy inference system (ANFIS) method which was applied to estimate the exit coal moisture content at any time. The experimental studies were conducted with different levels of the parameters (air temperature, air velocity, bed height, particle size, and air relative humidity). At the end of the second stage, the applicability of the ANFIS in the estimation of the exit coal moisture content was showed with satisfying results. R2 value was increased from 0.465 to 0.842.en_US
dc.identifier.doi10.1504/IJOGCT.2019.103066
dc.identifier.endpage345en_US
dc.identifier.issn1753-3309
dc.identifier.issn1753-3317
dc.identifier.issue3en_US
dc.identifier.scopus2-s2.0-85074286225en_US
dc.identifier.scopusqualityQ4en_US
dc.identifier.startpage332en_US
dc.identifier.urihttps://doi.org/10.1504/IJOGCT.2019.103066
dc.identifier.urihttps://hdl.handle.net/20.500.12452/14839
dc.identifier.volume22en_US
dc.identifier.wosWOS:000490559000003en_US
dc.identifier.wosqualityQ3en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherInderscience Enterprises Ltden_US
dc.relation.ispartofInternational Journal Of Oil Gas And Coal Technologyen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectAnfisen_US
dc.subjectDesign Of Experimenten_US
dc.subjectDoeen_US
dc.subjectDryingen_US
dc.subjectMoisture Estimationen_US
dc.subjectLow Rank Coalen_US
dc.subjectLrcen_US
dc.subjectLigniteen_US
dc.titleMoisture content estimation during fixed bed drying process with design of experiment and ANFIS methodsen_US
dc.typeArticleen_US

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