FPGA implementation of neuro-fuzzy system with improved PSO learning

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dc.authorid0000-0003-0569-098X
dc.contributor.authorKarakuzu, Cihan
dc.contributor.authorKarakaya, Fuat
dc.contributor.authorCavuslu, Mehmet Ali
dc.date.accessioned2019-08-01T13:38:39Z
dc.date.available2019-08-01T13:38:39Z
dc.date.issued2016
dc.departmentNiğde ÖHÜ
dc.description.abstractThis paper presents the first hardware implementation of neuro-fuzzy system (NFS) with its metaheuristic learning ability on field programmable gate array (FPGA). Metaheuristic learning of NFS for all of its parameters is accomplished by using the improved particle swarm optimization (iPSO). As a second novelty, a new functional approach, which does not require any memory and multiplier usage, is proposed for the Gaussian membership functions of NFS. NFS and its learning using iPSO are implemented on Xilinx Virtex5 xc5vlx110-3ff1153 and efficiency of the proposed implementation tested on two dynamic system identification problems and licence plate detection problem as a practical application. Results indicate that proposed NFS implementation and membership function approximation is as effective as the other approaches available in the literature but requires less hardware resources. (C) 2016 Elsevier Ltd. All rights reserved.
dc.identifier.doi10.1016/j.neunet.2016.02.004
dc.identifier.endpage140
dc.identifier.issn0893-6080
dc.identifier.issn1879-2782
dc.identifier.pmid27136666
dc.identifier.scopus2-s2.0-84964483794
dc.identifier.scopusqualityQ1
dc.identifier.startpage128
dc.identifier.urihttps://dx.doi.org/10.1016/j.neunet.2016.02.004
dc.identifier.urihttps://hdl.handle.net/11480/3623
dc.identifier.volume79
dc.identifier.wosWOS:000376234300011
dc.identifier.wosqualityQ1
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.indekslendigikaynakPubMed
dc.institutionauthor[0-Belirlenecek]
dc.language.isoen
dc.publisherPERGAMON-ELSEVIER SCIENCE LTD
dc.relation.ispartofNEURAL NETWORKS
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.subjectNeuro-fuzzy network
dc.subjectFPGA implementation
dc.subjectVHDL
dc.subjectSystem identification
dc.subjectMetaheuristic learning
dc.titleFPGA implementation of neuro-fuzzy system with improved PSO learning
dc.typeArticle

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