The performance comparison of discrete wavelet neural network and discrete wavelet adaptive network based fuzzy inference system for digital modulation recognition

Basit Öğe Kaydı
dc.contributor.authorAvci, E.
dc.contributor.authorAvci, D.
dc.date.accessioned2026-08-12T17:45:14Z
dc.date.issued2008
dc.departmentFırat Üniversitesi
dc.description.abstractIn this paper, a new discrete wavelet neural network (DWNN) and discrete wavelet adaptive network based fuzzy inference system (DWANFIS) methods are offered for automatic digital modulation recognition (ADMR) and the performance comparison between these new DWNN and DWANFIS intelligent systems are performed by using bior1.3, bior2.2, bior2.8, bior3.5, bior6.8, coif1, coif2, coif3, coif4, coif5, db3, db5, db8, db10, sym2, sym3, sym5, sym7, and sym8 wavelet decomposition filters, respectively. Moreover in this study, discrete wavelet transform (DWT) and adaptive wavelet entropy are used in feature extraction stages of these intelligent systems. The digital modulation types used in this study are ASK2, ASK4, ASK8, FSK2, FSK4, FSK8, PSK2, PSK4, and PSK8. Here, mean correct recognition rates for digital modulation recognition were obtained 96.51% and 90.24% by using DWNN and DWANFIS intelligent systems, respectively. (C) 2007 Elsevier Ltd. All rights reserved.
dc.identifier.doi10.1016/j.eswa.2007.06.008
dc.identifier.endpage101
dc.identifier.issn0957-4174
dc.identifier.issn1873-6793
dc.identifier.issue1.Şub
dc.identifier.orcid0000-0002-5204-0501
dc.identifier.scopus2-s2.0-44949220344
dc.identifier.scopusqualityQ1
dc.identifier.startpage90
dc.identifier.urihttps://doi.org/10.1016/j.eswa.2007.06.008
dc.identifier.urihttps://hdl.handle.net/11508/60603
dc.identifier.volume35
dc.identifier.wosWOS:000257617100009
dc.identifier.wosqualityQ1
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherPergamon-Elsevier Science Ltd
dc.relation.ispartofExpert Systems with Applications
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WoS_20260511
dc.subjectANN
dc.subjectANFIS
dc.subjectDWT
dc.subjectdiscrete wavelet neural network system
dc.subjectdiscrete wavelet adaptive network based fuzzy inference system
dc.subjectdigital modulation recognition
dc.subjectfeature extraction
dc.subjectwavelet entropy
dc.subjectwavelet decomposition filters
dc.titleThe performance comparison of discrete wavelet neural network and discrete wavelet adaptive network based fuzzy inference system for digital modulation recognition
dc.typeArticle

Dosyalar

Koleksiyon

WoS İndeksli Yayınlar Koleksiyonu
Scopus İndeksli Yayınlar Koleksiyonu