A Novel Analog Modulation Classification: Discrete Wavelet Transform- Extreme Learning Machine (DWT-ELM)

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dc.contributor.authorUstundag, Mehmet
dc.date.accessioned2025-10-24T18:04:43Z
dc.date.available2025-10-24T18:04:43Z
dc.date.issued2021
dc.departmentMalatya Turgut Özal Üniversitesi
dc.description.abstractThe aim of this study is to propose a method using discrete wavelet transform and extreme learning machine (DWT-ELM) in classification of communication signals. Six types of analog modulated signals as “AM”, “DSB”, “USB”, “LSB”, “FM” and “PM” are used for classification and analog modulated signal dataset consists of 1920 signals. These signals are also added white noise. Feature extraction is performed using different DWT filters. The feature vector obtained from DWT is used in classification. ELM is preferred due to its advantages over conventional back-propagation based classification. The feature vector is fed by the inputs of the ELM. The performance of the proposed method is evaluated for different types of DWT filters. In addition, compared results with similar study are presented to be able to determine the success of the proposed method.
dc.identifier.endpage506
dc.identifier.issn2147-3129
dc.identifier.issn2147-3188
dc.identifier.issue2
dc.identifier.startpage492
dc.identifier.trdizinid1113761
dc.identifier.urihttps://search.trdizin.gov.tr/tr/yayin/detay/1113761
dc.identifier.urihttps://hdl.handle.net/20.500.12899/3062
dc.identifier.volume10
dc.indekslendigikaynakTR-Dizin
dc.language.isoen
dc.relation.ispartofBitlis Eren Üniversitesi Fen Bilimleri Dergisi
dc.relation.publicationcategoryMakale - Ulusal Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.snmzTR-Dizin_20251023
dc.subjectBilgisayar Bilimleri
dc.subjectYazılım Mühendisliği
dc.subjectBilgisayar Bilimleri
dc.subjectTeori ve Metotlar
dc.subjectBilgisayar Bilimleri
dc.subjectYapay Zeka
dc.subjectWavelet Transform
dc.subjectDWT-ELM
dc.subjectELM classification
dc.subjectAnalog modulated signals
dc.titleA Novel Analog Modulation Classification: Discrete Wavelet Transform- Extreme Learning Machine (DWT-ELM)
dc.typeArticle

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