Dual-Determination of Modulation Types and Signal-to-Noise Ratios Using 2D-ASIQH Features for Next Generation of Wireless Communication Systems

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dc.authoridAl-Gailani, Samir/0000-0002-8773-7464
dc.authoridMohd Shah, Nor Shahida/0000-0001-8759-0426
dc.authoridAlmohamad, Tarik Adnan/0000-0001-7961-2998
dc.authoridMohd Salleh, Mohd Fadzli/0000-0002-1801-6049
dc.contributor.authorAlmohamad, Tarik Adnan
dc.contributor.authorSalleh, Mohd Fadzli Mohd
dc.contributor.authorMahmud, Mohd Nazri
dc.contributor.authorKaras, Ismail Rakip
dc.contributor.authorShah, Nor Shahida Mohd
dc.contributor.authorAl-Gailani, Samir Ahmed
dc.date.accessioned2024-09-29T16:03:26Z
dc.date.available2024-09-29T16:03:26Z
dc.date.issued2021
dc.departmentKarabük Üniversitesien_US
dc.description.abstractIn order to pursue rapid development of the new generation of wireless communication systems and elevate their security and efficiency, this paper proposes a novel scheme for automatic dual determination of modulation types and signal to noise ratios (SNR) for next generations of wireless communication systems, fifth-generation (5G) and beyond. The proposed scheme adopts unique signatures depicted in two-dimensional asynchronously sampled in-phase-quadrature amplitudes' histograms (2D-ASIQHs)-based images and applies the support vector machines (SVMs) tool. Along with the estimation of the instantaneous SNR values over 0-35 dB range, the determination of nine modulation types that belong to different modulation categories i.e., phase-shift keying (Binary-PSK, Quadrature-PSK, and 8-PSK), amplitude-shift keying (2-ASK and 4-ASK) and quadrature-amplitude modulation (4-QAM, 16-QAM, 32-QAM, and 64-QAM) could be achieved by this scheme. The application of this scheme has been simulated using a channel model that is impaired by additive white Gaussian noise (AWGN) and Rayleigh fading, covering a broad range of SNRs of 0-35 dB. The performance of this dual-determination scheme shows high modulation recognition accuracy and low mean SNR estimation error. Therefore, it can be a better alternative for designers of next generation wireless communication systems.en_US
dc.description.sponsorshipUniversiti Sains Malaysia (USM) Fellowship Scheme; Research University Individual (RUI) [8014051]en_US
dc.description.sponsorshipThis work was supported in part by the Universiti Sains Malaysia (USM) Fellowship Scheme and in part by the Research University Individual (RUI) grant under Grant 8014051.en_US
dc.identifier.doi10.1109/ACCESS.2021.3057242
dc.identifier.endpage25857en_US
dc.identifier.issn2169-3536
dc.identifier.scopus2-s2.0-85100838543en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage25843en_US
dc.identifier.urihttps://doi.org/10.1109/ACCESS.2021.3057242
dc.identifier.urihttps://hdl.handle.net/20.500.14619/6095
dc.identifier.volume9en_US
dc.identifier.wosWOS:000619293700001en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherIeee-Inst Electrical Electronics Engineers Incen_US
dc.relation.ispartofIeee Accessen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectModulationen_US
dc.subjectSignal to noise ratioen_US
dc.subjectPhase shift keyingen_US
dc.subjectFeature extractionen_US
dc.subjectQuadrature amplitude modulationen_US
dc.subjectFading channelsen_US
dc.subjectReceiversen_US
dc.subjectModulation recognitionen_US
dc.subjectSNR estimationen_US
dc.subject5G communication systemen_US
dc.subjectsupport vector machineen_US
dc.subjectfeature-based approachen_US
dc.titleDual-Determination of Modulation Types and Signal-to-Noise Ratios Using 2D-ASIQH Features for Next Generation of Wireless Communication Systemsen_US
dc.typeArticleen_US

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