A Multiprotocol Controller Deployment in SDN-Based IoMT Architecture

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dc.authoridÇalhan, Ali/0000-0002-5798-3103
dc.authoridCİCİOĞLU, MURTAZA/0000-0002-5657-7402
dc.authorwosidÇalhan, Ali/H-1375-2014
dc.authorwosidCİCİOĞLU, MURTAZA/AAL-5004-2020
dc.contributor.authorCicioğlu, Murtaza
dc.contributor.authorÇalhan, Ali
dc.date.accessioned2023-07-26T11:58:01Z
dc.date.available2023-07-26T11:58:01Z
dc.date.issued2022
dc.departmentDÜ, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.description.abstractInternet of Medical Things (IoMT) as a next-generation network requires heterogeneous services, technologies, and equipment infrastructure management resulting in more complex systems. The software-defined networking (SDN) approach has emerged as a promising solution to reduce this complexity by proposing a vendor-independent structure that disaggregates the control and data planes. In this study, an architecture based on the SDN is proposed for such heterogeneous and complex IoMT networks. A new controller that supports different wireless communication protocols has been developed for the control plane. We propose machine learning (ML)-based load balancing and time-sensitive prioritization (MLA) algorithms for dense and dynamic networks. An SDN-based IoMT network that consists of IEEE 802.15.6, TDMA, and IEEE 802.11 protocols is analyzed in a simulation program simultaneously using various scenarios in terms of throughput, delay, packet loss ratio, bit error rate, and user density parameters. In addition, in this study, a new data set is created for load balancing. The performances of support vector machine (SVM), ensemble of decision trees, k-NN, and Naive Bayes ML algorithms are compared, and SVM gives the best result with 95.1% accuracy.en_US
dc.identifier.doi10.1109/JIOT.2022.3175669
dc.identifier.endpage20840en_US
dc.identifier.issn2327-4662
dc.identifier.issue21en_US
dc.identifier.startpage20833en_US
dc.identifier.urihttps://doi.org/10.1109/JIOT.2022.3175669
dc.identifier.urihttps://hdl.handle.net/20.500.12684/13376
dc.identifier.volume9en_US
dc.identifier.wosWOS:000871080800008en_US
dc.identifier.wosqualityQ1en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.institutionauthorÇalhan, Ali
dc.language.isoenen_US
dc.publisherIeee-Inst Electrical Electronics Engineers Incen_US
dc.relation.ispartofIeee Internet of Things Journalen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.snmz$2023V1Guncelleme$en_US
dc.subjectProtocols; Wireless Communication; Computer Architecture; Ieee 802; 15 Standard; Time Division Multiple Access; Standards; Internet Of Things; Machine Learning (Ml); Software-Defined Networking (Sdn); Wireless Sensor Networksen_US
dc.subjectInternet; Framework; Threatsen_US
dc.titleA Multiprotocol Controller Deployment in SDN-Based IoMT Architectureen_US
dc.typeArticleen_US

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