A New Fog-Based Transmission Scheduler on the Internet of Multimedia Things Using a Fuzzy-Based Quantum Genetic Algorithm
dc.authorid | Al-Khafaji, Hamza Mohammed Ridha/0000-0003-3620-581X | |
dc.authorid | Zanbouri, Kouros/0000-0003-0252-8282 | |
dc.authorwosid | Jafari Navimipour, Nima/AAF-5662-2021 | |
dc.authorwosid | Al-Khafaji, Hamza Mohammed Ridha/D-6335-2019 | |
dc.authorwosid | Zanbouri, Kouros/C-5031-2019 | |
dc.contributor.author | Jafari Navimipour, Nima | |
dc.contributor.author | Al-Khafaji, Hamza Mohammed Ridha | |
dc.contributor.author | Navimipour, Nima Jafari | |
dc.contributor.author | Yalcin, Senay | |
dc.date.accessioned | 2024-10-15T19:38:52Z | |
dc.date.available | 2024-10-15T19:38:52Z | |
dc.date.issued | 2023 | |
dc.department | Kadir Has University | en_US |
dc.department-temp | [Zanbouri, Kouros] Islamic Azad Univ, Dept Comp Engn, Tabriz Branch, Tabriz, Iran; [Al-Khafaji, Hamza Mohammed Ridha] Al Mustaqbal Univ Coll, Biomed Engn Dept, Hillah, Babil, Iraq; [Navimipour, Nima Jafari] Kadir Has Univ, Fac Engn & Nat Sci, Dept Comp Engn, Istanbul, Turkiye; [Navimipour, Nima Jafari] Natl Yunlin Univ Sci & Technol, Future Technol Res Ctr, Touliu 64002, Yunlin, Taiwan; [Yalcin, Senay] Nisantasi Univ, Dept Comp Engn, TR-34485 Istanbul, Turkiye | en_US |
dc.description | Al-Khafaji, Hamza Mohammed Ridha/0000-0003-3620-581X; Zanbouri, Kouros/0000-0003-0252-8282 | en_US |
dc.description.abstract | The Internet of Multimedia Things (IoMT) has recently experienced a considerable surge in multimedia-based services. Due to the fast proliferation and transfer of massive data, the IoMT has service quality challenges. This article proposes a novel fog-based multimedia transmission scheme for the IoMT using the Sugano interference system with a quantum genetic optimization algorithm. The fuzzy system devises a mathematically organized strategy for generating fuzzy rules from input and output variables. The quantum genetic algorithm (QGA) is a metaheuristic algorithm that combines genetic algorithms and quantum computing theory. It combines many critical elements of quantum computing, such as quantum superposition and entanglement. This provides a robust representation of population diversity and the capacity to achieve rapid convergence and high accuracy. As a result of the simulations and computational analysis, the proposed fuzzy-based QGA scheme improves the packet delivery ratio and throughput by reducing end-to-end latency and delay when compared to traditional algorithms like genetic algorithm, particle swarm optimization, heterogeneous earliest finish time, and ant colony optimization. Consequently, it provides a more efficient scheme for multimedia transmission in the IoMT. | en_US |
dc.description.woscitationindex | Science Citation Index Expanded | |
dc.identifier.citation | 1 | |
dc.identifier.doi | 10.1109/MMUL.2023.3247522 | |
dc.identifier.endpage | 86 | en_US |
dc.identifier.issn | 1070-986X | |
dc.identifier.issn | 1941-0166 | |
dc.identifier.issue | 3 | en_US |
dc.identifier.scopusquality | Q2 | |
dc.identifier.startpage | 74 | en_US |
dc.identifier.uri | https://doi.org/10.1109/MMUL.2023.3247522 | |
dc.identifier.uri | https://hdl.handle.net/20.500.12469/6289 | |
dc.identifier.volume | 30 | en_US |
dc.identifier.wos | WOS:001083297000007 | |
dc.identifier.wosquality | Q2 | |
dc.language.iso | en | en_US |
dc.publisher | Ieee Computer Soc | en_US |
dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
dc.rights | info:eu-repo/semantics/closedAccess | en_US |
dc.subject | Genetic algorithms | en_US |
dc.subject | Internet of Things | en_US |
dc.subject | Optimization | en_US |
dc.subject | Multimedia systems | en_US |
dc.subject | Cloud computing | en_US |
dc.subject | Quantum computing | en_US |
dc.subject | Edge computing | en_US |
dc.subject | Audio systems | en_US |
dc.subject | Streaming media | en_US |
dc.title | A New Fog-Based Transmission Scheduler on the Internet of Multimedia Things Using a Fuzzy-Based Quantum Genetic Algorithm | en_US |
dc.type | Article | en_US |
dspace.entity.type | Publication | |
relation.isAuthorOfPublication | 0fb3c7a0-c005-4e5f-a9ae-bb163df2df8e | |
relation.isAuthorOfPublication.latestForDiscovery | 0fb3c7a0-c005-4e5f-a9ae-bb163df2df8e |