Adaptive Machine Learning Algorithms for mmWave Communications in Beyond 5G and 6G Systems

2023 年度 実績報告書

• 研究課題/領域番号: 21K14162
• 研究機関: 国立研究開発法人理化学研究所
• 研究代表者: Hashima Sherief 国立研究開発法人理化学研究所, 革新知能統合研究センター, 研究員 (00865462)
• 研究期間 (年度): 2021-04-01 – 2024-03-31
• キーワード: Metaverse / RIS / Bandits / mmWave / UAV / V2X Communications / Metaverse / Over the air updates

研究実績の概要

We derived Formulas for different wireless communication scenarios using online learning algorithms including UAV mounted RIS, UAV-NOMA mmWave Systems, hybrid band wireless communication systems, V2X over the air updates systms, RIS aided mmWave communications and V2X metaverse content update. We Leveraged different Bandit types to these problems and modified it to be energy aware too. The utilized online learning solutions were unique in solving different optimization problems with near optimal performance and fast convergence speed. Also, we conducted experimental setup for dual band over the air updates in tokyotec University using existing developed smart road side units as a proof of concept.

研究成果

• [国際共同研究] College of Science and Engineering/Idaho State University(米国)
  • 国名: 米国
  • 外国機関名: College of Science and Engineering/Idaho State University
• [国際共同研究] Computer Science Department/Western University(カナダ)
  • 国名: カナダ
  • 外国機関名: Computer Science Department/Western University
• [国際共同研究] Electrical Engineering Dept/Prince Sattam bin abdelaziz univeristy(サウジアラビア)
  • 国名: サウジアラビア
  • 外国機関名: Electrical Engineering Dept/Prince Sattam bin abdelaziz univeristy
• [国際共同研究] Electrical Engineering Dept/Benha University(エジプト)
  • 国名: エジプト
  • 外国機関名: Electrical Engineering Dept/Benha University
• [雑誌論文] Joint User Association and Power Control in UAV Network: A Graph Theoretic Approach (2024)
  • 著者名/発表者名: Alnakhli Mohammad、Mohamed Ehab Mahmoud、Abdulkawi Wazie M.、Hashima Sherief
  • 雑誌名: Electronics 巻: 13 ページ: 779～779
  • DOI: 10.3390/electronics13040779
  • オープンアクセス / 国際共著
• [雑誌論文] Energy-Efficient Trajectory Planning with Joint Device Selection and Power Splitting for mmWaves-Enabled UAV-NOMA Networks (2024)
  • 著者名/発表者名: Gendia Ahmad、Muta Osamu、Hashima Sherief、Hatano Kohei
  • 雑誌名: IEEE Transactions on Machine Learning in Communications and Networking 巻: 1 ページ: 1～1
  • DOI: 10.1109/TMLCN.2024.3396438
  • オープンアクセス / 国際共著
• [雑誌論文] Budgeted Bandits for Power Allocation and Trajectory Planning in UAV-NOMA Aided Networks (2023)
  • 著者名/発表者名: Hosny Ramez、Hashima Sherief、Mohamed Ehab Mahmoud、Zaki Rokaia M.、ElHalawany Basem M.
  • 雑誌名: Drones 巻: 7 ページ: 518～518
  • DOI: 10.3390/drones7080518
  • オープンアクセス / 国際共著
• [雑誌論文] LEO-Assisted Aerial Deployment in Post-Disaster Scenarios Using a Combinatorial Bandit and Genetic Algorithmic Approach (2023)
  • 著者名/発表者名: Mohamed Ehab Mahmoud、Hashima Sherief、Hatano Kohei、Khallaf Haithem S.
  • 雑誌名: Electronics 巻: 12 ページ: 4964～4964
  • DOI: 10.3390/electronics12244964
  • オープンアクセス / 国際共著
• [雑誌論文] Leveraging Artificial Intelligence for Reconfigurable Intelligent Surface-aided 6G Networks (2023)
  • 著者名/発表者名: Ehab Mahmoud Mohamed1,*, Sherief Hashima, Kohei Hatano, Basem M. ElHalawany
  • 雑誌名: China Communications 巻: 1 ページ: 1～1
  • DOI: 10.23919/JCC.ja.2023-0018
  • オープンアクセス / 国際共著
• [学会発表] AI-Enhanced RIS Empowering 6G Networks (2024)
  • 著者名/発表者名: Sherief Hashima
  • 学会等名: Symposium on smart sustainable and secure internet of things
  • 国際学会 / 招待講演
• [学会発表] Artificial Intelligence-aided Reconfigurable Intelligent Surface-aided 6G Networks (2023)
  • 著者名/発表者名: Sherief Hashima
  • 学会等名: International Japan - Africa Conference on Electronics, Communications & Computations JAC-ECC2023
  • 国際学会 / 招待講演
• [学会発表] Vehicle Classification in Intelligent Transportation Systems Using Deep Learning and Seismic Data (2023)
  • 著者名/発表者名: Sherief Hashima
  • 学会等名: 2023 IEEE International Conference on Intelligence and Security Informatics (ISI)
  • 国際学会
• [学会発表] On Enhancing WiGig Communications With A UAV-Mounted RIS System: A Contextual Multi-Armed Bandit Approach (2023)
  • 著者名/発表者名: Sherief Hashima
  • 学会等名: IEEE 34th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)
  • 国際学会
• [学会発表] Budgeted Thompson Sampling for Trajectory Planning in UAV-Enhanced NOMA Emergency Networks (2023)
  • 著者名/発表者名: Sherief Hashima
  • 学会等名: IEEE International Conference on Internet of Things and Intelligence System (IOTAIS
  • 国際学会
• [学会発表] A Dual-Objective Bandit-Based Opportunistic Band Selection Strategy for Hybrid-Band V2X Metaverse Content Update (2023)
  • 著者名/発表者名: Sherief Hashima
  • 学会等名: IEEE Global Communication Conference
  • 国際学会
• [学会発表] Multi-Armed Bandit-Aided Near-Optimal Over-The-Air Updates in Multi-Band V2X Systems (2023)
  • 著者名/発表者名: Sherief Hashima
  • 学会等名: IEEE International Conference on Computer Communication and the Internet (ICCCI)
  • 国際学会
• [備考] Research gate
  • URL: https://www.researchgate.net/profile/Sherief-Hashima
• [備考] Research map
  • URL: https://researchmap.jp/sheriefhashima
• [備考] Google SCHOLAR
  • URL: https://scholar.google.com/citations?user=geqIQAYAAAAJ&hl=en