2023 Fiscal Year Annual Research Report
Adaptive Machine Learning Algorithms for mmWave Communications in Beyond 5G and 6G Systems
| Project/Area Number |
21K14162
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| Research Institution | Institute of Physical and Chemical Research |
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Principal Investigator |
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)
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| Project Period (FY) |
2021-04-01 – 2024-03-31
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| Keywords | Metaverse / RIS / Bandits / mmWave / UAV / V2X Communications / Metaverse / Over the air updates |
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| Outline of Annual Research Achievements |
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.
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