TY - GEN
T1 - Advanced MAB Schemes for WiGig-Aided Aerial Mounted RIS Wireless Networks
AU - Hashima, Sherief
AU - Hatano, Kohei
AU - Mohamed, Ehab Mahmoud
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - This paper uses an aerial mounted RIS (A-RIS) to assist WiGig base station (BS) in serving mobile equipments (MEs) located within hotspot zones. The aerial should cover numerous large-capacity hotspots in this context while anticipating its flying/hovering energy expenditures. Hence, two advanced multi armed bandit (MAB) approaches, i.e. perturbed history exploration (PHE) and mini-max optimal Thompson sampling (MOTS), are envisioned as applicable self-learning methodologies to deal with such a problem effectively. Simulation results ensure the excellent performance of the envisioned schemes over naive upper confidence bound (UCB) and Thompson sampling (TS) algorithms and traditional heuristic solutions.
AB - This paper uses an aerial mounted RIS (A-RIS) to assist WiGig base station (BS) in serving mobile equipments (MEs) located within hotspot zones. The aerial should cover numerous large-capacity hotspots in this context while anticipating its flying/hovering energy expenditures. Hence, two advanced multi armed bandit (MAB) approaches, i.e. perturbed history exploration (PHE) and mini-max optimal Thompson sampling (MOTS), are envisioned as applicable self-learning methodologies to deal with such a problem effectively. Simulation results ensure the excellent performance of the envisioned schemes over naive upper confidence bound (UCB) and Thompson sampling (TS) algorithms and traditional heuristic solutions.
UR - http://www.scopus.com/inward/record.url?scp=85149973787&partnerID=8YFLogxK
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U2 - 10.1109/CCNC51644.2023.10060437
DO - 10.1109/CCNC51644.2023.10060437
M3 - Conference contribution
AN - SCOPUS:85149973787
T3 - Proceedings - IEEE Consumer Communications and Networking Conference, CCNC
SP - 469
EP - 472
BT - 2023 IEEE 20th Consumer Communications and Networking Conference, CCNC 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 20th IEEE Consumer Communications and Networking Conference, CCNC 2023
Y2 - 8 January 2023 through 11 January 2023
ER -