Deep Unfolded Fractional Programming Based Beamforming in RIS-Aided MISO Systems
Reconfigurable intelligent surface (RIS) is a promising solution to programmable wireless
channels. However, most existing RIS phase optimization algorithms, relying on iterative …
channels. However, most existing RIS phase optimization algorithms, relying on iterative …
A Deep Reinforcement Learning Approach to Two-Timescale Transmission for RIS-Aided Multiuser MISO systems
Reconfigurable intelligent surface (RIS) has drawn great attention recently as a promising
technology for future wireless networks. In this letter, considering the two-timescale …
technology for future wireless networks. In this letter, considering the two-timescale …
Unsupervised learning-based joint active and passive beamforming design for reconfigurable intelligent surfaces aided wireless networks
H Song, M Zhang, J Gao… - ieee communications …, 2020 - ieeexplore.ieee.org
This letter consider a reconfigurable intelligent surface (RIS) aided multi-user multiple-input
single-output (MISO) downlink system, where transmit beamforming and phase shifts of RIS …
single-output (MISO) downlink system, where transmit beamforming and phase shifts of RIS …
Low-Complexity Joint Beamforming for RIS-Assisted MU-MISO Systems Based on Model-Driven Deep Learning
Reconfigurable intelligent surfaces (RIS) can improve signal propagation environments by
adjusting the phase of the incident signal. However, optimizing the phase shifts jointly with …
adjusting the phase of the incident signal. However, optimizing the phase shifts jointly with …
Weighted sum-rate maximization for multi-hop RIS-aided multi-user communications: A minorization-maximization approach
Z Zhang, Z Zhao - 2021 IEEE 22nd International Workshop on …, 2021 - ieeexplore.ieee.org
The reconfigurable intelligent surface (RIS) has aroused much research attention recently
due to its potential benefits in 5G and beyond wireless networks. This paper considers a …
due to its potential benefits in 5G and beyond wireless networks. This paper considers a …
Fitness landscape analysis and niching genetic approach for hybrid beamforming in RIS-aided communications
Reconfigurable intelligent surface (RIS) is a revolutionizing technology to achieve cost-
effective communications. The active beamforming at the base station (BS) and the discrete …
effective communications. The active beamforming at the base station (BS) and the discrete …
Robust beamforming for RIS-aided communications: Gradient-based manifold meta learning
Reconfigurable intelligent surface (RIS) has become a promising technology to realize the
programmable wireless environment via steering the incident signal in fully customizable …
programmable wireless environment via steering the incident signal in fully customizable …
Machine learning-based reconfigurable intelligent surface-aided MIMO systems
Reconfigurable intelligent surface (RIS) technology has recently emerged as a spectral-and
cost-efficient approach for wireless communications systems. However, existing hand …
cost-efficient approach for wireless communications systems. However, existing hand …
Passive beamforming design for reconfigurable intelligent surface-aided OFDM: A fractional programming based approach
Reconfigurable intelligent surface (RIS) is a low-cost device envisioned to achieve
substantial promotion in both spectrum and energy efficiency in the future wireless …
substantial promotion in both spectrum and energy efficiency in the future wireless …
A robust deep learning-based beamforming design for RIS-assisted multiuser MISO communications with practical constraints
Reconfigurable intelligent surface (RIS) has become a promising technology to improve
wireless communication in recent years. It steers the incident signals to create a favorable …
wireless communication in recent years. It steers the incident signals to create a favorable …