[HTML][HTML] Drl-based max-min fair RIS discrete phase shift optimization for MISO-OFDM systems

P Chen, H Zhang, X Li, S Jin - Journal of Information and Intelligence, 2023 - Elsevier
In this paper, we investigate a reconfigurable intelligent surface (RIS) assisted downlink
orthogonal frequency division multiplexing (OFDM) transmission system. Taking into …

Robust beamforming optimization design for RIS-aided MIMO systems with practical phase shift model and imperfect CSI

M Gao, J Yang, H Li, Y Wang - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
The ideal phase shift model and the acquisition of channel state information (CSI) are
practically difficult to realize in reconfigurable intelligent surface (RIS) assisted …

Applications of RL for Continuous Problems in RIS-Assisted Communication Systems

A Faisal, I Al-Nahhal, OA Dobre… - Reinforcement Learning …, 2024 - Springer
DRL has evolved as an effective approach to optimize the performance of various wireless
communication systems. DRL is considered a potential candidate to optimize the RIS phase …

Learn to beamform in reconfigurable intelligent surface aided MISO communications with channel aging

Z Tang, Y Wang, Y Chen, X Guo - 2022 IEEE Wireless …, 2022 - ieeexplore.ieee.org
Doppler-shift-induced channel aging effect significantly erodes the system performance due
to the channel mismatch that evolves with time. This paper aims to investigate the joint …

Resource Allocation for Multi-Active-RIS assisted MISO Communications via Deep Reinforcement Learning

Y Ma, N Gao, X Li, S Jin - 2023 International Conference on …, 2023 - ieeexplore.ieee.org
As the fifth-generation mobile communication system (5G) is commercially available,
countries around the world have gradually launched research plans for the sixth-generation …

Joint beamforming for RIS-assisted MU-MISO systems based on model-driven deep learning

W Jin, J Zhang, CK Wen, S Jin… - 2023 IEEE 23rd …, 2023 - ieeexplore.ieee.org
This paper aims to maximize the weighted sum rate of a multi-user multiple-input single-
output system that is assisted by reconfigurable intelligent surfaces (RIS). However …

Joint active and passive beamforming for RIS-aided MIMO communications with low-resolution phase shifts

N Souto - IEEE Communications Letters, 2023 - ieeexplore.ieee.org
Practical hardware limitations often impose a reduced number of available phase shifts at
the elements of a reconfigurable intelligent surface (RIS). Most works often assume …

Statistical CSI-Based Beamforming for RIS-Aided Multiuser MISO Systems via Deep Reinforcement Learning

M Eskandari, H Zhu, A Shojaeifard… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
This letter presents a novel joint beamforming algorithm for reconfigurable intelligent
surfaces (RIS) in multiuser multiple-input single-output (MISO) wireless communications. At …

How Much Time is Required for Phase Shift Delivery in RIS-Aided Wireless Systems?

H Xie, D Li - IEEE Wireless Communications Letters, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surface (RIS) has become a focal point of extensive research due
to its remarkable “squared gain”. However, achieving a substantial beamforming gain …

Azimuth Deployment in Intelligent Reconfigurable Surface Aided MISO Communications

T Chen, N Li, Y Hou, X Tao - 2023 International Conference on …, 2023 - ieeexplore.ieee.org
Intelligent reconfigurable surfaces (IRSs) can enhance the communication performance by
smartly reconfiguring the wireless communication environment. In particular, the phase shifts …