Weighted Sum-Rate Maximization for Reconfigurable Intelligent Surface Aided Wireless Networks
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Abstract (arXiv)
Reconfigurable intelligent surfaces (RIS) is a promising solution to build a programmable wireless environment via steering the incident signal in fully customizable ways with reconfigurable passive elements. In this paper, we consider a RIS-aided multiuser multiple-input single-output (MISO) downlink communication system. Our objective is to maximize the weighted sum-rate (WSR) of all users by joint designing the beamforming at the access point (AP) and the phase vector of the RIS elements, while both the perfect channel state information (CSI) setup and the imperfect CSI setup are investigated. For perfect CSI setup, a low-complexity algorithm is proposed to obtain the stationary solution for the joint design problem by utilizing the fractional programming technique. Then, we resort to the stochastic successive convex approximation technique and extend the proposed algorithm to the scenario wherein the CSI is imperfect. The validity of the proposed methods is confirmed by numerical results. In particular, the proposed algorithm performs quite well when the channel uncertainty is smaller than 10%.
Key facts. Cited by 18 papers in the map (data through 14 Oct 2026). First posted on arXiv 27 Dec 2019.
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Citing papers per year: 2021: 2; 2022: 5; 2023: 2; 2024: 1; 2025: 5; 2026: 3.
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- 2022Balancing Accuracy and Integrity for Reconfigurable Intelligent Surface-aided Over-the-Air Federated Learningcited by 8
- 2021Time-Varying Channel Prediction for RIS-Assisted MU-MISO Networks via Deep Learningcited by 4
- 2021A Robust Deep Learning-Based Beamforming Design for RIS-assisted Multiuser MISO Communications with Practical Constraintscited by 3
- 2023Localization with Reconfigurable Intelligent Surface: An Active Sensing Approachcited by 3
- 2023Design of JiuTian Intelligent Network Simulation Platformcited by 2
- 2022Deep Reinforcement Learning Based on Location-Aware Imitation Environment for RIS-Aided mmWave MIMO Systemscited by 1
- 2025Beamforming and Resource Allocation for Delay Minimization in RIS-Assisted OFDM Systemscited by 1
- 2025Deep Reinforcement Learning-Based Precoding for Multi-RIS-Aided Multiuser Downlink Systems with Practical Phase Shiftcited by 1
- 2022Reconfigurable Intelligent Surface Enabled Spatial Multiplexing with Fully Convolutional Networkcited by 0
- 2022Weighted Sum-Rate Maximization With Causal Inference for Latent Interference Estimationcited by 0
- 2022Approaching Globally Optimal Energy Efficiency in Interference Networks via Machine Learningcited by 0
- 2024Geometry Aware Meta-Learning Neural Network for Joint Phase and Precoder Optimization in RIScited by 0
6 more
- 2025Learning Beamforming Codebooks for Active Sensing with Reconfigurable Intelligent Surfacecited by 0
- 2025Sum Rate Maximization in STAR-RIS-UAV-Assisted Networks: A CA-DDPG Approach for Joint Optimizationcited by 0
- 2025Efficient Beamforming Optimization for STAR-RIS-Assisted Communications: A Gradient-Based Meta Learning Approachcited by 0
- 2026Securing SIM-Assisted Wireless Networks via Quantum Reinforcement Learningcited by 0
- 2026A Particle-Swarm-Assisted Gradient Meta-Learning Algorithm for Joint Transmit Precoding and STAR-RIS Coefficient Optimizationcited by 0
- 2026A 3GPP-Compliant Benchmark Dataset for RIS-Aided Beyond 5G Networkscited by 0
- 2026A 3GPP-Compliant Benchmark Dataset for RIS-Aided Beyond 5G Networks30 Sep 2026
- 2026A Particle-Swarm-Assisted Gradient Meta-Learning Algorithm for Joint Transmit Precoding and STAR-RIS Coefficient Optimization24 Sep 2026
- 2026Securing SIM-Assisted Wireless Networks via Quantum Reinforcement Learning29 Jan 2026
- 2025Efficient Beamforming Optimization for STAR-RIS-Assisted Communications: A Gradient-Based Meta Learning Approach9 Dec 2025
- 2025Sum Rate Maximization in STAR-RIS-UAV-Assisted Networks: A CA-DDPG Approach for Joint Optimization1 Dec 2025
- 2025Deep Reinforcement Learning-Based Precoding for Multi-RIS-Aided Multiuser Downlink Systems with Practical Phase Shift30 Sep 2025
- 2025Beamforming and Resource Allocation for Delay Minimization in RIS-Assisted OFDM Systems4 Jun 2025
- 2025Learning Beamforming Codebooks for Active Sensing with Reconfigurable Intelligent Surface24 Mar 2025
- 2024Geometry Aware Meta-Learning Neural Network for Joint Phase and Precoder Optimization in RIS17 Sep 2024
- 2023Localization with Reconfigurable Intelligent Surface: An Active Sensing Approach14 Dec 2023
- 2023Design of JiuTian Intelligent Network Simulation Platform28 Sep 2023
- 2022Approaching Globally Optimal Energy Efficiency in Interference Networks via Machine Learning25 Nov 2022
6 more
- 2022Weighted Sum-Rate Maximization With Causal Inference for Latent Interference Estimation15 Nov 2022
- 2022Balancing Accuracy and Integrity for Reconfigurable Intelligent Surface-aided Over-the-Air Federated Learning17 Jul 2022
- 2022Deep Reinforcement Learning Based on Location-Aware Imitation Environment for RIS-Aided mmWave MIMO Systems18 May 2022
- 2022Reconfigurable Intelligent Surface Enabled Spatial Multiplexing with Fully Convolutional Network8 Jan 2022
- 2021A Robust Deep Learning-Based Beamforming Design for RIS-assisted Multiuser MISO Communications with Practical Constraints12 Nov 2021
- 2021Time-Varying Channel Prediction for RIS-Assisted MU-MISO Networks via Deep Learning9 Nov 2021
- 2022Balancing Accuracy and Integrity for Reconfigurable Intelligent Surface-aided Over-the-Air Federated Learningcited by 8
- 2021Time-Varying Channel Prediction for RIS-Assisted MU-MISO Networks via Deep Learningcited by 4
- 2021A Robust Deep Learning-Based Beamforming Design for RIS-assisted Multiuser MISO Communications with Practical Constraintscited by 3
- 2023Localization with Reconfigurable Intelligent Surface: An Active Sensing Approachcited by 3
- 2023Design of JiuTian Intelligent Network Simulation Platformcited by 2
- 2022Deep Reinforcement Learning Based on Location-Aware Imitation Environment for RIS-Aided mmWave MIMO Systemscited by 1
- 2025Beamforming and Resource Allocation for Delay Minimization in RIS-Assisted OFDM Systemscited by 1
- 2025Deep Reinforcement Learning-Based Precoding for Multi-RIS-Aided Multiuser Downlink Systems with Practical Phase Shiftcited by 1
- 2022Reconfigurable Intelligent Surface Enabled Spatial Multiplexing with Fully Convolutional Networkcited by 0
- 2022Weighted Sum-Rate Maximization With Causal Inference for Latent Interference Estimationcited by 0
- 2022Approaching Globally Optimal Energy Efficiency in Interference Networks via Machine Learningcited by 0
- 2024Geometry Aware Meta-Learning Neural Network for Joint Phase and Precoder Optimization in RIScited by 0
12 most cited of 17 All 17 (JSON)
- 2026A 3GPP-Compliant Benchmark Dataset for RIS-Aided Beyond 5G Networks30 Sep 2026
- 2026A Particle-Swarm-Assisted Gradient Meta-Learning Algorithm for Joint Transmit Precoding and STAR-RIS Coefficient Optimization24 Sep 2026
- 2026Securing SIM-Assisted Wireless Networks via Quantum Reinforcement Learning29 Jan 2026
- 2025Efficient Beamforming Optimization for STAR-RIS-Assisted Communications: A Gradient-Based Meta Learning Approach9 Dec 2025
- 2025Deep Reinforcement Learning-Based Precoding for Multi-RIS-Aided Multiuser Downlink Systems with Practical Phase Shift30 Sep 2025
- 2025Beamforming and Resource Allocation for Delay Minimization in RIS-Assisted OFDM Systems4 Jun 2025
- 2025Learning Beamforming Codebooks for Active Sensing with Reconfigurable Intelligent Surface24 Mar 2025
- 2024Geometry Aware Meta-Learning Neural Network for Joint Phase and Precoder Optimization in RIS17 Sep 2024
- 2023Localization with Reconfigurable Intelligent Surface: An Active Sensing Approach14 Dec 2023
- 2023Design of JiuTian Intelligent Network Simulation Platform28 Sep 2023
- 2022Approaching Globally Optimal Energy Efficiency in Interference Networks via Machine Learning25 Nov 2022
- 2022Weighted Sum-Rate Maximization With Causal Inference for Latent Interference Estimation15 Nov 2022
12 newest of 17 All 17 (JSON)