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Intelligent Reflecting Surface Aided Wireless Communications: A Tutorial

arXiv 2007.02759 ↗First posted 6 Jul 2020cs.IT cs.LG cs.NIcited by 26

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Abstract (arXiv)

Intelligent reflecting surface (IRS) is an enabling technology to engineer the radio signal prorogation in wireless networks. By smartly tuning the signal reflection via a large number of low-cost passive reflecting elements, IRS is capable of dynamically altering wireless channels to enhance the communication performance. It is thus expected that the new IRS-aided hybrid wireless network comprising both active and passive components will be highly promising to achieve a sustainable capacity growth cost-effectively in the future. Despite its great potential, IRS faces new challenges to be efficiently integrated into wireless networks, such as reflection optimization, channel estimation, and deployment from communication design perspectives. In this paper, we provide a tutorial overview of IRS-aided wireless communication to address the above issues, and elaborate its reflection and channel models, hardware architecture and practical constraints, as well as various appealing applications in wireless networks. Moreover, we highlight important directions worthy of further investigation in future work.

Key facts. Cited by 26 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Jul 2020.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 6; 2022: 3; 2023: 0; 2024: 6; 2025: 8; 2026: 3.

26 papers.

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  1. 2021Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applicationscited by 96
  2. 2022Pervasive Machine Learning for Smart Radio Environments Enabled by Reconfigurable Intelligent Surfacescited by 12
  3. 2021CSIT-Free Model Aggregation for Federated Edge Learning via Reconfigurable Intelligent Surfacecited by 3
  4. 2025Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisitioncited by 3
  5. 2021Reconfigurable Intelligent Surface Empowered Over-the-Air Federated Edge Learningcited by 2
  6. 2024Deep-Learning Channel Estimation for IRS-Assisted Integrated Sensing and Communication Systemcited by 2
  7. 2025DNN-Based Precoding in RIS-Aided mmWave MIMO Systems With Practical Phase Shiftcited by 2
  8. 2021Channel Estimation and Hybrid Architectures for RIS-Assisted Communicationscited by 1
  9. 2021Untrained DNN for Channel Estimation of RIS-Assisted Multi-User OFDM System with Hardware Impairmentscited by 1
  10. 2022Collaborative Intelligent Reflecting Surface Networks with Multi-Agent Reinforcement Learningcited by 1
  11. 2024Deep-Learning-Based Channel Estimation for IRS-Assisted ISAC Systemcited by 1
  12. 2024Design Optimization of NOMA Aided Multi-STAR-RIS for Indoor Environments: A Convex Approximation Imitated Reinforcement Learning Approachcited by 1
14 more
  1. 2025RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approachescited by 1
  2. 2021Making Intelligent Reflecting Surfaces More Intelligent: A Roadmap Through Reservoir Computingcited by 0
  3. 2022Phase Shift Design in RIS Empowered Wireless Networks: From Optimization to AI-Based Methodscited by 0
  4. 2024QoS Improvement in Multi User Cellular-Symbiotic Radio Network Assisted by Active-STAR-RIScited by 0
  5. 2024Explainable Adversarial Learning Framework on Physical Layer Secret Keys Combating Malicious Reconfigurable Intelligent Surfacecited by 0
  6. 2024Machine Learning-Based Channel Prediction for RIS-assisted MIMO Systems With Channel Agingcited by 0
  7. 2025Multi-beam Beamforming in RIS-aided MIMO Subject to Reradiation Mask Constraints -- Optimization and Machine Learning Designcited by 0
  8. 2025Towards 6G Intelligence: The Role of Generative AI in Future Wireless Networkscited by 0
  9. 2025Capacity-Net-Based RIS Precoding Design without Channel Estimation for mmWave MIMO Systemcited by 0
  10. 2025When UAV Swarm Meets IRS: Collaborative Secure Communications in Low-altitude Wireless Networkscited by 0
  11. 2025RIS-Enabled Smart Wireless Environments: Fundamentals and Distributed Optimizationcited by 0
  12. 2026Spectral- and Energy-efficient Multi-BS Multi-RIS Pinching-antenna Systems: A GNN-based Approachcited by 0
  13. 2026Multi-Block Attention for Efficient Channel Estimation in IRS-Assisted mmWave MIMOcited by 0
  14. 2026Optimization Algorithms for Joint OFDM Waveform Design and RIS Configuration in 6G Networks: From Convex Relaxation to Foundation Modelscited by 0