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Intelligent Reflecting Surface Aided Wireless Communications: A Tutorial
v1v2 (latest)

Intelligent Reflecting Surface Aided Wireless Communications: A Tutorial

6 July 2020
Qingqing Wu
Shuowen Zhang
Beixiong Zheng
Changsheng You
Rui Zhang
ArXiv (abs)PDFHTML

Papers citing "Intelligent Reflecting Surface Aided Wireless Communications: A Tutorial"

35 / 35 papers shown
RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches
RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches
Changpeng He
Yang Lu
Yanqing Xu
Chong-Yung Chi
B. Ai
A. Nallanathan
209
3
0
25 Nov 2025
When UAV Swarm Meets IRS: Collaborative Secure Communications in Low-altitude Wireless Networks
When UAV Swarm Meets IRS: Collaborative Secure Communications in Low-altitude Wireless Networks
Jiahui Li
Xinyue Liang
Geng Sun
Hui Kang
Jiacheng Wang
Dusit Niyato
Shiwen Mao
Abbas Jamalipour
106
0
0
25 Oct 2025
Capacity-Net-Based RIS Precoding Design without Channel Estimation for mmWave MIMO System
Capacity-Net-Based RIS Precoding Design without Channel Estimation for mmWave MIMO SystemIEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2024
Chun-Yuan Huang
Po-Heng Chou
Wan-Jen Huang
Ying-Ren Chien
Yu Tsao
261
4
0
30 Sep 2025
Towards 6G Intelligence: The Role of Generative AI in Future Wireless Networks
Towards 6G Intelligence: The Role of Generative AI in Future Wireless Networks
Muhammad Ahmed Mohsin
Junaid Ahmad
Muhammad Hamza Nawaz
Muhammad Ali Jamshed
228
0
0
27 Aug 2025
Multi-beam Beamforming in RIS-aided MIMO Subject to Reradiation Mask Constraints -- Optimization and Machine Learning Design
Multi-beam Beamforming in RIS-aided MIMO Subject to Reradiation Mask Constraints -- Optimization and Machine Learning DesignIEEE Transactions on Communications (IEEE Trans. Commun.), 2025
Shumin Wang
Hajar El Hassani
Marco Di Renzo
Marios Poulakis
118
0
0
21 Jul 2025
DNN-Based Precoding in RIS-Aided mmWave MIMO Systems With Practical Phase Shift
DNN-Based Precoding in RIS-Aided mmWave MIMO Systems With Practical Phase Shift
Po-Heng Chou
Ching-Wen Chen
Wan-Jen Huang
Walid Saad
Yu Tsao
Ronald Y. Chang
206
3
0
03 Jul 2025
IRS Aided Federated Learning: Multiple Access and Fundamental Tradeoff
IRS Aided Federated Learning: Multiple Access and Fundamental Tradeoff
Guangji Chen
Jun Li
Qingqing Wu
Yiyang Ni
286
1
0
30 Nov 2024
Integrated Communications and Security: RIS-Assisted Simultaneous
  Transmission and Generation of Secret Keys
Integrated Communications and Security: RIS-Assisted Simultaneous Transmission and Generation of Secret KeysIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2024
Ning Gao
Yuze Yao
Shi Jin
Cen Li
M. Matthaiou
217
7
0
29 Jul 2024
Design Optimization of NOMA Aided Multi-STAR-RIS for Indoor
  Environments: A Convex Approximation Imitated Reinforcement Learning Approach
Design Optimization of NOMA Aided Multi-STAR-RIS for Indoor Environments: A Convex Approximation Imitated Reinforcement Learning ApproachIEEE Transactions on Mobile Computing (IEEE TMC), 2024
Y. Park
Sheikh Salman Hassan
Y. Tun
Eui-nam Huh
Walid Saad
Choong Seon Hong
160
5
0
19 Jun 2024
Machine Learning-Based Channel Prediction for RIS-assisted MIMO Systems
  With Channel Aging
Machine Learning-Based Channel Prediction for RIS-assisted MIMO Systems With Channel AgingIEEE Wireless Communications and Networking Conference (WCNC), 2024
N. Ginige
A. S. de Sena
N. H. Mahmood
Nandana Rajatheva
Matti Latva-aho
94
5
0
09 May 2024
Channel Access Methods for RF-Powered IoT Networks: A Survey
Channel Access Methods for RF-Powered IoT Networks: A Survey
Hang Yu
Lei Zhang
Yiwei Li
Kwan-Wu Chin
Changlin Yang
163
5
0
23 Apr 2024
Explainable Adversarial Learning Framework on Physical Layer Secret Keys
  Combating Malicious Reconfigurable Intelligent Surface
Explainable Adversarial Learning Framework on Physical Layer Secret Keys Combating Malicious Reconfigurable Intelligent Surface
Zhuangkun Wei
Wenxiu Hu
Weisi Guo
AAML
399
1
0
06 Feb 2024
Deep-Learning Channel Estimation for IRS-Assisted Integrated Sensing and
  Communication System
Deep-Learning Channel Estimation for IRS-Assisted Integrated Sensing and Communication SystemIEEE Transactions on Vehicular Technology (IEEE Trans. Veh. Technol.), 2023
Yu Liu
Ibrahim Al-Nahhal
O. Dobre
Fanggang Wang
255
62
0
29 Jan 2024
Deep-Learning-Based Channel Estimation for IRS-Assisted ISAC System
Deep-Learning-Based Channel Estimation for IRS-Assisted ISAC SystemGlobal Communications Conference (GLOBECOM), 2022
Yu Liu
Ibrahim Al-Nahhal
O. Dobre
Fanggang Wang
124
22
0
29 Jan 2024
Sum Throughput Maximization in Multi-BD Symbiotic Radio NOMA Network
  Assisted by Active-STAR-RIS
Sum Throughput Maximization in Multi-BD Symbiotic Radio NOMA Network Assisted by Active-STAR-RIS
Rahman Saadat Yeganeh
Mohammad Javad Omidi
Farshad Zeinali
Mohammad Robat Mili
Mohammad Ghavami
94
3
0
16 Jan 2024
RIS-Assisted Wireless Link Signatures for Specific Emitter
  Identification
RIS-Assisted Wireless Link Signatures for Specific Emitter IdentificationIEEE Transactions on Wireless Communications (IEEE TWC), 2023
Ning Gao
Shuchen Meng
Cen Li
Shengguo Meng
Wankai Tang
Shi Jin
M. Matthaiou
308
11
0
14 Sep 2023
Perfectly Covert Communication with a Reflective Panel
Perfectly Covert Communication with a Reflective PanelAsilomar Conference on Signals, Systems and Computers (ACSSC), 2022
Orian Elimelech
A. Cohen
176
0
0
18 Dec 2022
When Physical Layer Key Generation Meets RIS: Opportunities, Challenges,
  and Road Ahead
When Physical Layer Key Generation Meets RIS: Opportunities, Challenges, and Road AheadIEEE wireless communications (IEEE Wireless Commun.), 2022
Ning Gao
Yu Han
Nannan Li
Shi Jin
M. Matthaiou
163
45
0
05 Oct 2022
Energy-Efficient Trajectory Design of a Multi-IRS Assisted Portable
  Access Point
Energy-Efficient Trajectory Design of a Multi-IRS Assisted Portable Access PointIEEE Transactions on Vehicular Technology (IEEE Trans. Veh. Technol.), 2022
N. Babu
M. Virgili
M. Al-jarrah
Xiaoye Jing
E. Alsusa
P. Popovski
Andrew J. Forsyth
C. Masouros
C. Papadias
141
9
0
01 Sep 2022
Pervasive Machine Learning for Smart Radio Environments Enabled by
  Reconfigurable Intelligent Surfaces
Pervasive Machine Learning for Smart Radio Environments Enabled by Reconfigurable Intelligent SurfacesProceedings of the IEEE (Proc. IEEE), 2022
G. C. Alexandropoulos
Kyriakos Stylianopoulos
Chongwen Huang
Chau Yuen
M. Bennis
Mérouane Debbah
238
123
0
08 May 2022
Phase Shift Design in RIS Empowered Wireless Networks: From Optimization
  to AI-Based Methods
Phase Shift Design in RIS Empowered Wireless Networks: From Optimization to AI-Based Methods
Zongze Li
Shuai Wang
Qingfeng Lin
Yang Li
Miaowen Wen
Yik-Chung Wu
H. Vincent Poor
196
28
0
28 Apr 2022
Collaborative Intelligent Reflecting Surface Networks with Multi-Agent
  Reinforcement Learning
Collaborative Intelligent Reflecting Surface Networks with Multi-Agent Reinforcement LearningIEEE Journal on Selected Topics in Signal Processing (IEEE JSTSP), 2022
Jie M. Zhang
Jun Li
Yijin Zhang
Qing-He Wu
Xiongwei Wu
Feng Shu
Shi Jin
Wen Chen
160
21
0
26 Mar 2022
IRShield: A Countermeasure Against Adversarial Physical-Layer Wireless
  Sensing
IRShield: A Countermeasure Against Adversarial Physical-Layer Wireless Sensing
Paul Staat
S. Mulzer
Stefan Roth
Veelasha Moonsamy
Markus Heinrichs
Rainer Kronberger
Aydin Sezgin
C. Paar
AAML
234
62
0
03 Dec 2021
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and
  Applications
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications
Khaled B. Letaief
Yuanming Shi
Jianmin Lu
Jianhua Lu
387
569
0
24 Nov 2021
Reconfigurable Intelligent Surface Empowered Over-the-Air Federated Edge
  Learning
Reconfigurable Intelligent Surface Empowered Over-the-Air Federated Edge LearningIEEE wireless communications (WC), 2021
Hang Liu
Zehong Lin
Xiaojun Yuan
Y. Zhang
355
5
0
06 Sep 2021
Security and privacy for 6G: A survey on prospective technologies and
  challenges
Security and privacy for 6G: A survey on prospective technologies and challengesIEEE Communications Surveys and Tutorials (COMST), 2021
V. Nguyen
Po-Ching Lin
Bo-Chao Cheng
Ren-Hung Hwang
Ying-Dar Lin
AILaw
331
393
0
26 Aug 2021
Untrained DNN for Channel Estimation of RIS-Assisted Multi-User OFDM
  System with Hardware Impairments
Untrained DNN for Channel Estimation of RIS-Assisted Multi-User OFDM System with Hardware Impairments
N. Ginige
K. B. S. Manosha
Nandana Rajatheva
Matti Latva-aho
89
19
0
13 Jul 2021
Mirror Mirror on the Wall: Wireless Environment Reconfiguration Attacks
  Based on Fast Software-Controlled Surfaces
Mirror Mirror on the Wall: Wireless Environment Reconfiguration Attacks Based on Fast Software-Controlled Surfaces
Paul Staat
H. Elders-Boll
Markus Heinrichs
Christian T. Zenger
C. Paar
311
28
0
04 Jul 2021
Channel Estimation and Hybrid Architectures for RIS-Assisted
  Communications
Channel Estimation and Hybrid Architectures for RIS-Assisted Communications
Jiguang He
N. Nguyen
Rafaela Schroeder
V. Tapio
J. Kokkoniemi
M. Juntti
256
18
0
14 Apr 2021
CSIT-Free Model Aggregation for Federated Edge Learning via
  Reconfigurable Intelligent Surface
CSIT-Free Model Aggregation for Federated Edge Learning via Reconfigurable Intelligent SurfaceIEEE Wireless Communications Letters (WCL), 2021
Hang Liu
Xiaojun Yuan
Y. Zhang
401
17
0
22 Feb 2021
Making Intelligent Reflecting Surfaces More Intelligent: A Roadmap
  Through Reservoir Computing
Making Intelligent Reflecting Surfaces More Intelligent: A Roadmap Through Reservoir ComputingIEEE Network (IEEE Netw.), 2021
Zhou Zhou
Kangjun Bai
Nima Mohammadi
Yuhao Yi
Lingjia Liu
165
4
0
06 Feb 2021
Joint Beamforming and Location Optimization for Secure Data Collection
  in Wireless Sensor Networks with UAV-Carried Intelligent Reflecting Surface
Joint Beamforming and Location Optimization for Secure Data Collection in Wireless Sensor Networks with UAV-Carried Intelligent Reflecting Surface
C. Nnamani
Muhammad R. A. Khandaker
M. Sellathurai
118
12
0
17 Jan 2021
Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified
  Communication-Learning Design Approach
Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified Communication-Learning Design ApproachIEEE Transactions on Wireless Communications (TWC), 2020
Hang Liu
Xiaojun Yuan
Y. Zhang
458
157
0
20 Nov 2020
Federated Learning via Intelligent Reflecting Surface
Federated Learning via Intelligent Reflecting Surface
Zhibin Wang
Jiahang Qiu
Yong Zhou
Yuanming Shi
Liqun Fu
Wei Chen
Khaled B. Letaief
254
181
0
10 Nov 2020
A Comprehensive Overview on 5G-and-Beyond Networks with UAVs: From
  Communications to Sensing and Intelligence
A Comprehensive Overview on 5G-and-Beyond Networks with UAVs: From Communications to Sensing and IntelligenceIEEE Journal on Selected Areas in Communications (JSAC), 2020
Qingqing Wu
Jie Xu
Yong Zeng
Derrick Wing Kwan Ng
N. Al-Dhahir
R. Schober
A. L. Swindlehurst
359
485
0
19 Oct 2020
1
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