Smart Radio Environments Empowered by Reconfigurable Intelligent Surfaces: How it Works, State of Research, and Road Ahead

Reconfigurable intelligent surfaces (RISs) are an emerging transmission technology for application to wireless communications. RISs can be realized in different ways, which include (i) large arrays of inexpensive antennas that are usually spaced half of the wavelength apart; and (ii) metamaterial-based planar or conformal large surfaces whose scattering elements have sizes and inter-distances much smaller than the wavelength. Compared with other transmission technologies, e.g., phased arrays, multi-antenna transmitters, and relays, RISs require the largest number of scattering elements, but each of them needs to be backed by the fewest and least costly components. Also, no power amplifiers are usually needed. For these reasons, RISs constitute a promising software-defined architecture that can be realized at reduced cost, size, weight, and power (C-SWaP design), and are regarded as an enabling technology for realizing the emerging concept of smart radio environments (SREs). In this paper, we (i) introduce the emerging research field of RIS-empowered SREs; (ii) overview the most suitable applications of RISs in wireless networks; (iii) present an electromagnetic-based communication-theoretic framework for analyzing and optimizing metamaterial-based RISs; (iv) provide a comprehensive overview of the current state of research; and (v) discuss the most important research issues to tackle. Owing to the interdisciplinary essence of RIS-empowered SREs, finally, we put forth the need of reconciling and reuniting C. E. Shannon’s mathematical theory of communication with G. Green’s and J. C. Maxwell’s mathematical theories of electromagnetism for appropriately modeling, analyzing, optimizing, and deploying future wireless networks empowered by RISs.

[1]  Emil Björnson,et al.  Intelligent Reflecting Surface Versus Decode-and-Forward: How Large Surfaces are Needed to Beat Relaying? , 2019, IEEE Wireless Communications Letters.

[2]  Marco Di Renzo,et al.  Stochastic Geometry Modeling of Cellular Networks: Analysis, Simulation and Experimental Validation , 2015, MSWiM.

[3]  Tiejun Lv,et al.  Sum Rate Maximization for Reconfigurable Intelligent Surface Assisted Device-to-Device Communications , 2020, ArXiv.

[4]  Ian F. Akyildiz,et al.  A New Wireless Communication Paradigm through Software-Controlled Metasurfaces , 2018, IEEE Communications Magazine.

[5]  Ian F. Akyildiz,et al.  Reconfigurable Intelligent Surfaces for Doppler Effect and Multipath Fading Mitigation , 2019, Frontiers in Communications and Networks.

[6]  Jie Xu,et al.  Joint Transmit and Reflective Beamforming Design for IRS-Assisted Multiuser MISO SWIPT Systems , 2019, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[7]  Shi Jin,et al.  Large Intelligent Surface-Assisted Wireless Communication Exploiting Statistical CSI , 2018, IEEE Transactions on Vehicular Technology.

[8]  Zhu Han,et al.  Reconfigurable Intelligent Surfaces based RF Sensing: Design, Optimization, and Implementation , 2019, ArXiv.

[9]  Steven W. Ellingson Path Loss in Reconfigurable Intelligent Surface-Enabled Channels , 2019, ArXiv.

[10]  Ying Cui,et al.  Analysis and optimization of an Intelligent Reflecting Surface-assisted System with Interference , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[11]  Changsheng You,et al.  Intelligent Reflecting Surface with Discrete Phase Shifts: Channel Estimation and Passive Beamforming , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[12]  Rui Zhang,et al.  Secure Wireless Communication via Intelligent Reflecting Surface , 2019, IEEE Wireless Communications Letters.

[13]  Saman Atapattu,et al.  Performance Analysis of Large Intelligent Surface Aided Backscatter Communication Systems , 2020, IEEE Wireless Communications Letters.

[14]  Sotiris Ioannidis,et al.  An Interpretable Neural Network for Configuring Programmable Wireless Environments , 2019, 2019 IEEE 20th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[15]  Sean Victor Hum,et al.  Reconfigurable Reflectarrays and Array Lenses for Dynamic Antenna Beam Control: A Review , 2013, IEEE Transactions on Antennas and Propagation.

[16]  Zhijin Qin,et al.  Resource Allocation in Intelligent Reflecting Surface Assisted NOMA Systems , 2020, IEEE Transactions on Communications.

[17]  Arumugam Nallanathan,et al.  Latency Minimization for Intelligent Reflecting Surface Aided Mobile Edge Computing , 2020, IEEE Journal on Selected Areas in Communications.

[18]  Jun Zhao,et al.  Reconfigurable Intelligent Surface for MISO Systems with Proportional Rate Constraints , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[19]  Tiejun Lv,et al.  Delay-Constrained Joint Power Control, User Detection and Passive Beamforming in Intelligent Reflecting Surface Assisted Uplink mmWave System , 2019 .

[20]  Henk Wymeersch,et al.  Large Intelligent Surface for Positioning in Millimeter Wave MIMO Systems , 2019, 2020 IEEE 91st Vehicular Technology Conference (VTC2020-Spring).

[21]  Yong Zhou,et al.  Reconfigurable Intelligent Surface Empowered Downlink Non-Orthogonal Multiple Access , 2019, ArXiv.

[22]  Ertugrul Basar,et al.  Reconfigurable Intelligent Surface-Assisted Space Shift Keying , 2020, IEEE Wireless Communications Letters.

[23]  Chau Yuen,et al.  Intelligent Reflecting Surface: Practical Phase Shift Model and Beamforming Optimization , 2019, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[24]  Marco Di Renzo,et al.  The Intensity Matching Approach: A Tractable Stochastic Geometry Approximation to System-Level Analysis of Cellular Networks , 2016, IEEE Transactions on Wireless Communications.

[25]  Wenjie Chen,et al.  Sum-rate Maximization for Intelligent Reflecting Surface Based Terahertz Communication Systems , 2019, 2019 IEEE/CIC International Conference on Communications Workshops in China (ICCC Workshops).

[26]  Ming Li,et al.  IRS-Enhanced Wideband MU-MISO-OFDM Communication Systems , 2019, 2020 IEEE Wireless Communications and Networking Conference (WCNC).

[27]  Wei Xu,et al.  Secrecy Rate Maximization for Intelligent Reflecting Surface Assisted Multi-Antenna Communications , 2019, IEEE Communications Letters.

[28]  Shi Jin,et al.  Enabling Panoramic Full-Angle Reflection Via Aerial Intelligent Reflecting Surface , 2020, 2020 IEEE International Conference on Communications Workshops (ICC Workshops).

[29]  Wei Chen,et al.  The Roadmap to 6G: AI Empowered Wireless Networks , 2019, IEEE Communications Magazine.

[30]  Qingqing Wu,et al.  Beamforming Optimization for Wireless Network Aided by Intelligent Reflecting Surface With Discrete Phase Shifts , 2019, IEEE Transactions on Communications.

[31]  N. Yu,et al.  Light Propagation with Phase Discontinuities: Generalized Laws of Reflection and Refraction , 2011, Science.

[32]  Shi Jin,et al.  Wireless communications with programmable metasurface: Transceiver design and experimental results , 2018, China Communications.

[33]  Mérouane Debbah,et al.  Wireless Networks Design in the Era of Deep Learning: Model-Based, AI-Based, or Both? , 2019, IEEE Transactions on Communications.

[34]  Boyu Ning,et al.  Channel Estimation and Transmission for Intelligent Reflecting Surface Assisted THz Communications , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[35]  Derrick Wing Kwan Ng,et al.  Resource Allocation for Secure IRS-Assisted Multiuser MISO Systems , 2019, 2019 IEEE Globecom Workshops (GC Wkshps).

[36]  Saman Atapattu,et al.  Reconfigurable Intelligent Surface assisted Two-Way Communications: Performance Analysis and Optimization , 2020, ArXiv.

[37]  Jun Fang,et al.  Joint Beamforming for Intelligent Reflecting Surface-Assisted Millimeter Wave Communications , 2019, 1910.08541.

[38]  Soo Young Shin,et al.  Deep-Learning-aided Detection for Reconfigurable Intelligent Surfaces , 2019 .

[39]  Filippo Capolino,et al.  Theory and Phenomena of Metamaterials , 2009 .

[40]  H. Vincent Poor,et al.  On the Impact of Phase Shifting Designs on IRS-NOMA , 2020, IEEE Wireless Communications Letters.

[41]  Junliang Lin,et al.  Channel Estimation for Wireless Communication Systems Assisted by Large Intelligent Surfaces , 2019, ArXiv.

[42]  Omprakash Kaiwartya,et al.  Reconfigurable Intelligent Surface Enabled IoT Networks in Generalized Fading Channels , 2019, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[43]  Mohamed-Slim Alouini,et al.  Exploiting Randomly Located Blockages for Large-Scale Deployment of Intelligent Surfaces , 2020, IEEE Journal on Selected Areas in Communications.

[44]  Liang Xiao,et al.  Deep Reinforcement Learning-Based Intelligent Reflecting Surface for Secure Wireless Communications , 2020, IEEE Transactions on Wireless Communications.

[45]  Jianhui Ma,et al.  Multiple Antenna Multicast Transmission Assisted by Reconfigurable Intelligent Surfaces , 2019, ArXiv.

[46]  Linglong Dai,et al.  Two-Timescale Channel Estimation for Reconfigurable Intelligent Surface Aided Wireless Communications , 2019, IEEE Transactions on Communications.

[47]  Yansha Deng,et al.  IRS-aided Large-Scale MIMO Systems with Passive Constant Envelope Precoding , 2020, 2002.10965.

[48]  Robert Schober,et al.  Enabling Secure Wireless Communications via Intelligent Reflecting Surfaces , 2019, 2019 IEEE Global Communications Conference (GLOBECOM).

[49]  Qingqing Wu,et al.  Intelligent Reflecting Surface Enhanced Wireless Networks: Two-Timescale Beamforming Optimization , 2021, IEEE Transactions on Wireless Communications.

[50]  Chau Yuen,et al.  Reconfigurable Intelligent Surfaces for Energy Efficiency in Wireless Communication , 2018, IEEE Transactions on Wireless Communications.

[51]  Zhijin Qin,et al.  Resource Allocation for Intelligent Reflecting Surface Enabled Heterogeneous Networks , 2020 .

[52]  Zhu Han,et al.  Practical Hybrid Beamforming With Finite-Resolution Phase Shifters for Reconfigurable Intelligent Surface Based Multi-User Communications , 2020, IEEE Transactions on Vehicular Technology.

[53]  Yu Han,et al.  Capacity Analysis and Scheduling for Distributed LIS-aided Large-Scale Antenna Systems , 2019, 2019 IEEE/CIC International Conference on Communications in China (ICCC).

[54]  Fredrik Rusek,et al.  Capacity Degradation with Modeling Hardware Impairment in Large Intelligent Surface , 2018, 2018 IEEE Global Communications Conference (GLOBECOM).

[55]  Sailing He Electromagnetic Metamaterials: Transmission Line Theory and Microwave Applications. By Christophe Caloz and Tatsuo Itoh. , 2007 .

[56]  Qianqian Zhang,et al.  Reflections in the Sky: Millimeter Wave Communication with UAV-Carried Intelligent Reflectors , 2019, 2019 IEEE Global Communications Conference (GLOBECOM).

[57]  Tsachy Weissman,et al.  Capacity of Channels With Action-Dependent States , 2009, IEEE Transactions on Information Theory.

[58]  Jun Zhao,et al.  Intelligent Reflecting Surface Meets Mobile Edge Computing: Enhancing Wireless Communications for Computation Offloading , 2020 .

[59]  C. Holloway,et al.  Reflection and transmission properties of a metafilm: with an application to a controllable surface composed of resonant particles , 2005, IEEE Transactions on Electromagnetic Compatibility.

[60]  Jiayin Qin,et al.  Joint Beamforming Design in Multi-Cluster MISO NOMA Intelligent Reflecting Surface-Aided Downlink Communication Networks , 2019, ArXiv.

[61]  H. Vincent Poor,et al.  RIS Enhanced Massive Non-Orthogonal Multiple Access Networks: Deployment and Passive Beamforming Design , 2020, IEEE Journal on Selected Areas in Communications.

[62]  Hari Balakrishnan,et al.  RFocus: Beamforming Using Thousands of Passive Antennas , 2020, NSDI.

[63]  P. Grant,et al.  Spatial modulation for multiple-antenna wireless systems: a survey , 2011, IEEE Communications Magazine.

[64]  Eric J. Black Holographic Beam Forming and MIMO , 2017 .

[65]  Haris Gacanin,et al.  Wireless 2.0: Toward an Intelligent Radio Environment Empowered by Reconfigurable Meta-Surfaces and Artificial Intelligence , 2020, IEEE Vehicular Technology Magazine.

[66]  Yu Zhang,et al.  Deep Reinforcement Learning for Intelligent Reflecting Surfaces: Towards Standalone Operation , 2020, 2020 IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[67]  Meng Hua,et al.  Weighted Sum-Rate Maximization for Multi-IRS Aided Cooperative Transmission , 2020, IEEE Wireless Communications Letters.

[68]  Longfei Shangguan,et al.  Towards Programming the Radio Environment with Large Arrays of Inexpensive Antennas , 2019, NSDI.

[69]  Lajos Hanzo,et al.  Design Guidelines for Spatial Modulation , 2015, IEEE Communications Surveys & Tutorials.

[70]  Shuguang Cui,et al.  Channel Estimation for Intelligent Reflecting Surface Assisted Multiuser Communications , 2020, 2020 IEEE Wireless Communications and Networking Conference (WCNC).

[71]  Yu Han,et al.  Physical Layer Security Enhancement Exploiting Intelligent Reflecting Surface , 2019, IEEE Communications Letters.

[72]  Zhu Han,et al.  Hybrid Beamforming for Reconfigurable Intelligent Surface based Multi-User Communications: Achievable Rates With Limited Discrete Phase Shifts , 2019, IEEE Journal on Selected Areas in Communications.

[73]  Elisabeth de Carvalho,et al.  An Optimal Channel Estimation Scheme for Intelligent Reflecting Surfaces Based on a Minimum Variance Unbiased Estimator , 2020, ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[74]  Xiaojun Yuan,et al.  Matrix-Calibration-Based Cascaded Channel Estimation for Reconfigurable Intelligent Surface Assisted Multiuser MIMO , 2020, IEEE Journal on Selected Areas in Communications.

[75]  Shuowen Zhang,et al.  Intelligent Reflecting Surface Meets OFDM: Protocol Design and Rate Maximization , 2019, IEEE Transactions on Communications.

[76]  Changsheng You,et al.  Channel Estimation and Passive Beamforming for Intelligent Reflecting Surface: Discrete Phase Shift and Progressive Refinement , 2020, IEEE Journal on Selected Areas in Communications.

[77]  Mohamed-Slim Alouini,et al.  Intelligent Reflecting Surface-Assisted Multi-User MISO Communication: Channel Estimation and Beamforming Design , 2019, IEEE Open Journal of the Communications Society.

[78]  Jie Chen,et al.  Large Intelligent Surface/Antennas (LISA): Making Reflective Radios Smart , 2019, J. Commun. Inf. Networks.

[79]  Kezhi Wang,et al.  A Framework of Robust Transmission Design for IRS-Aided MISO Communications With Imperfect Cascaded Channels , 2020, IEEE Transactions on Signal Processing.

[80]  Mohamed-Slim Alouini,et al.  Broadband Channel Estimation for Intelligent Reflecting Surface Aided mmWave Massive MIMO Systems , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[81]  Ying-Chang Liang,et al.  Channel Estimation for Reconfigurable Intelligent Surface Aided Multi-User MIMO Systems , 2019 .

[82]  Martin Wegener,et al.  Eliminating Scattering Loss in Anomalously Reflecting Optical Metasurfaces , 2017 .

[83]  Robert Schober,et al.  MISO Wireless Communication Systems via Intelligent Reflecting Surfaces : (Invited Paper) , 2019, 2019 IEEE/CIC International Conference on Communications in China (ICCC).

[84]  Omprakash Kaiwartya,et al.  Physical Layer Security in Vehicular Networks with Reconfigurable Intelligent Surfaces , 2019, 2020 IEEE 91st Vehicular Technology Conference (VTC2020-Spring).

[85]  P. Pechac,et al.  Controlling the Short-Range Propagation Environment Using Active Frequency Selective Surfaces , 2010 .

[86]  George C. Alexandropoulos,et al.  A Hardware Architecture For Reconfigurable Intelligent Surfaces with Minimal Active Elements for Explicit Channel Estimation , 2020, ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[87]  Lajos Hanzo,et al.  Single-Carrier SM-MIMO: A Promising Design for Broadband Large-Scale Antenna Systems , 2016, IEEE Communications Surveys & Tutorials.

[88]  Lajos Hanzo,et al.  Intelligent Reflecting Surface Aided MIMO Broadcasting for Simultaneous Wireless Information and Power Transfer , 2019, IEEE Journal on Selected Areas in Communications.

[89]  Xiaojun Yuan,et al.  Reconfigurable-Intelligent-Surface Empowered Wireless Communications: Challenges and Opportunities , 2020, IEEE Wireless Communications.

[90]  Pei Xiao,et al.  Intelligent Reflecting Surface Aided Multi-Antenna Secure Transmission , 2020, IEEE Wireless Communications Letters.

[91]  Chang Guo,et al.  Outage Probability Analysis and Minimization in Intelligent Reflecting Surface-Assisted MISO Systems , 2020, IEEE Communications Letters.

[92]  Ian F. Akyildiz,et al.  Using any surface to realize a new paradigm for wireless communications , 2018, Commun. ACM.

[93]  Eduard Alarcón,et al.  Computing and Communications for the Software-Defined Metamaterial Paradigm: A Context Analysis , 2018, IEEE Access.

[94]  Jeffrey G. Andrews,et al.  A Tractable Approach to Coverage and Rate in Cellular Networks , 2010, IEEE Transactions on Communications.

[95]  Hui-Ming Wang,et al.  Secure MIMO Transmission via Intelligent Reflecting Surface , 2020, IEEE Wireless Communications Letters.

[96]  Ahmed Alkhateeb,et al.  Enabling Large Intelligent Surfaces With Compressive Sensing and Deep Learning , 2019, IEEE Access.

[97]  Qiang Cheng,et al.  Coding metamaterials, digital metamaterials and programmable metamaterials , 2014, Light: Science & Applications.

[98]  Zhi Chen,et al.  Beamforming Optimization for Intelligent Reflecting Surface Assisted MIMO: A Sum-Path-Gain Maximization Approach , 2019, IEEE Wireless Communications Letters.

[99]  Emil Björnson,et al.  Intelligent Reflecting Surfaces: Physics, Propagation, and Pathloss Modeling , 2019, IEEE Wireless Communications Letters.

[100]  Zijian Zhang,et al.  A Joint Precoding Framework for Wideband Reconfigurable Intelligent Surface-Aided Cell-Free Network , 2020, ArXiv.

[101]  Chau Yuen,et al.  Achievable Rate Maximization by Passive Intelligent Mirrors , 2018, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[102]  Justin P. Coon,et al.  Communication Through a Large Reflecting Surface With Phase Errors , 2019, IEEE Wireless Communications Letters.

[103]  Feifei Gao,et al.  Joint Active and Passive Beamforming for Intelligent Reflecting Surface-Assisted Massive MIMO Systems , 2019, ArXiv.

[104]  Kezhi Wang,et al.  Robust Beamforming Design for Intelligent Reflecting Surface Aided MISO Communication Systems , 2020, IEEE Wireless Communications Letters.

[105]  Xiaojun Yuan,et al.  Cascaded Channel Estimation for Large Intelligent Metasurface Assisted Massive MIMO , 2019, IEEE Wireless Communications Letters.

[106]  Jun Zhao,et al.  Reflection Resource Management for Intelligent Reflecting Surface Aided Wireless Networks , 2020, ArXiv.

[107]  Ying-Chang Liang,et al.  Intelligent Reflecting Surface Assisted Non-Orthogonal Multiple Access , 2019, 2020 IEEE Wireless Communications and Networking Conference (WCNC).

[108]  Xiao Lu,et al.  Toward Smart Wireless Communications via Intelligent Reflecting Surfaces: A Contemporary Survey , 2019, IEEE Communications Surveys & Tutorials.

[109]  Mohamed-Slim Alouini,et al.  Joint Reflecting and Precoding Designs for SER Minimization in Reconfigurable Intelligent Surfaces Assisted MIMO Systems , 2019, IEEE Transactions on Wireless Communications.

[110]  Marco Di Renzo,et al.  Spatial modulation based on reconfigurable antennas: performance evaluation by using the prototype of a reconfigurable antenna , 2019, EURASIP J. Wirel. Commun. Netw..

[111]  Jian Song,et al.  Reflection probability in wireless networks with metasurface-coated environmental objects: an approach based on random spatial processes , 2019, EURASIP Journal on Wireless Communications and Networking.

[112]  Håkan Johansson,et al.  Channel Estimation and Low-complexity Beamforming Design for Passive Intelligent Surface Assisted MISO Wireless Energy Transfer , 2019, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[113]  Huiping Duan,et al.  Compressed Channel Estimation and Joint Beamforming for Intelligent Reflecting Surface-Assisted Millimeter Wave Systems , 2019 .

[114]  Xiaojun Yuan,et al.  Passive Beamforming and Information Transfer Design for Reconfigurable Intelligent Surfaces Aided Multiuser MIMO Systems , 2019, IEEE Journal on Selected Areas in Communications.

[115]  Zhi Chen,et al.  Terahertz Multi-User Massive MIMO with Intelligent Reflecting Surface: Beam Training and Hybrid Beamforming. , 2019 .

[116]  Albert Cabellos-Aparicio,et al.  Error Analysis of Programmable Metasurfaces for Beam Steering , 2020, IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

[117]  Qingqing Wu,et al.  Intelligent Reflecting Surface Assisted Secrecy Communication: Is Artificial Noise Helpful or Not? , 2019, IEEE Wireless Communications Letters.

[118]  Lajos Hanzo,et al.  Multicell MIMO Communications Relying on Intelligent Reflecting Surfaces , 2019, IEEE Transactions on Wireless Communications.

[119]  Christophe Caloz,et al.  Design, concepts, and applications of electromagnetic metasurfaces , 2017, Nanophotonics.

[120]  Alessio Zappone,et al.  System-Level Modeling and Optimization of the Energy Efficiency in Cellular Networks—A Stochastic Geometry Framework , 2018, IEEE Transactions on Wireless Communications.

[121]  Chan-Byoung Chae,et al.  Reconfigurable Intelligent Surface-Based Wireless Communications: Antenna Design, Prototyping, and Experimental Results , 2019, IEEE Access.

[122]  Henk Wymeersch,et al.  Radio Localization and Mapping With Reconfigurable Intelligent Surfaces: Challenges, Opportunities, and Research Directions , 2020, IEEE Vehicular Technology Magazine.

[123]  Mohamed-Slim Alouini,et al.  Smart Radio Environments Empowered by AI Reconfigurable Meta-Surfaces: An Idea Whose Time Has Come , 2019, ArXiv.

[124]  A. Tulino,et al.  Intelligent Reflecting and Transmitting Surface Aided Millimeter Wave Massive MIMO. , 2019 .

[125]  Kammel Rachedi,et al.  First Experimental Ambient Backscatter Communication Using a Compact Reconfigurable Tag Antenna , 2019, 2019 IEEE Globecom Workshops (GC Wkshps).

[126]  Shi Jin,et al.  Wireless Communications with Programmable Metasurface: New Paradigms, Opportunities, and Challenges on Transceiver Design , 2019, IEEE Wireless Communications.

[127]  Miaowen Wen,et al.  A Survey on Spatial Modulation in Emerging Wireless Systems: Research Progresses and Applications , 2019, IEEE Journal on Selected Areas in Communications.

[128]  Haifan Yin,et al.  An Efficient CSI Acquisition Method for Intelligent Reflecting Surface-assisted mmWave Networks , 2019, ArXiv.

[129]  Choong Seon Hong,et al.  On the Optimality of Reconfigurable Intelligent Surfaces (RISs): Passive Beamforming, Modulation, and Resource Allocation , 2019, IEEE Transactions on Wireless Communications.

[130]  Pavel Pechac,et al.  Intelligent walls as autonomous parts of smart indoor environments , 2012, IET Commun..

[131]  Qian Liu,et al.  Symbol-Level Precoding Design for Intelligent Reflecting Surface Assisted Multi-User MIMO Systems , 2019, 2019 11th International Conference on Wireless Communications and Signal Processing (WCSP).

[132]  Qiang Cheng,et al.  MIMO Transmission Through Reconfigurable Intelligent Surface: System Design, Analysis, and Implementation , 2020, IEEE Journal on Selected Areas in Communications.

[133]  Tao Jiang,et al.  Over-the-Air Computation via Intelligent Reflecting Surfaces , 2019, 2019 IEEE Global Communications Conference (GLOBECOM).

[134]  Shuowen Zhang,et al.  IRS-Enhanced OFDMA: Joint Resource Allocation and Passive Beamforming Optimization , 2019, IEEE Wireless Communications Letters.

[135]  Christophe Caloz,et al.  Computational Analysis of Metasurfaces , 2017, IEEE Journal on Multiscale and Multiphysics Computational Techniques.

[136]  Shlomo Shamai,et al.  Reconfigurable Intelligent Surfaces vs. Relaying: Differences, Similarities, and Performance Comparison , 2019, IEEE Open Journal of the Communications Society.

[137]  Y. Kokar,et al.  Single-Carrier Spatial Modulation for the Internet of Things: Design and Performance Evaluation by Using Real Compact and Reconfigurable Antennas , 2018, IEEE Access.

[138]  Miaowen Wen,et al.  Angle Aware User Cooperation for Secure Massive MIMO in Rician Fading Channel , 2020, IEEE Journal on Selected Areas in Communications.

[139]  Mark F. Flanagan,et al.  Channel Capacity Optimization Using Reconfigurable Intelligent Surfaces in Indoor mmWave Environments , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[140]  Rui Zhang,et al.  Intelligent Reflecting Surface-Assisted Multiple Access With User Pairing: NOMA or OMA? , 2020, IEEE Communications Letters.

[141]  Fredrik Rusek,et al.  User Assignment with Distributed Large Intelligent Surface (LIS) Systems , 2017, 2018 IEEE 29th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC).

[142]  Sergei A. Tretyakov,et al.  Modern Electromagnetic Scattering Theory with Applications , 2017 .

[143]  Henk Wymeersch,et al.  Adaptive Beamforming Design for mmWave RIS-Aided Joint Localization and Communication , 2019, 2020 IEEE Wireless Communications and Networking Conference Workshops (WCNCW).

[144]  Ertugrul Basar,et al.  Reconfigurable Intelligent Surface-Based Index Modulation: A New Beyond MIMO Paradigm for 6G , 2019, IEEE Transactions on Communications.

[145]  Lajos Hanzo,et al.  Reconfigurable Intelligent Surface Aided NOMA Networks , 2020, IEEE Journal on Selected Areas in Communications.

[146]  Constantinos Psomas,et al.  Low-Complexity Random Rotation-Based Schemes for Intelligent Reflecting Surfaces , 2019, IEEE Transactions on Wireless Communications.

[147]  Derrick Wing Kwan Ng,et al.  Robust and Secure Wireless Communications via Intelligent Reflecting Surfaces , 2020, IEEE Journal on Selected Areas in Communications.

[148]  J. Jornet,et al.  Enabling Indoor Mobile Millimeter-wave Networks Based on Smart Reflect-arrays , 2018, IEEE INFOCOM 2018 - IEEE Conference on Computer Communications.

[149]  Dimitrios Koutsonikolas,et al.  X60: A Programmable Testbed for Wideband 60 GHz WLANs with Phased Arrays , 2017, WiNTECH@MobiCom.

[150]  Lajos Hanzo,et al.  Spatial Modulation for Generalized MIMO: Challenges, Opportunities, and Implementation , 2014, Proceedings of the IEEE.

[151]  Marco Di Renzo,et al.  Stochastic Geometry Modeling and System-Level Analysis of Uplink Heterogeneous Cellular Networks With Multi-Antenna Base Stations , 2016, IEEE Transactions on Communications.

[152]  Marco Di Renzo,et al.  Ambient backscatters-friendly 5G networks: creating hot spots for tags and good spots for readers , 2020, 2020 IEEE Wireless Communications and Networking Conference (WCNC).

[153]  C. Holloway,et al.  Averaged transition conditions for electromagnetic fields at a metafilm , 2003 .

[154]  Jun Zhao,et al.  IRS-Assisted Millimeter Wave Communications: Joint Power Allocation and Beamforming Design , 2020 .

[155]  Emil Björnson,et al.  Using Intelligent Reflecting Surfaces for Rank Improvement in MIMO Communications , 2020, ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[156]  Jun Fang,et al.  Intelligent Reflecting Surface Design for MIMO System by Maximizing Sum-Path-Gains , 2019, ArXiv.

[157]  Fatih Erden,et al.  Coverage Enhancement for NLOS mmWave Links Using Passive Reflectors , 2019, IEEE Open Journal of the Communications Society.

[158]  Erik G. Larsson,et al.  Intelligent Reflecting Surface-Assisted Cognitive Radio System , 2019, IEEE Transactions on Communications.

[159]  S. Tretyakov,et al.  Metasurfaces: From microwaves to visible , 2016 .

[160]  Mohamed-Slim Alouini,et al.  Wireless Communications Through Reconfigurable Intelligent Surfaces , 2019, IEEE Access.

[161]  Marzieh Najafi,et al.  Intelligent Reflecting Surfaces for Free Space Optical Communications , 2019, 2019 IEEE Global Communications Conference (GLOBECOM).

[162]  Holographic Beam Forming and Phased Arrays By Pivotal Staff , 2019 .

[163]  Sha Hu Spherical Large Intelligent Surfaces , 2020, ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[164]  Marco Di Renzo,et al.  Spatial modulation based on reconfigurable antennas — A new air interface for the IoT , 2017, MILCOM 2017 - 2017 IEEE Military Communications Conference (MILCOM).

[165]  Jiaru Lin,et al.  Exploiting Intelligent Reflecting Surfaces in NOMA Networks: Joint Beamforming Optimization , 2020, IEEE Transactions on Wireless Communications.

[166]  Kezhi Wang,et al.  Artificial-Noise-Aided Secure MIMO Wireless Communications via Intelligent Reflecting Surface , 2020, IEEE Transactions on Communications.

[167]  Ariel Epstein,et al.  Synthesis of Passive Lossless Metasurfaces Using Auxiliary Fields for Reflectionless Beam Splitting and Perfect Reflection. , 2016, Physical review letters.

[168]  Gilderlan T. de Ara'ujo,et al.  PARAFAC-Based Channel Estimation for Intelligent Reflective Surface Assisted MIMO System , 2020, 2020 IEEE 11th Sensor Array and Multichannel Signal Processing Workshop (SAM).

[169]  Qiang Li,et al.  Sum Rate Maximization for Multiuser MISO Downlink with Intelligent Reflecting Surface , 2019, ArXiv.

[170]  Mahbub Hassan,et al.  Enhancing Cellular Communications for UAVs via Intelligent Reflective Surface , 2020, 2020 IEEE Wireless Communications and Networking Conference (WCNC).

[171]  Tiejun Lv,et al.  Intelligent Reflecting Surface Aided Multi-User Millimeter-Wave Communications for Coverage Enhancement. , 2019, 1910.02398.

[172]  Jia Ye,et al.  Reflecting Modulation , 2020, IEEE Journal on Selected Areas in Communications.

[173]  Jie Chen,et al.  Intelligent Reflecting Surface: A Programmable Wireless Environment for Physical Layer Security , 2019, IEEE Access.

[174]  Erik G. Larsson,et al.  Weighted Sum-Rate Optimization for Intelligent Reflecting Surface Enhanced Wireless Networks. , 2019, 1905.07920.

[175]  Ian F. Akyildiz,et al.  Exploration of Intercell Wireless Millimeter-Wave Communication in the Landscape of Intelligent Metasurfaces , 2019, IEEE Access.

[176]  Caijun Zhong,et al.  Unsupervised Learning for Passive Beamforming , 2020, IEEE Communications Letters.

[177]  Dinesh Bharadia,et al.  ScatterMIMO: enabling virtual MIMO with smart surfaces , 2020, MobiCom.

[178]  Ying-Chang Liang,et al.  Reconfigurable Intelligent Surface Assisted UAV Communication: Joint Trajectory Design and Passive Beamforming , 2022 .

[179]  Mohamed-Slim Alouini,et al.  Large Intelligent Surface Assisted MIMO Communications , 2019 .

[180]  Dong In Kim,et al.  IRS-Based Wireless Jamming Attacks: When Jammers Can Attack Without Power , 2020, IEEE Wireless Communications Letters.

[181]  Ronghong Mo,et al.  Reconfigurable Intelligent Surface Assisted Multiuser MISO Systems Exploiting Deep Reinforcement Learning , 2020, IEEE Journal on Selected Areas in Communications.

[182]  Jindan Xu,et al.  Discrete Phase Shift Design for Practical Large Intelligent Surface Communication , 2019, 2019 IEEE Pacific Rim Conference on Communications, Computers and Signal Processing (PACRIM).

[183]  Jun Zhao A Survey of Intelligent Reflecting Surfaces (IRSs): Towards 6G Wireless Communication Networks with Massive MIMO 2.0 , 2019 .

[184]  Sergei A. Tretyakov,et al.  Susceptibility Derivation and Experimental Demonstration of Refracting Metasurfaces Without Spurious Diffraction , 2018, IEEE Transactions on Antennas and Propagation.

[185]  Jie Xu,et al.  Max-Min Fairness in IRS-Aided Multi-Cell MISO Systems via Joint Transmit and Reflective Beamforming , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[186]  Emil Björnson,et al.  Power Scaling Laws and Near-Field Behaviors of Massive MIMO and Intelligent Reflecting Surfaces , 2020, IEEE Open Journal of the Communications Society.

[187]  Mohamed-Slim Alouini,et al.  Smart radio environments empowered by reconfigurable AI meta-surfaces: an idea whose time has come , 2019, EURASIP Journal on Wireless Communications and Networking.

[188]  Carsten Rockstuhl,et al.  Revisiting substrate-induced bianisotropy in metasurfaces , 2015 .

[189]  Barry Haddow,et al.  PMIndia - A Collection of Parallel Corpora of Languages of India , 2020, ArXiv.

[190]  Qingqing Wu,et al.  Beamforming Optimization for Intelligent Reflecting Surface with Discrete Phase Shifts , 2018, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[191]  Zhi Chen,et al.  Channel Estimation and Hybrid Beamforming for Reconfigurable Intelligent Surfaces Assisted THz Communications , 2019, ArXiv.

[192]  Walid Saad,et al.  Risk-Based Optimization of Virtual Reality over Terahertz Reconfigurable Intelligent Surfaces , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[193]  Bo Ai,et al.  Channel Estimation for Ambient Backscatter Communications with Large Intelligent Surface , 2019, 2019 11th International Conference on Wireless Communications and Signal Processing (WCSP).

[194]  Jennifer Nacht,et al.  Analytical Modeling In Applied Electromagnetics , 2016 .

[195]  Marco Di Renzo,et al.  Average Rate of Downlink Heterogeneous Cellular Networks over Generalized Fading Channels: A Stochastic Geometry Approach , 2013, IEEE Transactions on Communications.

[196]  A. L. Swindlehurst,et al.  Joint Symbol-Level Precoding and Reflecting Designs for RIS-Enhanced MU-MISO Systems , 2019 .

[197]  Alessio Zappone,et al.  Model-Aided Wireless Artificial Intelligence: Embedding Expert Knowledge in Deep Neural Networks for Wireless System Optimization , 2019, IEEE Vehicular Technology Magazine.

[198]  Shuguang Cui,et al.  Intelligent Reflecting Surface Assisted Massive MIMO Communications , 2020, 2020 IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[199]  Qingqing Wu,et al.  Joint Active and Passive Beamforming Optimization for Intelligent Reflecting Surface Assisted SWIPT Under QoS Constraints , 2019, IEEE Journal on Selected Areas in Communications.

[200]  Marco Di Renzo,et al.  On the Path-Loss of Reconfigurable Intelligent Surfaces: An Approach Based on Green’s Theorem Applied to Vector Fields , 2020, IEEE Transactions on Communications.

[201]  Ya-Feng Liu,et al.  Max-Min Fairness in IRS-Aided Multi-Cell MISO Systems With Joint Transmit and Reflective Beamforming , 2020, IEEE Transactions on Wireless Communications.

[202]  Thomas L. Marzetta,et al.  A Communication Model for Large Intelligent Surfaces , 2020, 2020 IEEE International Conference on Communications Workshops (ICC Workshops).

[203]  Rui Zhang,et al.  Intelligent Reflecting Surface Assisted Secrecy Communication via Joint Beamforming and Jamming , 2019, ArXiv.

[204]  Christophe Caloz,et al.  General Metasurface Synthesis Based on Susceptibility Tensors , 2014, IEEE Transactions on Antennas and Propagation.

[205]  Yongpeng Wu,et al.  Secure Transmission Strategy for Intelligent Reflecting Surface Enhanced Wireless System , 2019, 2019 11th International Conference on Wireless Communications and Signal Processing (WCSP).

[206]  L. Subrt,et al.  Controlling propagation environments using Intelligent Walls , 2012, 2012 6th European Conference on Antennas and Propagation (EUCAP).

[207]  Jun Fang,et al.  Intelligent Reflecting Surface-Assisted Millimeter Wave Communications: Joint Active and Passive Precoding Design , 2019, IEEE Transactions on Vehicular Technology.

[208]  Mohamed-Slim Alouini,et al.  GMD-Based Hybrid Beamforming for Large Reconfigurable Intelligent Surface Assisted Millimeter-Wave Massive MIMO , 2020, IEEE Access.

[209]  Zhu Han,et al.  Reconfigurable Intelligent Surfaces Assisted Communications With Limited Phase Shifts: How Many Phase Shifts Are Enough? , 2020, IEEE Transactions on Vehicular Technology.

[210]  Shlomo Shamai,et al.  Beyond Max-SNR: Joint Encoding for Reconfigurable Intelligent Surfaces , 2019, 2020 IEEE International Symposium on Information Theory (ISIT).

[211]  Xiaojun Yuan,et al.  Passive Beamforming and Information Transfer via Large Intelligent Surface , 2019, IEEE Wireless Communications Letters.

[212]  Sotiris Ioannidis,et al.  On the Network-Layer Modeling and Configuration of Programmable Wireless Environments , 2018, IEEE/ACM Transactions on Networking.

[213]  Davide Dardari Communicating With Large Intelligent Surfaces: Fundamental Limits and Models , 2020, IEEE Journal on Selected Areas in Communications.

[214]  Harald Haas,et al.  Index Modulation Techniques for Next-Generation Wireless Networks , 2017, IEEE Access.

[215]  Lajos Hanzo,et al.  Intelligent reflecting surface assisted beam index-modulation for millimeter wave communication , 2020 .

[216]  Tiejun Lv,et al.  Intelligent Reflecting Surface Enhanced Resilient Design for MEC Offloading over Millimeter Wave Links , 2019 .

[217]  Fredrik Rusek,et al.  Cramér-Rao Lower Bounds for Positioning with Large Intelligent Surfaces using Quantized Amplitude and Phase , 2019, 2019 53rd Asilomar Conference on Signals, Systems, and Computers.

[218]  Lajos Hanzo,et al.  MIMO Assisted Networks Relying on Large Intelligent Surfaces: A Stochastic Geometry Model , 2019, ArXiv.

[219]  Abigail H. Chown,et al.  3D maps of the Magellanic Clouds using Classical Cepheids , 2020 .

[220]  Yuanwei Liu,et al.  Performance Analysis of Intelligent Reflecting Surface Assisted NOMA Networks , 2020, ArXiv.

[221]  Zhiguo Ding,et al.  A Simple Design of IRS-NOMA Transmission , 2019, IEEE Communications Letters.

[222]  Ahmet M. Elbir,et al.  Deep Channel Learning for Large Intelligent Surfaces Aided mm-Wave Massive MIMO Systems , 2020, IEEE Wireless Communications Letters.

[223]  Qisheng Wang,et al.  Deep Reinforcement Learning Based Intelligent Reflecting Surface Optimization for MISO Communication Systems , 2020, IEEE Wireless Communications Letters.

[224]  Mohamed-Slim Alouini,et al.  Beamforming Through Reconfigurable Intelligent Surfaces in Single-User MIMO Systems: SNR Distribution and Scaling Laws in the Presence of Channel Fading and Phase Noise , 2020, IEEE Wireless Communications Letters.

[225]  Fredrik Rusek,et al.  Beyond Massive MIMO: The Potential of Positioning With Large Intelligent Surfaces , 2017, IEEE Transactions on Signal Processing.

[226]  Ian F. Akyildiz,et al.  A Novel Communication Paradigm for High Capacity and Security via Programmable Indoor Wireless Environments in Next Generation Wireless Systems , 2018, Ad Hoc Networks.

[227]  Houtong Chen,et al.  A review of metasurfaces: physics and applications , 2016, Reports on progress in physics. Physical Society.

[228]  Mathias Fink,et al.  Shaping complex microwave fields in reverberating media with binary tunable metasurfaces , 2014, Scientific Reports.

[229]  Li Guo,et al.  Capacity and Optimal Resource Allocation for IRS-Assisted Multi-User Communication Systems , 2020, IEEE Transactions on Communications.

[230]  Shuowen Zhang,et al.  Intelligent Reflecting Surface Aided Multiple Access: Capacity Region and Deployment Strategy , 2020, 2020 IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[231]  Henk Wymeersch,et al.  Channel Estimation for RIS-Aided mmWave MIMO Channels , 2020, ArXiv.

[232]  Xiao Lu,et al.  Towards Smart Radio Environment for Wireless Communications via Intelligent Reflecting Surfaces: A Comprehensive Survey , 2019, ArXiv.

[233]  Zhi Sun,et al.  Increasing indoor spectrum sharing capacity using smart reflect-array , 2015, 2016 IEEE International Conference on Communications (ICC).

[234]  Ertugrul Basar,et al.  Large Intelligent Surface-Based Index Modulation: A New Beyond MIMO Paradigm for 6G , 2019, ArXiv.

[235]  Li Wei,et al.  Parallel Factor Decomposition Channel Estimation in RIS-Assisted Multi-User MISO Communication , 2020, 2020 IEEE 11th Sensor Array and Multichannel Signal Processing Workshop (SAM).

[236]  Yong Zhou,et al.  Reconfigurable Intelligent Surface for Green Edge Inference , 2019, IEEE Transactions on Green Communications and Networking.

[237]  Yuanming Shi,et al.  Intelligent Reflecting Surface for Downlink Non-Orthogonal Multiple Access Networks , 2019, 2019 IEEE Globecom Workshops (GC Wkshps).

[238]  G. Green An Essay on the Application of Mathematical Analysis to the Theories of Electricity and Magnetism , 2008, 0807.0088.

[239]  S. Tcvetkova,et al.  Perfect control of reflection and refraction using spatially dispersive metasurfaces , 2016, 1605.02044.

[240]  Walid Saad,et al.  Performance Analysis of Large Intelligent Surfaces (LISs): Asymptotic Data Rate and Channel Hardening Effects , 2018, IEEE Transactions on Wireless Communications.

[241]  Zhi Quan,et al.  Intelligent Reflecting Surface Enhanced User Cooperation in Wireless Powered Communication Networks , 2020, IEEE Wireless Communications Letters.

[242]  Zhaocheng Wang,et al.  RIS-Aided Offshore Communications with Adaptive Beamforming and Service Time Allocation , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[243]  Robert Schober,et al.  Resource Allocation for Intelligent Reflecting Surface-Assisted Cognitive Radio Networks , 2020, 2020 IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[244]  Ying-Chang Liang,et al.  Model-Free Optimization for Reconfigurable Intelligent Surface with Statistical CSI , 2019 .

[245]  Zaichen Zhang,et al.  Performance of Wireless Optical Communication With Reconfigurable Intelligent Surfaces and Random Obstacles , 2020, ArXiv.

[246]  N. Engheta,et al.  Metamaterials: Physics and Engineering Explorations , 2006 .

[247]  Zijian Zhang,et al.  Analysis and Optimization of Outage Probability in Multi-Intelligent Reflecting Surface-Assisted Systems , 2019, ArXiv.

[248]  Dong In Kim,et al.  Intelligent Reflecting Surface-aided Phase-Shift Backscatter Communication , 2020, 2020 14th International Conference on Ubiquitous Information Management and Communication (IMCOM).

[249]  Marco Di Renzo,et al.  Analytical Modeling of the Path-Loss for Reconfigurable Intelligent Surfaces – Anomalous Mirror or Scatterer ? , 2020, 2020 IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[250]  Ekram Hossain,et al.  Intelligent Reflecting Surface Enabled Covert Communications in Wireless Networks , 2020, IEEE Network.

[251]  Marco Di Renzo,et al.  Stochastic Geometry Modeling and Analysis of Multi-Tier Millimeter Wave Cellular Networks , 2014, IEEE Transactions on Wireless Communications.

[252]  Yuanming Shi,et al.  Coordinated Passive Beamforming for Distributed Intelligent Reflecting Surfaces Network , 2020, 2020 IEEE 91st Vehicular Technology Conference (VTC2020-Spring).

[253]  Rui Zhang,et al.  Spatial Throughput Characterization for Intelligent Reflecting Surface Aided Multiuser System , 2020, IEEE Wireless Communications Letters.

[254]  Qiang Li,et al.  Minimum Symbol-Error Probability Symbol-Level Precoding With Intelligent Reflecting Surface , 2020, IEEE Wireless Communications Letters.

[255]  Yu Zhang,et al.  Intelligent Reflecting Surface Assisted Secure Wireless Communications With Multiple- Transmit and Multiple-Receive Antennas , 2020, IEEE Access.

[256]  Alice Buffi,et al.  Near-Field-Focused Microwave Antennas: Near-field shaping and implementation. , 2017, IEEE Antennas and Propagation Magazine.

[257]  A. Sibille,et al.  Reconfigurable Intelligent Surfaces: Bridging the Gap Between Scattering and Reflection , 2020, IEEE Journal on Selected Areas in Communications.

[258]  Sergei A. Tretyakov,et al.  Intelligent Metasurfaces with Continuously Tunable Local Surface Impedance for Multiple Reconfigurable Functions , 2018, Physical Review Applied.

[259]  David R. Smith,et al.  Metamaterials: Theory, Design, and Applications , 2009 .

[260]  Alessio Zappone,et al.  Overhead-Aware Design of Reconfigurable Intelligent Surfaces in Smart Radio Environments , 2020, IEEE Transactions on Wireless Communications.

[261]  Shi Jin,et al.  Programmable metasurface‐based RF chain‐free 8PSK wireless transmitter , 2019, Electronics Letters.

[262]  Xiaobo Zhou,et al.  Enhanced Secure Wireless Information and Power Transfer via Intelligent Reflecting Surface , 2019, IEEE Communications Letters.

[263]  Jiaru Lin,et al.  Exploiting Intelligent Reflecting Surfaces in Multi-Antenna Aided NOMA Systems. , 2019, 1910.13636.

[264]  Ertugrul Basar,et al.  Transmission Through Large Intelligent Surfaces: A New Frontier in Wireless Communications , 2019, 2019 European Conference on Networks and Communications (EuCNC).

[265]  Jawad Mirza,et al.  Channel Estimation Method and Phase Shift Design for Reconfigurable Intelligent Surface Assisted MIMO Networks , 2019, ArXiv.

[266]  Josep Torrellas,et al.  Medium Access Control in Wireless Network-on-Chip: A Context Analysis , 2018, IEEE Communications Magazine.

[267]  Lingyang Song,et al.  Hybrid Precoding Design for Reconfigurable Intelligent Surface Aided mmWave Communication Systems , 2019, IEEE Wireless Communications Letters.

[268]  Ana Díaz-Rubio,et al.  From the generalized reflection law to the realization of perfect anomalous reflectors , 2016, Science Advances.

[269]  Tommy Svensson,et al.  3D Beamforming in Reconfigurable Intelligent Surfaces-assisted Wireless Communication Networks , 2020, WSA.

[270]  Jianyue Zhu,et al.  Power Efficient IRS-Assisted NOMA , 2019, IEEE Transactions on Communications.

[271]  Chau Yuen,et al.  Indoor Signal Focusing with Deep Learning Designed Reconfigurable Intelligent Surfaces , 2019, 2019 IEEE 20th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[272]  Rui Zhang,et al.  Towards Smart and Reconfigurable Environment: Intelligent Reflecting Surface Aided Wireless Network , 2019, IEEE Communications Magazine.

[273]  Kezhi Wang,et al.  Intelligent Reflecting Surface Aided Multigroup Multicast MISO Communication Systems , 2020, IEEE Transactions on Signal Processing.

[274]  Robert Schober,et al.  Optimal Beamforming for MISO Communications via Intelligent Reflecting Surfaces , 2020, 2020 IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[275]  Shanshan Wang,et al.  Inhomogeneous Double Thinning—Modeling and Analysis of Cellular Networks by Using Inhomogeneous Poisson Point Processes , 2018, IEEE Transactions on Wireless Communications.

[276]  Marco Di Renzo,et al.  System-Level Analysis and Optimization of Cellular Networks With Simultaneous Wireless Information and Power Transfer: Stochastic Geometry Modeling , 2017, IEEE Transactions on Vehicular Technology.

[277]  Walid Saad,et al.  Reliability Analysis of Large Intelligent Surfaces (LISs): Rate Distribution and Outage Probability , 2019, IEEE Wireless Communications Letters.

[278]  Qiang Cheng,et al.  Wireless Communications With Reconfigurable Intelligent Surface: Path Loss Modeling and Experimental Measurement , 2019, IEEE Transactions on Wireless Communications.

[279]  Yuanming Shi,et al.  Intelligent Reflecting Surface for Massive Device Connectivity: Joint Activity Detection and Channel Estimation , 2019, ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[280]  Fredrik Rusek,et al.  An Iterative Interference Cancellation Algorithm for Large Intelligent Surfaces , 2019, ArXiv.

[281]  Longfei Shangguan,et al.  Programmable Radio Environments for Smart Spaces , 2017, HotNets.

[282]  Qingqing Wu,et al.  Intelligent Reflecting Surface Enhanced Wireless Network via Joint Active and Passive Beamforming , 2018, IEEE Transactions on Wireless Communications.

[283]  Fredrik Rusek,et al.  Beyond Massive MIMO: The Potential of Data Transmission With Large Intelligent Surfaces , 2017, IEEE Transactions on Signal Processing.

[284]  A. Alú,et al.  Wave-front Transformation with Gradient Metasurfaces , 2016 .

[285]  Jun Zhao,et al.  Intelligent Reflecting Surface Aided Network: Power Control for Physical-Layer Broadcasting , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).

[286]  Alessio Zappone,et al.  Holographic MIMO Surfaces for 6G Wireless Networks: Opportunities, Challenges, and Trends , 2020, IEEE Wireless Communications.

[287]  Andreas Pitsillides,et al.  Towards fault adaptive routing in metasurface controller networks , 2020, J. Syst. Archit..

[288]  H. Vincent Poor,et al.  Large Intelligent Surface/Antennas (LISA) Assisted Symbiotic Radio for IoT Communications , 2020, 2002.00340.

[289]  Eduard Alarcón,et al.  Programmable Metasurfaces: State of the Art and Prospects , 2018, 2018 IEEE International Symposium on Circuits and Systems (ISCAS).

[290]  Gayan Amarasuriya,et al.  Performance Analysis of Intelligent Reflective Surfaces for Wireless Communication , 2020, ICC 2020 - 2020 IEEE International Conference on Communications (ICC).