IEEE Communications Surveys and Tutorials

Article	Citations
Reconfigurable Intelligent Surfaces: Principles and Opportunities	610
Satellite Communications in the New Space Era: A Survey and Future Challenges	486
A Tutorial on 5G NR V2X Communications	414
Federated Learning for Internet of Things: A Comprehensive Survey	413
A Survey on Metaverse: Fundamentals, Security, and Privacy	357
A Survey on Resource Allocation for 5G Heterogeneous Networks: Current Research, Future Trends, and Challenges	322
Federated Learning for Internet of Things: Recent Advances, Taxonomy, and Open Challenges	309
A Survey on Mobile Augmented Reality With 5G Mobile Edge Computing: Architectures, Applications, and Technical Aspects	303
Enabling Joint Communication and Radar Sensing in Mobile Networks—A Survey	266
Federated Machine Learning: Survey, Multi-Level Classification, Desirable Criteria and Future Directions in Communication and Networking Systems	263
A Survey on Fundamental Limits of Integrated Sensing and Communication	234
Survey on Network Slicing for Internet of Things Realization in 5G Networks	223
On the Road to 6G: Visions, Requirements, Key Technologies, and Testbeds	212
Internet of Underwater Things and Big Marine Data Analytics—A Comprehensive Survey	201
Challenges and Solutions for Cellular Based V2X Communications	199
Rate-Splitting Multiple Access: Fundamentals, Survey, and Future Research Trends	198
Resource Scheduling in Edge Computing: A Survey	196
A Vision and Framework for the High Altitude Platform Station (HAPS) Networks of the Future	194
Cellular, Wide-Area, and Non-Terrestrial IoT: A Survey on 5G Advances and the Road Toward 6G	192
A Survey on Channel Estimation and Practical Passive Beamforming Design for Intelligent Reflecting Surface Aided Wireless Communications	186
Digital Twins: A Survey on Enabling Technologies, Challenges, Trends and Future Prospects	180
Survey on Multi-Access Edge Computing Security and Privacy	165
Security and Privacy for 6G: A Survey on Prospective Technologies and Challenges	163
A Survey of Autonomous Underwater Vehicle Formation: Performance, Formation Control, and Communication Capability	159
A Survey on Space-Air-Ground-Sea Integrated Network Security in 6G	153

Single and Multi-Agent Deep Reinforcement Learning for AI-Enabled Wireless Networks: A Tutorial	151
A Full Dive Into Realizing the Edge-Enabled Metaverse: Visions, Enabling Technologies, and Challenges	151
Seven Defining Features of Terahertz (THz) Wireless Systems: A Fellowship of Communication and Sensing	151
A Survey on Millimeter-Wave Beamforming Enabled UAV Communications and Networking	149
A Survey on Technologies, Standards and Open Challenges in Satellite IoT	149
Holistic Network Virtualization and Pervasive Network Intelligence for 6G	146
Vehicular Visible Light Communications: A Survey	141
Jamming Attacks and Anti-Jamming Strategies in Wireless Networks: A Comprehensive Survey	138
A Survey of Routing Protocols for Underwater Wireless Sensor Networks	134
User-Centric Cell-Free Massive MIMO Networks: A Survey of Opportunities, Challenges and Solutions	133
Survey on Aerial Radio Access Networks: Toward a Comprehensive 6G Access Infrastructure	130
Cell-Free Massive MIMO: A Survey	128
Design of Polar Codes in 5G New Radio	125
Understanding O-RAN: Architecture, Interfaces, Algorithms, Security, and Research Challenges	125
Hybrid LiFi and WiFi Networks: A Survey	122
Toward Enabled Industrial Verticals in 5G: A Survey on MEC-Based Approaches to Provisioning and Flexibility	121
What Will the Future of UAV Cellular Communications Be? A Flight From 5G to 6G	120
The Evolution of Quantum Key Distribution Networks: On the Road to the Qinternet	119
Deep Reinforcement Learning for Internet of Things: A Comprehensive Survey	116
AI Models for Green Communications Towards 6G	115
Evolution of Non-Terrestrial Networks From 5G to 6G: A Survey	112
A Survey of Physical-Layer Authentication in Wireless Communications	112
A Comprehensive Survey on Blockchain in Industrial Internet of Things: Motivations, Research Progresses, and Future Challenges	110
Resilient Machine Learning for Networked Cyber Physical Systems: A Survey for Machine Learning Security to Securing Machine Learning for CPS	104
Comprehensive Survey on Machine Learning in Vehicular Network: Technology, Applications and Challenges	101
A Survey of Intelligent Network Slicing Management for Industrial IoT: Integrated Approaches for Smart Transportation, Smart Energy, and Smart Factory	97
Fast, Reliable, and Secure Drone Communication: A Comprehensive Survey	95
Terahertz Wireless Channels: A Holistic Survey on Measurement, Modeling, and Analysis	93
Survey on Machine Learning for Intelligent End-to-End Communication Toward 6G: From Network Access, Routing to Traffic Control and Streaming Adaption	92
Radio Resource Management in Joint Radar and Communication: A Comprehensive Survey	92
A Survey of Honeypots and Honeynets for Internet of Things, Industrial Internet of Things, and Cyber-Physical Systems	90
A Survey on Multi-Access Edge Computing Applied to Video Streaming: Some Research Issues and Challenges	89
Digital Twin: A Comprehensive Survey of Security Threats	80
Enabling AI in Future Wireless Networks: A Data Life Cycle Perspective	79
A Survey on Industrial Control System Testbeds and Datasets for Security Research	78
Terahertz Channel Propagation Phenomena, Measurement Techniques and Modeling for 6G Wireless Communication Applications: A Survey, Open Challenges and Future Research Directions	75
A Survey on Sensor-Based Threats and Attacks to Smart Devices and Applications	75
A Survey on Standards for Interoperability and Security in the Internet of Things	75
Blockchain-Empowered Space-Air-Ground Integrated Networks: Opportunities, Challenges, and Solutions	74
Video Caching, Analytics, and Delivery at the Wireless Edge: A Survey and Future Directions	73
A Comprehensive Survey of the Tactile Internet: State-of-the-Art and Research Directions	72
Resource Allocation and Service Provisioning in Multi-Agent Cloud Robotics: A Comprehensive Survey	72
A Tutorial on Terahertz-Band Localization for 6G Communication Systems	71
A Survey on 5G Radio Access Network Energy Efficiency: Massive MIMO, Lean Carrier Design, Sleep Modes, and Machine Learning	69
Semantic Communications for Future Internet: Fundamentals, Applications, and Challenges	66
Digital Twin of Wireless Systems: Overview, Taxonomy, Challenges, and Opportunities	65
Anomaly Detection in Blockchain Networks: A Comprehensive Survey	65
A Survey on Modulation Techniques in Molecular Communication via Diffusion	64
A Survey of Decentralizing Applications via Blockchain: The 5G and Beyond Perspective	62
A Survey on Device Behavior Fingerprinting: Data Sources, Techniques, Application Scenarios, and Datasets	62

Smartphone App Usage Analysis: Datasets, Methods, and Applications	62
Distributed Machine Learning for Wireless Communication Networks: Techniques, Architectures, and Applications	62
IPFS and Friends: A Qualitative Comparison of Next Generation Peer-to-Peer Data Networks	62
Collaborative Sensing in Internet of Things: A Comprehensive Survey	60
Segment Routing: A Comprehensive Survey of Research Activities, Standardization Efforts, and Implementation Results	59
Reliable Data Collection Techniques in Underwater Wireless Sensor Networks: A Survey	57
A Survey of Wireless Networks for Future Aerial Communications (FACOM)	52
The Evolution of Optical OFDM	51
Decentralized SDN Control Plane for a Distributed Cloud-Edge Infrastructure: A Survey	50
Distributed Artificial Intelligence Empowered by End-Edge-Cloud Computing: A Survey	50
A Survey of Physical Layer Techniques for Secure Wireless Communications in Industry	50
Aerospace Integrated Networks Innovation for Empowering 6G: A Survey and Future Challenges	49
A Survey of Molecular Communication in Cell Biology: Establishing a New Hierarchy for Interdisciplinary Applications	49
Applications of Multi-Agent Reinforcement Learning in Future Internet: A Comprehensive Survey	49
Performance Determinants in LoRa Networks: A Literature Review	48
A Comprehensive Survey on the Applications of Blockchain for Securing Vehicular Networks	47
Wi-Fi Meets ML: A Survey on Improving IEEE 802.11 Performance With Machine Learning	47
How Machine Learning Changes the Nature of Cyberattacks on IoT Networks: A Survey	46
Quantum Internet—Applications, Functionalities, Enabling Technologies, Challenges, and Research Directions	45
Adversarial Machine Learning for Network Intrusion Detection Systems: A Comprehensive Survey	44
Leveraging Deep Reinforcement Learning for Traffic Engineering: A Survey	44
Survey on Placement Methods in the Edge and Beyond	44
A Comprehensive Survey on Coded Distributed Computing: Fundamentals, Challenges, and Networking Applications	43
A Survey of Collaborative Machine Learning Using 5G Vehicular Communications	43
A Survey on Scalable LoRaWAN for Massive IoT: Recent Advances, Potentials, and Challenges	42
A Survey of Defensive Deception: Approaches Using Game Theory and Machine Learning	42
A Survey of Fast-Recovery Mechanisms in Packet-Switched Networks	42
A Survey on Coverage Enhancement in Cellular Networks: Challenges and Solutions for Future Deployments	42
Hybrid Automatic Repeat Request (HARQ) in Wireless Communications Systems and Standards: A Contemporary Survey	41
A Survey on Nongeostationary Satellite Systems: The Communication Perspective	40
RIS-Assisted Visible Light Communication Systems: A Tutorial	40
Deep Learning for Radio-Based Human Sensing: Recent Advances and Future Directions	40
A Tutorial on Mathematical Modeling of 5G/6G Millimeter Wave and Terahertz Cellular Systems	39
The Security Reference Architecture for Blockchains: Toward a Standardized Model for Studying Vulnerabilities, Threats, and Defenses	38
Towards Low-Latency Service Delivery in a Continuum of Virtual Resources: State-of-the-Art and Research Directions	36
Pervasive AI for IoT Applications: A Survey on Resource-Efficient Distributed Artificial Intelligence	36
Big Data Resource Management & Networks: Taxonomy, Survey, and Future Directions	36
The Origin and Evolution of Open Programmable Networks and SDN	35
Machine Learning for Wireless Link Quality Estimation: A Survey	35
Offloading Using Traditional Optimization and Machine Learning in Federated Cloud–Edge–Fog Systems: A Survey	35
Security and Privacy on 6G Network Edge: A Survey	35
Deep Learning for Massive MIMO Uplink Detectors	35
Toward a Systematic Survey for Carbon Neutral Data Centers	34
Stochastic Geometry Analysis of Spatial-Temporal Performance in Wireless Networks: A Tutorial	34
A Survey on Mobile Charging Techniques in Wireless Rechargeable Sensor Networks	34
A Review of Millimeter Wave Device-Based Localization and Device-Free Sensing Technologies and Applications	34
Twelve Scientific Challenges for 6G: Rethinking the Foundations of Communications Theory	34
Adversarial Machine Learning in Wireless Communications Using RF Data: A Review	33
Ubiquitous Acoustic Sensing on Commodity IoT Devices: A Survey	33
Underwater Optical Wireless Communications in Swarm Robotics: A Tutorial	33
Artificial Intelligence for Wireless Caching: Schemes, Performance, and Challenges	33
A Comparative Study on Cyber Threat Intelligence: The Security Incident Response Perspective	33
Wireless Backhaul in 5G and Beyond: Issues, Challenges and Opportunities	32
Channel Nonstationarity and Consistency for Beyond 5G and 6G: A Survey	31
Potential Identity Resolution Systems for the Industrial Internet of Things: A Survey	30
Machine Learning for Security in Vehicular Networks: A Comprehensive Survey	30
A Survey on Intent-Based Networking	30
A Review of Computer Vision Methods in Network Security	28
Zero Touch Management: A Survey of Network Automation Solutions for 5G and 6G Networks	28
A Comprehensive Survey on Moving Networks	28
A Top-Down Survey on Optical Wireless Communications for the Internet of Things	28
Covert Communications: A Comprehensive Survey	28
A Survey on Network Security for Cyber–Physical Systems: From Threats to Resilient Design	28
Survey on Issues and Recent Advances in Vehicular Public-Key Infrastructure (VPKI)	27
De-Anonymisation Attacks on Tor: A Survey	27
Neurosciences and Wireless Networks: The Potential of Brain-Type Communications and Their Applications	26
Intelligent Omni-Surfaces: Simultaneous Refraction and Reflection for Full-Dimensional Wireless Communications	25
On the Capacity of Intensity-Modulation Direct-Detection Gaussian Optical Wireless Communication Channels: A Tutorial	25
Applications of Game Theory in Vehicular Networks: A Survey	25
Fifty Years of Noise Modeling and Mitigation in Power-Line Communications	25
Surveying Trust-Based Collaborative Intrusion Detection: State-of-the-Art, Challenges and Future Directions	25
A Survey on In-Network Computing: Programmable Data Plane and Technology Specific Applications	25
Device-to-Device Relaying: Optimization, Performance Perspectives, and Open Challenges Towards 6G Networks	25
Machine and Deep Learning for Resource Allocation in Multi-Access Edge Computing: A Survey	25
Mobility Support for Millimeter Wave Communications: Opportunities and Challenges	24
Internet of Intelligence: A Survey on the Enabling Technologies, Applications, and Challenges	24
Artificial Intelligence of Things for Smarter Healthcare: A Survey of Advancements, Challenges, and Opportunities	24
Cyber Threat Intelligence Mining for Proactive Cybersecurity Defense: A Survey and New Perspectives	23
A Survey on Cooperative Architectures and Maneuvers for Connected and Automated Vehicles	23
Adversarial Machine Learning: A Multilayer Review of the State-of-the-Art and Challenges for Wireless and Mobile Systems	23

A Survey of Important Issues in Quantum Computing and Communications	23
Electric Vehicle Charging: A Survey on the Security Issues and Challenges of the Open Charge Point Protocol (OCPP)	23
A Survey on High-Throughput Non-Binary LDPC Decoders: ASIC, FPGA, and GPU Architectures	22
Reinforcement Learning-Based Physical Cross-Layer Security and Privacy in 6G	22
Explainable Intrusion Detection for Cyber Defences in the Internet of Things: Opportunities and Solutions	22
A Survey of Deep Learning Techniques for Cybersecurity in Mobile Networks	22
Blockchain Systems, Technologies, and Applications: A Methodology Perspective	22
A Comprehensive Survey on Radio Resource Management in 5G HetNets: Current Solutions, Future Trends and Open Issues	22
A Survey on Machine Learning-Based Misbehavior Detection Systems for 5G and Beyond Vehicular Networks	21
Balancing QoS and Security in the Edge: Existing Practices, Challenges, and 6G Opportunities With Machine Learning	20
Machine Learning-Powered Encrypted Network Traffic Analysis: A Comprehensive Survey	20
WiFi Sensing on the Edge: Signal Processing Techniques and Challenges for Real-World Systems	20
A Survey on Trust Models in Heterogeneous Networks	20
A Survey on Blockchain for Healthcare: Challenges, Benefits, and Future Directions	19
A Comprehensive Study on LPWANs With a Focus on the Potential of LoRa/LoRaWAN Systems	19