IEEE Network

Article	Citations
A Vision of 6G Wireless Systems: Applications, Trends, Technologies, and Open Research Problems	2231
Integrating Sensing and Communications for Ubiquitous IoT: Applications, Trends, and Challenges	299
Artificial-Intelligence-Enabled Intelligent 6G Networks	274
Explainable AI and Mass Surveillance System-Based Healthcare Framework to Combat COVID-I9 Like Pandemics	237
A Blockchain-Based Decentralized Federated Learning Framework with Committee Consensus	235
Non-Terrestrial Networks in the 6G Era: Challenges and Opportunities	234
Internet of Things Intrusion Detection: Centralized, On-Device, or Federated Learning?	193
Emerging Technologies for 5G-IoV Networks: Applications, Trends and Opportunities	189
A Many-Objective Optimization Model of Industrial Internet of Things Based on Private Blockchain	176
Envisioning Device-to-Device Communications in 6G	170
Realizing the Potential of the Internet of Things for Smart Tourism with 5G and AI	157
On Safeguarding Privacy and Security in the Framework of Federated Learning	150
Blockchain for Digital Twins: Recent Advances and Future Research Challenges	140
Efficient and Secure Data Sharing for 5G Flying Drones: A Blockchain-Enabled Approach	134
Intelligent Digital Twin-Based Software-Defined Vehicular Networks	127
Satellite-Terrestrial Integrated Edge Computing Networks: Architecture, Challenges, and Open Issues	124
Federated Machine Learning for Intelligent IoT via Reconfigurable Intelligent Surface	115
Analysis of Using Blockchain to Protect the Privacy of Drone Big Data	111
Federated Learning in Vehicular Networks: Opportunities and Solutions	110
Malicious Code Detection under 5G HetNets Based on a Multi-Objective RBM Model	106
Blockchain-Based Data Security for Artificial Intelligence Applications in 6G Networks	98
Federated Learning for Data Privacy Preservation in Vehicular Cyber-Physical Systems	98
Will Metaverse Be NextG Internet? Vision, Hype, and Reality	97
Blockchain Technology Toward Green IoT: Opportunities and Challenges	90
Toward Resource-Efficient Federated Learning in Mobile Edge Computing	89

Optimizing Computation Offloading in Satellite-UAV-Served 6G IoT: A Deep Learning Approach	88
B5G and Explainable Deep Learning Assisted Healthcare Vertical at the Edge: COVID-I9 Perspective	85
Deep Learning for Ultra-Reliable and Low-Latency Communications in 6G Networks	84
ssHealth: Toward Secure, Blockchain-Enabled Healthcare Systems	83
The Road to European Digital Sovereignty with Gaia-X and IDSA	77
A Machine Learning Approach for Blockchain-Based Smart Home Networks Security	73
Intelligent Reflecting Surface Enabled Covert Communications in Wireless Networks	72
When Blockchain Meets Smart Grid: Secure Energy Trading in Demand Response Management	72
Blockchain-Based Sharing and Tamper-Proof Framework of Big Data Networking	71
Artificial Intelligence Powered Mobile Networks: From Cognition to Decision	68
Design Guidelines for Blockchain-Assisted 5G-UAV Networks	68
Blockchain-Envisioned Softwarized Multi-Swarming UAVs to Tackle COVID-I9 Situations	67
A Survey on Zero-Knowledge Proof in Blockchain	67
Roads Infrastructure Digital Twin: A Step Toward Smarter Cities Realization	66
Blockchain-Based Privacy Preservation for 5G-Enabled Drone Communications	64
Channel Modeling and Characteristics for 6G Wireless Communications	63
Living with I-Fabric: Smart Living Powered by Intelligent Fabric and Deep Analytics	62
An Energy Trade Framework Using Smart Contracts: Overview and Challenges	61
Deep Reinforcement Learning for Communication Flow Control in Wireless Mesh Networks	58
Deep Information Fusion-Driven POI Scheduling for Mobile Social Networks	57
6G Cellular Networks and Connected Autonomous Vehicles	56
Making a Case for Federated Learning in the Internet of Vehicles and Intelligent Transportation Systems	56
AI Driven Heterogeneous MEC System with UAV Assistance for Dynamic Environment: Challenges and Solutions	56
Generative Adversarial Learning for Intelligent Trust Management in 6G Wireless Networks	55
Deep Learning for Security Problems in 5G Heterogeneous Networks	55
Optimizing Feature Selection for Efficient Encrypted Traffic Classification: A Systematic Approach	55
PIRATE: A Blockchain-Based Secure Framework of Distributed Machine Learning in 5G Networks	54
A Detailed Security Assessment of the EV Charging Ecosystem	54
Cooperative NOMA: State of the Art, Key Techniques, and Open Challenges	54
Convergence of Networking and Cloud/Edge Computing: Status, Challenges, and Opportunities	54
An Intelligent Edge-Computing-Based Method to Counter Coupling Problems in Cyber-Physical Systems	54
Toward Intelligent Cooperation of UAV Swarms: When Machine Learning Meets Digital Twin	53
Blockchain-Based UAV Path Planning for Healthcare 4.0: Current Challenges and the Way Ahead	52
Deep Learning Based Pathology Detection for Smart Connected Healthcare	52
Prediction and Detection of FDIA and DDoS Attacks in 5G Enabled IoT	51
Toward Robust and Intelligent Drone Swarm: Challenges and Future Directions	51
Digital Twin Empowered Mobile Edge Computing for Intelligent Vehicular Lane-Changing	51
Point Cloud Video Streaming: Challenges and Solutions	51
AI for Beyond 5G Networks: A Cyber-Security Defense or Offense Enabler?	51
Semantic Communications in Networked Systems: A Data Significance Perspective	50
Research Challenges and Security Threats to AI-Driven 5G Virtual Emotion Applications Using Autonomous Vehicles, Drones, and Smart Devices	50
Smart Contract Vulnerability Analysis and Security Audit	50
Edge Computing Based Healthcare Systems: Enabling Decentralized Health Monitoring in Internet of Medical Things	50
UAVs as an Intelligent Service: Boosting Edge Intelligence for Air-Ground Integrated Networks	49
Toward 6G Non-Terrestrial Networks	49
A Novel QoS Framework for Network Slicing in 5G and Beyond Networks Based on SDN and NFV	49
Trust in 5G and Beyond Networks	48
Blockchain for 5G: A Prelude to Future Telecommunication	47
Toward Next Generation Open Radio Access Networks: What O-RAN Can and Cannot Do!	47
Fast Authentication and Progressive Authorization in Large-Scale IoT: How to Leverage AI for Security Enhancement	46

ZSM Security: Threat Surface and Best Practices	46
Integration of Visible Light Communication and Positioning within 5G Networks for Internet of Things	46
Joint Communication, Sensing, and Computation Enabled 6G Intelligent Machine System	46
Enhancing 5G SDN/NFV Edge with P4 Data Plane Programmability	46
Computing over Space-Air-Ground Integrated Networks: Challenges and Opportunities	45
Generalizing AI: Challenges and Opportunities for Plug and Play AI Solutions	44
VLC-Based Networking: Feasibility and Challenges	44
Deep Learning and Blockchain with Edge Computing for 5G-Enabled Drone Identification and Flight Mode Detection	43
An Evolutionary Pathway for the Quantum Internet Relying on Secure Classical Repeaters	42
Movement-Based Solutions to Energy Limitation in Wireless Sensor Networks: State of the Art and Future Trends	42
Machine Learning Techniques and A Case Study for Intelligent Wireless Networks	42
Blockchain and Federated Learning for 5G Beyond	41
Security of 5G-V2X: Technologies, Standardization, and Research Directions	41
Machine Learning-Based Models for Real-time Traffic Flow Prediction in Vehicular Networks	40
Private-Blockchain-Based Industrial IoT for Material and Product Tracking in Smart Manufacturing	40
AI-Chain: Blockchain Energized Edge Intelligence for Beyond 5G Networks	40
Internet of Things for Noise Mapping in Smart Cities: State of the Art and Future Directions	40
Security Against Rank Attack in RPL Protocol	39
Federated Edge Learning: Design Issues and Challenges	39
AI-Empowered Content Caching in Vehicular Edge Computing: Opportunities and Challenges	38
BLCS: Brain-Like Distributed Control Security in Cyber Physical Systems	38
Coherent Passive Optical Networks for 100G/λ-and-Beyond Fiber Access: Recent Progress and Outlook	38
A Blockchain-Based Secure Crowd Monitoring System Using UAV Swarm	38
Federated-Learning-Empowered Collaborative Data Sharing for Vehicular Edge Networks	38
How Much Communication Resource is Needed to Run a Wireless Blockchain Network?	37
Automated Attack and Defense Framework toward 5G Security	37
Customized Slicing for 6G: Enforcing Artificial Intelligence on Resource Management	37
A Blockchain Policy and Charging Control Framework for Roaming in Cellular Networks	36
Spectrum Sharing for 6G Integrated Satellite-Terrestrial Communication Networks Based on NOMA and CR	36
Challenges and Solutions in Autonomous Driving: A Blockchain Approach	36
A Service-Based Architecture for Enabling UAV Enhanced Network Services	36
Machine-Learning-Enabled Cooperative Perception for Connected Autonomous Vehicles: Challenges and Opportunities	35
6G Network AI Architecture for Everyone-Centric Customized Services	35
Service Function Chaining in 5G & Beyond Networks: Challenges and Open Research Issues	35
Secure Non-Orthogonal Multiple Access: An Interference Engineering Perspective	34
Zero-Touch AI-Driven Distributed Management for Energy-Efficient 6G Massive Network Slicing	34
In-Network Computing Powered Mobile Edge: Toward High Performance Industrial IoT	34
UAV-Assisted Data Transmission in Blockchain-Enabled M2M Communications with Mobile Edge Computing	34
A Perspective of O-RAN Integration with MEC, SON, and Network Slicing in the 5G Era	34
An Overview and Future Directions on Physical-Layer Security for Cognitive Radio Networks	34
Blockchain Enabled Named Data Networking for Secure Vehicle-to-Everything Communications	34
Blockchain-Based Task Offloading in Drone-Aided Mobile Edge Computing	33
Intelligence-Empowered Mobile Edge Computing: Framework, Issues, Implementation, and Outlook	33
Terahertz Communications for 6G and Beyond Wireless Networks: Challenges, Key Advancements, and Opportunities	33
Two-Step Random Access for 5G System: Latest Trends and Challenges	32
Asynchronous Time-Sensitive Networking for 5G Backhauling	32
5G-Network-Enabled Smart Ambulance: Architecture, Application, and Evaluation	32
Network Slicing with MEC and Deep Reinforcement Learning for the Internet of Vehicles	31
Secure Transmission of IoT mHealth Patient Monitoring Data from Remote Areas Using DTN	30
UAV-Assisted Communication Efficient Federated Learning in the Era of the Artificial Intelligence of Things	30
Edge Intelligence for Mission-Critical 6G Services in Space-Air-Ground Integrated Networks	30
Optimizing Wireless Systems Using Unsupervised and Reinforced-Unsupervised Deep Learning	30
Data Management for Future Wireless Networks: Architecture, Privacy Preservation, and Regulation	30
Securing Aerial-Ground Transmission for NOMA-UAV Networks	29
Learning-Assisted Secure End-to-End Network Slicing for Cyber-Physical Systems	29
A Blockchain Framework for Secure Task Sharing in Multi-Access Edge Computing	29
The Rise of Intelligent Reflecting Surfaces in Integrated Sensing and Communications Paradigms	29
When Vehicular Fog Computing Meets Autonomous Driving: Computational Resource Management and Task Offloading	29
Enabling Heterogeneous Deterministic Networks with Smart Collaborative Theory	29
Deep Reinforcement Learning for Backscatter-Aided Data Offloading in Mobile Edge Computing	28
AI-Empowered Maritime Internet of Things: A Parallel-Network-Driven Approach	28
A Tensor-Based Computing and Optimization Model for Intelligent Edge Services	28
Net-in-AI: A Computing-Power Networking Framework with Adaptability, Flexibility, and Profitability for Ubiquitous AI	28
Building Agile and Resilient UAV Networks Based on SDN and Blockchain	28
Cyber Security Based on Artificial Intelligence for Cyber-Physical Systems	27
A Distributed Cache Placement Scheme for Large-Scale Information-Centric Networking	27
Byzantine Resistant Secure Blockchained Federated Learning at the Edge	27
Reliability for Smart Healthcare: A Network Slicing Perspective	27
An Overview of Wireless Body Area Networks for Mobile Health Applications	27
Empowering Edge Intelligence by Air-Ground Integrated Federated Learning	27
UAV-Based Wide-Area Internet of Things: An Integrated Deployment Architecture	27
Prototyping and Experimental Study of Non-Orthogonal Multiple Access in Wi-Fi Networks	26
Compute-Less Networking: Perspectives, Challenges, and Opportunities	26
Securing Data Sharing from the Sky: Integrating Blockchains into Drones in 5G and Beyond	26
AutoD: Intelligent Blockchain Application Unpacking Based on JNI Layer Deception Call	26
Exploiting 5G and Blockchain for Medical Applications of Drones	26
From Information Networking to Intelligence Networking: Motivations, Scenarios, and Challenges	26
Blockchain and AI Empowered Trust-Information-Centric Network for Beyond 5G	26
Energy-Efficient Monitoring of Fire Scenes for Intelligent Networks	26
AI-Based Resource Management in Beyond 5G Cloud Native Environment	25

Review and Implementation of Resilient Public Safety Networks: 5G, IoT, and Emerging Technologies	25
Blockchain-Based Massive Data Dissemination Handling in IIoT Environment	25
Traffic Engineering for Service-Oriented 5G Networks with SDN-NFV Integration	25
Challenges of Physical Layer Security in a Satellite-Terrestrial Network	25
Decentralized Federated Learning for UAV Networks: Architecture, Challenges, and Opportunities	25
Two-Layered Blockchain Architecture for Federated Learning Over the Mobile Edge Network	25
Recent Progress on the Convergence of the Internet of Things and Artificial Intelligence	25
Toward Integrated Virtual Emotion System with AI Applicability for Secure CPS-Enabled Smart Cities: AI-Based Research Challenges and Security Issues	25
On Smart IoT Remote Sensing over Integrated Terrestrial-Aerial-Space Networks: An Asynchronous Federated Learning Approach	25
Physical Layer Authentication for 5G Communications: Opportunities and Road Ahead	24
Edge Intelligence Assisted Gateway Defense in Cyber Security	24
Index Modulation Multiple Access for 6G Communications: Principles, Applications, and Challenges	24
Enabling Machine Learning with Service Function Chaining for Security Enhancement at 5G Edges	24
Coordinated Backdoor Attacks against Federated Learning with Model-Dependent Triggers	24
Edge-Network-Assisted Real-Time Object Detection Framework for Autonomous Driving	24
A Deep-Learning-Based Edge-Centric COVID-19-Like Pandemic Screening and Diagnosis System within a B5G Framework Using Blockchain	24
Keep Your Data Locally: Federated-Learning-Based Data Privacy Preservation in Edge Computing	23
Flexible and Distributed Mobility Management for Integrated Terrestrial-Satellite Networks: Challenges, Architectures, and Approaches	23
Deep-Reinforcement-Learning-Based Intrusion Detection in Aerial Computing Networks	23
A Federated Reinforcement Learning Framework for Incumbent Technologies in Beyond 5G Networks	23
Blockchain-Incentivized D2D and Mobile Edge Caching: A Deep Reinforcement Learning Approach	23
The Need for Advanced Intelligence in NFV Management and Orchestration	23
Human Digital Twin for Personalized Healthcare: Vision, Architecture and Future Directions	23
LNTP: An End-to-End Online Prediction Model for Network Traffic	23
Toward Optimal MEC Resource Dimensioning for a Vehicle Collision Avoidance System: A Deep Learning Approach	23
Emerging Drone Trends for Blockchain-Based 5G Networks: Open Issues and Future Perspectives	22
Ultra-Reliable and Low-Latency Communications for Connected Vehicles: Challenges and Solutions	22
On Softwarization of Intelligence in 6G Networks for Ultra-Fast Optimal Policy Selection: Challenges and Opportunities	22
A Novel Federated Fog Architecture Embedding Intelligent Formation	22
Blockchain-Enabled Intelligent Vehicular Edge Computing	22
Federated Deep Learning Meets Autonomous Vehicle Perception: Design and Verification	22
Enhancing the Resilience of Low Earth Orbit Remote Sensing Satellite Networks	22
On the Localization of Wireless Targets: A Drone Surveillance Perspective	22
An Effective Countermeasure Against UAV Swarm Attack	22
Incentive Mechanism Design for Federated Learning: Challenges and Opportunities	22
Big Data for 5G Intelligent Network Slicing Management	21
FedTwin: Blockchain-Enabled Adaptive Asynchronous Federated Learning for Digital Twin Networks	21
A Quantitative Survey of Communication Optimizations in Distributed Deep Learning	21
Graph Neural Networks for Communication Networks: Context, Use Cases and Opportunities	21
Blockchain Architectures for Physical Internet: A Vision, Features, Requirements, and Applications	21
UAV-Assisted Data Collection for Ocean Monitoring Networks	21
3D Spectrum Mapping Based on ROI-Driven UAV Deployment	21
Blockchain-Empowered Drone Networks: Architecture, Features, and Future	20
Decentralized Public Key Infrastructures atop Blockchain	20
Is Blockchain Suitable for Data Freshness? An Age-of-Information Perspective	20
Blockchain-Powered Policy Enforcement for Ensuring Flight Compliance in Drone-Based Service Systems	20
Digital Twins Based on Quantum Networking	20
Blockchain Based Framework for Modeling and Evaluating 5G Spectrum Sharing	20
Smooth and Low Latency Video Streaming for Autonomous Cars During Handover	20
Federated Learning Empowered End-Edge-Cloud Cooperation for 5G HetNet Security	20
SSLP: A Stratification-Based Source Location Privacy Scheme in Underwater Acoustic Sensor Networks	20
Toward Smart Security Enhancement of Federated Learning Networks	20
Heuristic Quantum Optimization for 6G Wireless Communications	19
Congestion Control in SDN-Based Networks via Multi-Task Deep Reinforcement Learning	19
Backdoor Attacks and Defenses for Deep Neural Networks in Outsourced Cloud Environments	19
Intelligent Post-Disaster Networking by Exploiting Crowd Big Data	19
AutoSight: Distributed Edge Caching in Short Video Network	19
Big Data Analytics by CrowdLearning: Architecture and Mechanism Design	19
Pandemic Management for Diseases Similar to COVID-19 Using Deep Learning and 5G Communications	19
Preserving Location Privacy in UASN through Collaboration and Semantic Encapsulation	19
Physical Layer Security in Intelligently Connected Vehicle Networks	19
Multilevel Security Framework for NFV Based on Software Defined Perimeter	19
Machine-Learning-Aided Optical Fiber Communication System	19
A Deep Learning Method for Predictive Channel Assignment in Beyond 5G Networks	19
Joint Design of Sensing and Communication Systems for Smart Homes	19
Spectrum Sharing for Secrecy Performance Enhancement in D2D-Enabled UAV Networks	19
Intelligent Aerial-Ground Surveillance and Epidemic Prevention with Discriminative Public and Private Services	18
Intelligent Resource Management at the Edge for Ubiquitous IoT: An SDN-Based Federated Learning Approach	18
Auxiliary Diagnosis of COVID-19 Based on 5G-Enabled Federated Learning	18
Autonomous Transportation Systems and Services Enabled by the Next-Generation Network	18
AI-Based Autonomous Control, Management, and Orchestration in 5G: From Standards to Algorithms	18
Mode Selection and Cooperative Jamming for Covert Communication in D2D Underlaid UAV Networks	18
Intelligent Task Offloading and Energy Allocation in the UAV-Aided Mobile Edge-Cloud Continuum	18
Blockchain-Empowered Trusted Networking for Unmanned Aerial Vehicles in the B5G Era	17
Exploring Attention-Aware Network Resource Allocation for Customized Metaverse Services	17
Liquid Software-Based Edge Intelligence for Future 6G Networks	17
The Open Challenge of Integrating Satellites into (Beyond-) 5G Cellular Networks	17
Deep-Learning-Based Multiple Beamforming for 5G UAV IoT Networks	17
TC-Flow: Chain Flow Scheduling for Advanced Industrial Applications in Time-Sensitive Networks	17
Fault-Tolerant Trust Model for Hybrid Attack Mode in Underwater Acoustic Sensor Networks	17
A Low-Latency Communication Design for Brain Simulations	17
Security Analysis of Cryptocurrency Wallets in Android-Based Applications	17
TDM-PON-Based Optical Access Network for Tactile Internet, 5G, and Beyond	17
Congestion Control: A Renaissance with Machine Learning	17
Toward Green Metaverse Networking: Technologies, Advancements, and Future Directions	17
Intelligence-Sharing Vehicular Networks with Mobile Edge Computing and Spatiotemporal Knowledge Transfer	17
Leveraging Intelligent Computation Offloading with Fog/Edge Computing for Tactile Internet: Advantages and Limitations	17
An Edge-Driven Security Framework for Intelligent Internet of Things	16
Converged Reconfigurable Intelligent Surface and Mobile Edge Computing for Space Information Networks	16
AI in 6G: Energy-Efficient Distributed Machine Learning for Multilayer Heterogeneous Networks	16
Predictive Quality of Service: The Next Frontier for Fully Autonomous Systems	16
Digital Twin for Networking: A Data-Driven Performance Modeling Perspective	16
AI-Based Autonomic and Scalable Security Management Architecture for Secure Network Slicing in B5G	16
When Network Operation Meets Blockchain: An Artificial-Intelligence-Driven Customization Service for Trusted Virtual Resources of IoT	16
A Workflow-Aided Internet of Things Paradigm with Intelligent Edge Computing	16