IEEE Internet of Things Journal

Article	Citations
6G Internet of Things: A Comprehensive Survey	552
Digital Twin Networks: A Survey	394
A Survey on Federated Learning: The Journey From Centralized to Distributed On-Site Learning and Beyond	387
Enabling Massive IoT Toward 6G: A Comprehensive Survey	365
Empowering Things With Intelligence: A Survey of the Progress, Challenges, and Opportunities in Artificial Intelligence of Things	357
IoT, Big Data, and Artificial Intelligence in Agriculture and Food Industry	343
CorrAUC: A Malicious Bot-IoT Traffic Detection Method in IoT Network Using Machine-Learning Techniques	343
Federated Learning Meets Blockchain in Edge Computing: Opportunities and Challenges	338
Blockchain for Future Smart Grid: A Comprehensive Survey	332
Privacy-Preserving Blockchain-Based Federated Learning for IoT Devices	322
Supporting IoT With Rate-Splitting Multiple Access in Satellite and Aerial-Integrated Networks	319
A Survey on Federated Learning for Resource-Constrained IoT Devices	307
Deep Anomaly Detection for Time-Series Data in Industrial IoT: A Communication-Efficient On-Device Federated Learning Approach	299
Federated-Learning-Based Anomaly Detection for IoT Security Attacks	299
Blockchain for the Internet of Vehicles Towards Intelligent Transportation Systems: A Survey	271
A Deep Blockchain Framework-Enabled Collaborative Intrusion Detection for Protecting IoT and Cloud Networks	244
Internet of Things (IoT): A Review of Its Enabling Technologies in Healthcare Applications, Standards Protocols, Security, and Market Opportunities	243
Deep-Learning-Enhanced Multitarget Detection for End–Edge–Cloud Surveillance in Smart IoT	234
Digital Twin for Intelligent Context-Aware IoT Healthcare Systems	232
When Deep Reinforcement Learning Meets Federated Learning: Intelligent Multitimescale Resource Management for Multiaccess Edge Computing in 5G Ultradense Network	219
Energy-Optimized Partial Computation Offloading in Mobile-Edge Computing With Genetic Simulated-Annealing-Based Particle Swarm Optimization	219
IoT-Based Big Data Secure Management in the Fog Over a 6G Wireless Network	214
Learning Graph Structures With Transformer for Multivariate Time-Series Anomaly Detection in IoT	209
Recent Advances on Federated Learning for Cybersecurity and Cybersecurity for Federated Learning for Internet of Things	205
AoI-Minimal Trajectory Planning and Data Collection in UAV-Assisted Wireless Powered IoT Networks	201

Embedding Blockchain Technology Into IoT for Security: A Survey	198
Recent Advances in the Internet-of-Medical-Things (IoMT) Systems Security	195
Local Differential Privacy-Based Federated Learning for Internet of Things	195
EEDTO: An Energy-Efficient Dynamic Task Offloading Algorithm for Blockchain-Enabled IoT-Edge-Cloud Orchestrated Computing	192
A Survey on Security and Privacy Issues in Edge-Computing-Assisted Internet of Things	191
Dynamic-Fusion-Based Federated Learning for COVID-19 Detection	185
Convergence of Blockchain and Edge Computing for Secure and Scalable IIoT Critical Infrastructures in Industry 4.0	185
A Review of Deep Reinforcement Learning for Smart Building Energy Management	182
Fortified-Chain: A Blockchain-Based Framework for Security and Privacy-Assured Internet of Medical Things With Effective Access Control	182
Adversarial Attacks Against Network Intrusion Detection in IoT Systems	177
A Survey on Indoor Positioning Systems for IoT-Based Applications	177
Computing Systems for Autonomous Driving: State of the Art and Challenges	176
Blockchain-Based Federated Learning for Device Failure Detection in Industrial IoT	173
Hybrid Satellite-Terrestrial Communication Networks for the Maritime Internet of Things: Key Technologies, Opportunities, and Challenges	173
Communication-Efficient Federated Learning and Permissioned Blockchain for Digital Twin Edge Networks	173
A Survey on the Metaverse: The State-of-the-Art, Technologies, Applications, and Challenges	172
Hierarchical Adversarial Attacks Against Graph-Neural-Network-Based IoT Network Intrusion Detection System	171
A Survey on the Convergence of Edge Computing and AI for UAVs: Opportunities and Challenges	170
FedMCCS: Multicriteria Client Selection Model for Optimal IoT Federated Learning	169
Privacy-Preserving Federated Learning in Fog Computing	166
A DRL Agent for Jointly Optimizing Computation Offloading and Resource Allocation in MEC	164
Computation Offloading in LEO Satellite Networks With Hybrid Cloud and Edge Computing	163
A Survey of Recent Advances in Edge-Computing-Powered Artificial Intelligence of Things	163
Integrated Satellite-Terrestrial Networks Toward 6G: Architectures, Applications, and Challenges	161
Deep Reinforcement Learning for Energy-Efficient Computation Offloading in Mobile-Edge Computing	160
MTH-IDS: A Multitiered Hybrid Intrusion Detection System for Internet of Vehicles	158
ToN_IoT: The Role of Heterogeneity and the Need for Standardization of Features and Attack Types in IoT Network Intrusion Data Sets	158
Federated Deep Learning for Zero-Day Botnet Attack Detection in IoT-Edge Devices	158
UAV-Supported Clustered NOMA for 6G-Enabled Internet of Things: Trajectory Planning and Resource Allocation	156
Blockchain and PUF-Based Lightweight Authentication Protocol for Wireless Medical Sensor Networks	155
PoisonGAN: Generative Poisoning Attacks Against Federated Learning in Edge Computing Systems	155
A Multicloud-Model-Based Many-Objective Intelligent Algorithm for Efficient Task Scheduling in Internet of Things	155
Designing Blockchain-Based Access Control Protocol in IoT-Enabled Smart-Grid System	153
Evaluating IoT Platforms Using Integrated Probabilistic Linguistic MCDM Method	151
DeepEDN: A Deep-Learning-Based Image Encryption and Decryption Network for Internet of Medical Things	151
5G Embraces Satellites for 6G Ubiquitous IoT: Basic Models for Integrated Satellite Terrestrial Networks	150
URLLC Facilitated by Mobile UAV Relay and RIS: A Joint Design of Passive Beamforming, Blocklength, and UAV Positioning	148
Applications of the Internet of Things (IoT) in Smart Logistics: A Comprehensive Survey	147
LEO-Satellite-Assisted UAV: Joint Trajectory and Data Collection for Internet of Remote Things in 6G Aerial Access Networks	147
A Lightweight and Robust Secure Key Establishment Protocol for Internet of Medical Things in COVID-19 Patients Care	145
BeepTrace: Blockchain-Enabled Privacy-Preserving Contact Tracing for COVID-19 Pandemic and Beyond	145
Deep Learning in the Industrial Internet of Things: Potentials, Challenges, and Emerging Applications	143
Realizing an Effective COVID-19 Diagnosis System Based on Machine Learning and IoT in Smart Hospital Environment	142
Blockchain-Enabled Secure Data Sharing Scheme in Mobile-Edge Computing: An Asynchronous Advantage Actor–Critic Learning Approach	141
Big Data Analytics for 6G-Enabled Massive Internet of Things	140
Smart Bandage With Wireless Strain and Temperature Sensors and Batteryless NFC Tag	140
The Performance Evaluation of Blockchain-Based Security and Privacy Systems for the Internet of Things: A Tutorial	139
Addressing Security and Privacy Issues of IoT Using Blockchain Technology	138
Adversarial Examples—Security Threats to COVID-19 Deep Learning Systems in Medical IoT Devices	138
A New Subspace Clustering Strategy for AI-Based Data Analysis in IoT System	136

Adaptive Edge Association for Wireless Digital Twin Networks in 6G	136
Privacy-Preserving Multiobjective Sanitization Model in 6G IoT Environments	135
Enabling Drones in the Internet of Things With Decentralized Blockchain-Based Security	134
Energy-Efficient Random Access for LEO Satellite-Assisted 6G Internet of Remote Things	134
Energy-Efficient Smart Routing Based on Link Correlation Mining for Wireless Edge Computing in IoT	134
Data-Driven Trajectory Quality Improvement for Promoting Intelligent Vessel Traffic Services in 6G-Enabled Maritime IoT Systems	130
Hybrid Deep Learning for Botnet Attack Detection in the Internet-of-Things Networks	128
Realizing the Heterogeneity: A Self-Organized Federated Learning Framework for IoT	127
Lightweight and Anonymity-Preserving User Authentication Scheme for IoT-Based Healthcare	127
RFID Reader Anticollision Based on Distributed Parallel Particle Swarm Optimization	126
Collaborative Computation Offloading and Resource Allocation in Multi-UAV-Assisted IoT Networks: A Deep Reinforcement Learning Approach	126
UAV-Assisted Data Collection for Internet of Things: A Survey	123
Cooperative Wireless-Powered NOMA Relaying for B5G IoT Networks With Hardware Impairments and Channel Estimation Errors	123
A Scalable Protocol for Driving Trust Management in Internet of Vehicles With Blockchain	122
Privacy-Preserving Federated Learning Framework Based on Chained Secure Multiparty Computing	122
Secure Artificial Intelligence of Things for Implicit Group Recommendations	122
Massive Wireless Energy Transfer: Enabling Sustainable IoT Toward 6G Era	121
Secure and Optimized Load Balancing for Multitier IoT and Edge-Cloud Computing Systems	120
Mobility Digital Twin: Concept, Architecture, Case Study, and Future Challenges	119
Blockchain-Based Cross-Domain Authentication for Intelligent 5G-Enabled Internet of Drones	118
Cloud-Edge Orchestration for the Internet of Things: Architecture and AI-Powered Data Processing	118
Multiagent Deep Reinforcement Learning for Vehicular Computation Offloading in IoT	118
Edge–Cloud Resource Scheduling in Space–Air–Ground-Integrated Networks for Internet of Vehicles	117
Toward Location-Enabled IoT (LE-IoT): IoT Positioning Techniques, Error Sources, and Error Mitigation	117
Reliability-Constrained Throughput Optimization of Industrial Wireless Sensor Networks With Energy Harvesting Relay	116
A Novel Framework for Mobile-Edge Computing by Optimizing Task Offloading	114
RepChain: A Reputation-Based Secure, Fast, and High Incentive Blockchain System via Sharding	114
Blockchain for Edge of Things: Applications, Opportunities, and Challenges	112
Blockchain-Based Edge Computing Resource Allocation in IoT: A Deep Reinforcement Learning Approach	112
Federated Learning in the Sky: Aerial-Ground Air Quality Sensing Framework With UAV Swarms	111
Data Fusion Approach for Collaborative Anomaly Intrusion Detection in Blockchain-Based Systems	111
An Internet-of-Medical-Things-Enabled Edge Computing Framework for Tackling COVID-19	110
BEdgeHealth: A Decentralized Architecture for Edge-Based IoMT Networks Using Blockchain	110
Robust Spammer Detection Using Collaborative Neural Network in Internet-of-Things Applications	110
Deep-Learning-Enabled Security Issues in the Internet of Things	109
A Smart-Contract-Based Access Control Framework for Cloud Smart Healthcare System	108
Graph Neural Networks for Anomaly Detection in Industrial Internet of Things	108
Cascading Failures in Internet of Things: Review and Perspectives on Reliability and Resilience	107
Energy-Efficient Fog Computing for 6G-Enabled Massive IoT: Recent Trends and Future Opportunities	106
An Efficient Deep Learning Framework for Intelligent Energy Management in IoT Networks	105
A Novel Hybrid Particle Swarm Optimization Algorithm for Path Planning of UAVs	104
Energy-Efficient Multiaccess Edge Computing for Terrestrial-Satellite Internet of Things	104
A Privacy-Preserving Optimization of Neighborhood-Based Recommendation for Medical-Aided Diagnosis and Treatment	103
Sensor-Based Continuous Authentication of Smartphones’ Users Using Behavioral Biometrics: A Contemporary Survey	102
Digital-Twin-Assisted Task Offloading Based on Edge Collaboration in the Digital Twin Edge Network	101
Smart Contract-Based Blockchain-Envisioned Authentication Scheme for Smart Farming	101
Data Poisoning Attacks on Federated Machine Learning	100
Dynamic Digital Twin and Distributed Incentives for Resource Allocation in Aerial-Assisted Internet of Vehicles	100
Energy Consumption Minimization in UAV-Assisted Mobile-Edge Computing Systems: Joint Resource Allocation and Trajectory Design	99
A Privacy-Preserving and Scalable Authentication Protocol for the Internet of Vehicles	98
Offloading Optimization in Edge Computing for Deep-Learning-Enabled Target Tracking by Internet of UAVs	98
Reinforcement Learning for IoT Security: A Comprehensive Survey	98
Energy-Efficient Task Offloading and Resource Allocation via Deep Reinforcement Learning for Augmented Reality in Mobile Edge Networks	98
The Role of UAV-IoT Networks in Future Wildfire Detection	98
Blockchain-Envisioned UAV Communication Using 6G Networks: Open Issues, Use Cases, and Future Directions	97
Toward Accurate Anomaly Detection in Industrial Internet of Things Using Hierarchical Federated Learning	97
Privacy-Preserving Transactive Energy Management for IoT-Aided Smart Homes via Blockchain	97
Intelligent Delay-Aware Partial Computing Task Offloading for Multiuser Industrial Internet of Things Through Edge Computing	97
Adversarial Attacks and Defenses for Deep-Learning-Based Unmanned Aerial Vehicles	97
Data Augmentation and Dense-LSTM for Human Activity Recognition Using WiFi Signal	96
A Novel Intrusion Detection Method Based on Lightweight Neural Network for Internet of Things	96
AoI-Energy-Aware UAV-Assisted Data Collection for IoT Networks: A Deep Reinforcement Learning Method	96
MEdge-Chain: Leveraging Edge Computing and Blockchain for Efficient Medical Data Exchange	96
Machine Learning for the Detection and Identification of Internet of Things Devices: A Survey	96
Manufacturing Blockchain of Things for the Configuration of a Data- and Knowledge-Driven Digital Twin Manufacturing Cell	96
A Numerical Splitting and Adaptive Privacy Budget-Allocation-Based LDP Mechanism for Privacy Preservation in Blockchain-Powered IoT	95
Resource Allocation Modes in C-V2X: From LTE-V2X to 5G-V2X	95
A Machine-Learning-Based Data-Centric Misbehavior Detection Model for Internet of Vehicles	95
3GPP Standardized 5G Channel Model for IIoT Scenarios: A Survey	94
PUF-Based Authentication and Key Agreement Protocols for IoT, WSNs, and Smart Grids: A Comprehensive Survey	94
CDDPG: A Deep-Reinforcement-Learning-Based Approach for Electric Vehicle Charging Control	93
The Duo of Artificial Intelligence and Big Data for Industry 4.0: Applications, Techniques, Challenges, and Future Research Directions	93
Offloading Time Optimization via Markov Decision Process in Mobile-Edge Computing	93
X-IIoTID: A Connectivity-Agnostic and Device-Agnostic Intrusion Data Set for Industrial Internet of Things	92
LSTM-Based Emotion Detection Using Physiological Signals: IoT Framework for Healthcare and Distance Learning in COVID-19	91
Toward Green Communication in 6G-Enabled Massive Internet of Things	91
Partial Computation Offloading in NOMA-Assisted Mobile-Edge Computing Systems Using Deep Reinforcement Learning	91
Security Challenges and Opportunities for Smart Contracts in Internet of Things: A Survey	91
Differential Privacy for Industrial Internet of Things: Opportunities, Applications, and Challenges	91
Distributed Attention-Based Temporal Convolutional Network for Remaining Useful Life Prediction	91

Device-Free Wireless Sensing for Human Detection: The Deep Learning Perspective	91
Stochastic Optimization-Aided Energy-Efficient Information Collection in Internet of Underwater Things Networks	90
Cloud–Edge-Based Lightweight Temporal Convolutional Networks for Remaining Useful Life Prediction in IIoT	90
A Survey on Supply Chain Security: Application Areas, Security Threats, and Solution Architectures	90
Secure Multifactor Authenticated Key Agreement Scheme for Industrial IoT	90
SWIPT Cooperative Spectrum Sharing for 6G-Enabled Cognitive IoT Network	89
Real-Time Mask Identification for COVID-19: An Edge-Computing-Based Deep Learning Framework	89
Boosting-Based DDoS Detection in Internet of Things Systems	89
Deep Learning in Security of Internet of Things	88
Industrial Security Solution for Virtual Reality	88
Edge Computing for Internet of Everything: A Survey	88
A Low-Profile Programmable Beam Scanning Holographic Array Antenna Without Phase Shifters	87
A Comprehensive Review on Secure Routing in Internet of Things: Mitigation Methods and Trust-Based Approaches	87
GPU-Accelerated Compression and Visualization of Large-Scale Vessel Trajectories in Maritime IoT Industries	87
Wireless-Powered Over-the-Air Computation in Intelligent Reflecting Surface-Aided IoT Networks	87
Multisignal Modulation Classification Using Sliding Window Detection and Complex Convolutional Network in Frequency Domain	86
EC-SAGINs: Edge-Computing-Enhanced Space–Air–Ground-Integrated Networks for Internet of Vehicles	86
Efficient and Secure Certificateless Aggregate Signature-Based Authentication Scheme for Vehicular Ad Hoc Networks	86
Resource Allocation and 3-D Placement for UAV-Enabled Energy-Efficient IoT Communications	86
Integrated Sensing and Communication Signals Toward 5G-A and 6G: A Survey	86
Intrusion Detection for Cyber–Physical Systems Using Generative Adversarial Networks in Fog Environment	85
Multi-UAV Cooperative Localization for Marine Targets Based on Weighted Subspace Fitting in SAGIN Environment	85
Multi-UAV-Enabled Mobile-Edge Computing for Time-Constrained IoT Applications	85
Heterogeneous Task Offloading and Resource Allocations via Deep Recurrent Reinforcement Learning in Partial Observable Multifog Networks	85
A Novel Nonstationary 6G UAV-to-Ground Wireless Channel Model With 3-D Arbitrary Trajectory Changes	85
Energy–Latency Tradeoff for Computation Offloading in UAV-Assisted Multiaccess Edge Computing System	85
A Survey of Blockchain and Intelligent Networking for the Metaverse	84
ST-DeepHAR: Deep Learning Model for Human Activity Recognition in IoHT Applications	83
Design, Resource Management, and Evaluation of Fog Computing Systems: A Survey	83
A Security Awareness and Protection System for 5G Smart Healthcare Based on Zero-Trust Architecture	83
A Q-Learning-Based Topology-Aware Routing Protocol for Flying Ad Hoc Networks	82
Heuristic Edge Server Placement in Industrial Internet of Things and Cellular Networks	82
Joint Task Offloading, D2D Pairing, and Resource Allocation in Device-Enhanced MEC: A Potential Game Approach	81
Service-Oriented Energy-Latency Tradeoff for IoT Task Partial Offloading in MEC-Enhanced Multi-RAT Networks	81
A Review of Internet of Things—Resource Allocation	81
A Blockchain-Based Shamir’s Threshold Cryptography Scheme for Data Protection in Industrial Internet of Things Settings	81
Harnessing the Power of Smart and Connected Health to Tackle COVID-19: IoT, AI, Robotics, and Blockchain for a Better World	81
Distributed Probabilistic Offloading in Edge Computing for 6G-Enabled Massive Internet of Things	81
Efficient Federated Learning Algorithm for Resource Allocation in Wireless IoT Networks	81
Localization Algorithm for Underwater Sensor Network: A Review	80
A Novel Generation-Adversarial-Network-Based Vehicle Trajectory Prediction Method for Intelligent Vehicular Networks	80
Carrier Phase Ranging for Indoor Positioning With 5G NR Signals	80
Sustainability of Healthcare Data Analysis IoT-Based Systems Using Deep Federated Learning	80
Edge-Enabled Two-Stage Scheduling Based on Deep Reinforcement Learning for Internet of Everything	80
AoI-Inspired Collaborative Information Collection for AUV-Assisted Internet of Underwater Things	79
Blockchain-Based Privacy-Preserving and Rewarding Private Data Sharing for IoT	79
When Internet of Things Meets Metaverse: Convergence of Physical and Cyber Worlds	78
Printed Chipless Antenna as Flexible Temperature Sensor	78
Learning-Based Queue-Aware Task Offloading and Resource Allocation for Space–Air–Ground-Integrated Power IoT	78
Networking Integrated Cloud–Edge–End in IoT: A Blockchain-Assisted Collective Q-Learning Approach	77
Analog Gradient Aggregation for Federated Learning Over Wireless Networks: Customized Design and Convergence Analysis	77
A Multihop Task Offloading Decision Model in MEC-Enabled Internet of Vehicles	77
Semi-Supervised Spatiotemporal Deep Learning for Intrusions Detection in IoT Networks	77
Threat of Adversarial Attacks on DL-Based IoT Device Identification	77
BIoTHR: Electronic Health Record Servicing Scheme in IoT-Blockchain Ecosystem	77
Joint Optimization of UAV 3-D Placement and Path-Loss Factor for Energy-Efficient Maximal Coverage	76
Computation Energy Efficiency Maximization for a NOMA-Based WPT-MEC Network	76
Energy-Efficient UAV-Enabled Data Collection via Wireless Charging: A Reinforcement Learning Approach	76
Robust Design for NOMA-Based Multibeam LEO Satellite Internet of Things	76
Deep-Distributed-Learning-Based POI Recommendation Under Mobile-Edge Networks	76
Backscatter-Assisted Data Offloading in OFDMA-Based Wireless-Powered Mobile Edge Computing for IoT Networks	76
Toward 6G Architecture for Energy-Efficient Communication in IoT-Enabled Smart Automation Systems	76
FraudTrip: Taxi Fraudulent Trip Detection From Corresponding Trajectories	76
Incentivizing Differentially Private Federated Learning: A Multidimensional Contract Approach	76
Energy-Efficient Intelligent Routing Scheme for IoT-Enabled WSNs	75
Federated Multiagent Actor–Critic Learning for Age Sensitive Mobile-Edge Computing	75
RL/DRL Meets Vehicular Task Offloading Using Edge and Vehicular Cloudlet: A Survey	75
ViMo: Multiperson Vital Sign Monitoring Using Commodity Millimeter-Wave Radio	75
Consumer, Commercial, and Industrial IoT (In)Security: Attack Taxonomy and Case Studies	75
FogFL: Fog-Assisted Federated Learning for Resource-Constrained IoT Devices	74
Profit-Aware Edge Server Placement	74
A Blockchain-Enabled Energy-Efficient Data Collection System for UAV-Assisted IoT	74
Multi-UAV Deployment for Throughput Maximization in the Presence of Co-Channel Interference	74
Ad Hoc Vehicular Fog Enabling Cooperative Low-Latency Intrusion Detection	74
Toward Detection and Attribution of Cyber-Attacks in IoT-Enabled Cyber–Physical Systems	73
Efficient Security and Authentication for Edge-Based Internet of Medical Things	73
Energy-Efficient Resource Allocation Strategy in Massive IoT for Industrial 6G Applications	73
Efficient Privacy-Preserving Electricity Theft Detection With Dynamic Billing and Load Monitoring for AMI Networks	73
Hierarchical Deep Reinforcement Learning for Backscattering Data Collection With Multiple UAVs	73
Blockchain-SDN-Based Energy-Aware and Distributed Secure Architecture for IoT in Smart Cities	73
A Deep-Learning-Based Smart Healthcare System for Patient’s Discomfort Detection at the Edge of Internet of Things	73
Routing Algorithm Based on Vehicle Position Analysis for Internet of Vehicles	73
Single Sensor to Estimate DOA With Programmable Metasurface	72
A Game-Theoretic Approach for Enhancing Security and Data Trustworthiness in IoT Applications	72
Distributed Detection in Wireless Sensor Networks Under Multiplicative Fading via Generalized Score Tests	72
Task Offloading and Resource Allocation for IoV Using 5G NR-V2X Communication	72
Efficient Data Access Control With Fine-Grained Data Protection in Cloud-Assisted IIoT	72
DQN-Based Optimization Framework for Secure Sharded Blockchain Systems	72
A Survey on IoT Intrusion Detection: Federated Learning, Game Theory, Social Psychology, and Explainable AI as Future Directions	72
Memoryless Techniques and Wireless Technologies for Indoor Localization With the Internet of Things	72
Vulnerability Assessment of 6G-Enabled Smart Grid Cyber–Physical Systems	71
Hybrid Blockchain-Based Resource Trading System for Federated Learning in Edge Computing	71
Intelligent UAV Swarm Cooperation for Multiple Targets Tracking	71
Jointly Optimizing Client Selection and Resource Management in Wireless Federated Learning for Internet of Things	71
Attribute-Based Access Control for Smart Cities: A Smart-Contract-Driven Framework	71