OOIR: Observatory of International Research

Papers

(The median citation count of IEEE Transactions on Mobile Computing is 3. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-05-01 to 2024-05-01.)

Article	Citations
Deep Reinforcement Learning for Online Computation Offloading in Wireless Powered Mobile-Edge Computing Networks	646
Delay-Aware Microservice Coordination in Mobile Edge Computing: A Reinforcement Learning Approach	229
An Application Placement Technique for Concurrent IoT Applications in Edge and Fog Computing Environments	215
Joint Communication, Computation, Caching, and Control in Big Data Multi-Access Edge Computing	187
Deep Reinforcement Learning for Task Offloading in Mobile Edge Computing Systems	185
Distributed Energy-Efficient Multi-UAV Navigation for Long-Term Communication Coverage by Deep Reinforcement Learning	174
JointDNN: An Efficient Training and Inference Engine for Intelligent Mobile Cloud Computing Services	145
Optimized Content Caching and User Association for Edge Computing in Densely Deployed Heterogeneous Networks	139
FedHome: Cloud-Edge Based Personalized Federated Learning for In-Home Health Monitoring	136
An Energy-Efficient Framework for Internet of Things Underlaying Heterogeneous Small Cell Networks	128
Enabling Strong Privacy Preservation and Accurate Task Allocation for Mobile Crowdsensing	125
Imitation Learning Enabled Task Scheduling for Online Vehicular Edge Computing	124
Scheduling Algorithms for Minimizing Age of Information in Wireless Broadcast Networks with Random Arrivals	119
Collaborative Service Placement for Edge Computing in Dense Small Cell Networks	116
Partial Computation Offloading and Adaptive Task Scheduling for 5G-Enabled Vehicular Networks	115
Toward an Automated Auction Framework for Wireless Federated Learning Services Market	114
Edge-Enabled V2X Service Placement for Intelligent Transportation Systems	112
Dynamic Scheduling for Stochastic Edge-Cloud Computing Environments Using A3C Learning and Residual Recurrent Neural Networks	109
Learning-Aided Computation Offloading for Trusted Collaborative Mobile Edge Computing	102
LeaD: Large-Scale Edge Cache Deployment Based on Spatio-Temporal WiFi Traffic Statistics	99
Blockchain-Enabled Intelligent Transportation Systems: A Distributed Crowdsensing Framework	98
Optimal Application Deployment in Resource Constrained Distributed Edges	97
Computation Offloading in Multi-Access Edge Computing: A Multi-Task Learning Approach	96
Continuous Authentication Through Finger Gesture Interaction for Smart Homes Using WiFi	96
Multi-Objective Computation Sharing in Energy and Delay Constrained Mobile Edge Computing Environments	95

Deep Reinforcement Learning Based Dynamic Trajectory Control for UAV-Assisted Mobile Edge Computing	95
Software-Defined Cooperative Data Sharing in Edge Computing Assisted 5G-VANET	94
A High-Availability Data Collection Scheme based on Multi-AUVs for Underwater Sensor Networks	94
An Indirect Eavesdropping Attack of Keystrokes on Touch Screen through Acoustic Sensing	94
User-Level Privacy-Preserving Federated Learning: Analysis and Performance Optimization	90
Joint Task Offloading and Resource Allocation for Energy-Constrained Mobile Edge Computing	86
Furion: Engineering High-Quality Immersive Virtual Reality on Today's Mobile Devices	85
Delay-Aware Virtual Network Function Placement and Routing in Edge Clouds	83
SMARS: Sleep Monitoring via Ambient Radio Signals	82
TCDA: Truthful Combinatorial Double Auctions for Mobile Edge Computing in Industrial Internet of Things	81
Privacy Risk Analysis and Mitigation of Analytics Libraries in the Android Ecosystem	80
Exploiting Multi-Dimensional Task Diversity in Distributed Auctions for Mobile Crowdsensing	78
Autonomous UAV Trajectory for Localizing Ground Objects: A Reinforcement Learning Approach	78
QoE-Aware Efficient Content Distribution Scheme For Satellite-Terrestrial Networks	78
PACE: Privacy-Preserving and Quality-Aware Incentive Mechanism for Mobile Crowdsensing	77
Distillation-Based Semi-Supervised Federated Learning for Communication-Efficient Collaborative Training With Non-IID Private Data	75
Distributed and Energy-Efficient Mobile Crowdsensing with Charging Stations by Deep Reinforcement Learning	74
Incentive Mechanism for Multiple Cooperative Tasks with Compatible Users in Mobile Crowd Sensing via Online Communities	71
Accurate Localization of Tagged Objects Using Mobile RFID-Augmented Robots	71
Data Offloading in UAV-Assisted Multi-Access Edge Computing Systems Under Resource Uncertainty	69
Dynamic Computation Offloading and Server Deployment for UAV-Enabled Multi-Access Edge Computing	68
Reliability-Optimal Cooperative Communication and Computing in Connected Vehicle Systems	67
Minimizing the Age of Information in Wireless Networks with Stochastic Arrivals	65
Adversarial Deep Learning for Over-the-Air Spectrum Poisoning Attacks	65
To What Extent We Repeat Ourselves? Discovering Daily Activity Patterns Across Mobile App Usage	64
Multi-Task Allocation Under Time Constraints in Mobile Crowdsensing	62
Reinforcement Learning-Based Collision Avoidance and Optimal Trajectory Planning in UAV Communication Networks	62
ELITE: An Intelligent Digital Twin-based Hierarchical Routing Scheme for Softwarized Vehicular Networks	61
Leveraging UAVs for Coverage in Cell-Free Vehicular Networks: A Deep Reinforcement Learning Approach	61
PROTECT: Efficient Password-Based Threshold Single-Sign-On Authentication for Mobile Users against Perpetual Leakage	60
Dynamic UAV Deployment for Differentiated Services: A Multi-Agent Imitation Learning Based Approach	60
Delay-Sensitive Multi-Period Computation Offloading with Reliability Guarantees in Fog Networks	60
ViFi: Virtual Fingerprinting WiFi-Based Indoor Positioning via Multi-Wall Multi-Floor Propagation Model	58
Fog Computing Empowered Data Dissemination in Software Defined Heterogeneous VANETs	58
Optimizing Information Freshness in Wireless Networks: A Stochastic Geometry Approach	56
Joint Optimization of Path Planning and Resource Allocation in Mobile Edge Computing	54
Cooperative Caching in Vehicular Content Centric Network Based on Social Attributes and Mobility	54
STMARL: A Spatio-Temporal Multi-Agent Reinforcement Learning Approach for Cooperative Traffic Light Control	54
Joint Resource Allocation for Device-to-Device Communication Assisted Fog Computing	53
A Fuzzy Logic-Based On-Demand Charging Algorithm for Wireless Rechargeable Sensor Networks With Multiple Chargers	53
ColO-RAN: Developing Machine Learning-Based xApps for Open RAN Closed-Loop Control on Programmable Experimental Platforms	52
UAV-Assisted Task Offloading in Vehicular Edge Computing Networks	52
Free Market of Multi-Leader Multi-Follower Mobile Crowdsensing: An Incentive Mechanism Design by Deep Reinforcement Learning	52
Clustered Virtualized Network Functions Resource Allocation based on Context-Aware Grouping in 5G Edge Networks	51
Towards Fast and Reliable Multihop Routing in VANETs	51
Towards Personalized Privacy-Preserving Incentive for Truth Discovery in Mobile Crowdsensing Systems	51
Minimizing the Maximum Charging Delay of Multiple Mobile Chargers Under the Multi-Node Energy Charging Scheme	51
Reliability-Aware Virtualized Network Function Services Provisioning in Mobile Edge Computing	51
Optimization Model for Cross-Domain Network Slices in 5G Networks	50
Multi-Objective Parallel Task Offloading and Content Caching in D2D-aided MEC Networks	50

Robust Computation Offloading and Resource Scheduling in Cloudlet-Based Mobile Cloud Computing	49
Machine Learning at the Edge: A Data-Driven Architecture With Applications to 5G Cellular Networks	48
Habit2vec: Trajectory Semantic Embedding for Living Pattern Recognition in Population	48
Towards Personalized Task-Oriented Worker Recruitment in Mobile Crowdsensing	48
GaitWay: Monitoring and Recognizing Gait Speed Through the Walls	47
The Design of Dynamic Probabilistic Caching with Time-Varying Content Popularity	47
Throughput Prediction using Machine Learning in LTE and 5G Networks	46
Implementing The Abstract MAC Layer in Dynamic Networks	46
Predictive Estimation of Optimal Signal Strength From Drones Over IoT Frameworks in Smart Cities	46
An Incentive-Aware Job Offloading Control Framework for Multi-Access Edge Computing	46
ROD-Revenue: Seeking Strategies Analysis and Revenue Prediction in Ride-on-Demand Service Using Multi-Source Urban Data	45
DRAG: Deep Reinforcement Learning Based Base Station Activation in Heterogeneous Networks	45
A Socially-Aware Hybrid Computation Offloading Framework for Multi-Access Edge Computing	45
SARDO: An Automated Search-and-Rescue Drone-Based Solution for Victims Localization	45
Minimizing the Age-of-Critical-Information: An Imitation Learning-Based Scheduling Approach Under Partial Observations	45
Statistical Performance Modeling of Solar and Wind-Powered UAV Communications	44
ROSE: Robustly Safe Charging for Wireless Power Transfer	44
BuildSenSys: Reusing Building Sensing Data for Traffic Prediction With Cross-Domain Learning	44
Data Collection Maximization in IoT-Sensor Networks via an Energy-Constrained UAV	43
Deep Neural Network Based Inertial Odometry Using Low-Cost Inertial Measurement Units	43
Heterogeneous V2V Communications in Multi-Link and Multi-RAT Vehicular Networks	43
Coverage Optimization with a Dynamic Network of Drone Relays	43
Adaptive Asynchronous Federated Learning in Resource-Constrained Edge Computing	43
Energy-Efficient Trajectory Optimization for UAV-Assisted IoT Networks	42
CMAB-Based Reverse Auction for Unknown Worker Recruitment in Mobile Crowdsensing	42
Location Privacy-Preserving Task Recommendation With Geometric Range Query in Mobile Crowdsensing	42
Environment-Robust Device-Free Human Activity Recognition With Channel-State-Information Enhancement and One-Shot Learning	42
Efficient Dependent Task Offloading for Multiple Applications in MEC-Cloud System	40
iTAM: Bilateral Privacy-Preserving Task Assignment for Mobile Crowdsensing	40
Service Provisioning Framework for RAN Slicing: User Admissibility, Slice Association and Bandwidth Allocation	40
Channel-Equalization-HAR: A Light-weight Convolutional Neural Network for Wearable Sensor Based Human Activity Recognition	40
Task Partitioning and Offloading in DNN-Task Enabled Mobile Edge Computing Networks	39
A Distributed Deep Reinforcement Learning Technique for Application Placement in Edge and Fog Computing Environments	39
Lightweight Public Key Authenticated Encryption With Keyword Search Against Adaptively-Chosen-Targets Adversaries for Mobile Devices	39
Graph Attention Spatial-Temporal Network With Collaborative Global-Local Learning for Citywide Mobile Traffic Prediction	38
QoE-Aware Decentralized Task Offloading and Resource Allocation for End-Edge-Cloud Systems: A Game-Theoretical Approach	38
Incentivizing Crowdsensing-Based Noise Monitoring with Differentially-Private Locations	37
MetaRadar: Indoor Localization by Reconfigurable Metamaterials	37
Energy Efficient Collaborative Beamforming for Reducing Sidelobe in Wireless Sensor Networks	37
SocialRecruiter: Dynamic Incentive Mechanism for Mobile Crowdsourcing Worker Recruitment With Social Networks	37
DeepWiFi: Cognitive WiFi with Deep Learning	36
An Online Framework for Joint Network Selection and Service Placement in Mobile Edge Computing	36
Push the Limit of Acoustic Gesture Recognition	36
Understanding WiFi Signal Frequency Features for Position-Independent Gesture Sensing	36
Wi-Fi RTT Ranging Performance Characterization and Positioning System Design	36
A Trust Update Mechanism Based on Reinforcement Learning in Underwater Acoustic Sensor Networks	35
Adaptive Admission Control for IoT Applications in Home WiFi Networks	34
Towards Low-Cost Sign Language Gesture Recognition Leveraging Wearables	34
Multi-Area Throughput and Energy Optimization of UAV-Aided Cellular Networks Powered by Solar Panels and Grid	34
A Cloud-Guided Feature Extraction Approach for Image Retrieval in Mobile Edge Computing	34
Device vs Edge Computing for Mobile Services: Delay-Aware Decision Making to Minimize Power Consumption	34
Differentially Private Unknown Worker Recruitment for Mobile Crowdsensing Using Multi-Armed Bandits	34
A Link-Layer Synchronization and Medium Access Control Protocol for Terahertz-Band Communication Networks	34
Underwater Ultrasonic Wireless Power Transfer: A Battery-Less Platform for the Internet of Underwater Things	34
Pedestrian Flow Estimation Through Passive WiFi Sensing	34
Dynamic Resource Provisioning of a Scalable E2E Network Slicing Orchestration System	34
Privacy Preservation in Location-Based Services: A Novel Metric and Attack Model	34
Private Data Trading Towards Range Counting Queries in Internet of Things	33
A Novel Mobile Edge Network Architecture with Joint Caching-Delivering and Horizontal Cooperation	33
Interference-aware Game-theoretic Device Allocation for Mobile Edge Computing	33
RF-Based Human Activity Recognition Using Signal Adapted Convolutional Neural Network	33
Low-Latency and Fresh Content Provision in Information-Centric Vehicular Networks	33
QoS-Based Budget Constrained Stable Task Assignment in Mobile Crowdsensing	32
Fine-Grained User Profiling for Personalized Task Matching in Mobile Crowdsensing	32
Residual Carrier Frequency Offset Estimation and Compensation for Commodity WiFi	32
Reverse Auction-Based Computation Offloading and Resource Allocation in Mobile Cloud-Edge Computing	32
Learning-Based Mobile Edge Computing Resource Management to Support Public Blockchain Networks	32
Understanding the Long-Term Evolution of Mobile App Usage	31
Joint Trajectory and Passive Beamforming Design for Intelligent Reflecting Surface-Aided UAV Communications: A Deep Reinforcement Learning Approach	31
When Attackers Meet AI: Learning-Empowered Attacks in Cooperative Spectrum Sensing	31
DRL-Based V2V Computation Offloading for Blockchain-Enabled Vehicular Networks	31
Contactless Electrocardiogram Monitoring With Millimeter Wave Radar	31
WiHF: Gesture and User Recognition With WiFi	30
Practical Heterogeneous Wireless Charger Placement with Obstacles	30
Expertise-Aware Truth Analysis and Task Allocation in Mobile Crowdsourcing	30
Cooperative Task Offloading and Block Mining in Blockchain-Based Edge Computing With Multi-Agent Deep Reinforcement Learning	30
On the Data Quality in Privacy-Preserving Mobile Crowdsensing Systems with Untruthful Reporting	30
Cost-Effective User Allocation in 5G NOMA-Based Mobile Edge Computing Systems	30
NFV-Enabled IoT Service Provisioning in Mobile Edge Clouds	30
Computation Offloading in Heterogeneous Vehicular Edge Networks: On-Line and Off-Policy Bandit Solutions	30

PlaceRAN: optimal placement of virtualized network functions in Beyond 5G radio access networks	29
Towards Domain-Independent and Real-Time Gesture Recognition Using Mmwave Signal	29
Proven Secure Tree-Based Authenticated Key Agreement for Securing V2V and V2I Communications in VANETs	29
Hybrid OFDMA Random Access With Resource Unit Sensing for Next-Gen 802.11ax WLANs	29
ITrust: An Anomaly-Resilient Trust Model Based on Isolation Forest for Underwater Acoustic Sensor Networks	29
Adaptive Batch Size for Federated Learning in Resource-Constrained Edge Computing	29
LEDGE: Leveraging Edge Computing for Resilient Access Management of Mobile IoT	29
NOMA-Based Scalable Video Multicast in Mobile Networks With Statistical Channels	28
Wireless Powered Mobile Edge Computing: Dynamic Resource Allocation and Throughput Maximization	28
Multi-Adversarial In-Car Activity Recognition Using RFIDs	28
Stable Task Assignment for Mobile Crowdsensing With Budget Constraint	28
Stochastic Digital-Twin Service Demand With Edge Response: An Incentive-Based Congestion Control Approach	28
Adaptive Hybrid Model-Enabled Sensing System (HMSS) for Mobile Fine-Grained Air Pollution Estimation	28
A Comprehensive and Reproducible Comparison of Clustering and Optimization Rules in Wi-Fi Fingerprinting	28
Joint Scheduling and Incentive Mechanism for Spatio-Temporal Vehicular Crowd Sensing	28
CDN Slicing over a Multi-Domain Edge Cloud	27
Time-Efficient Target Tags Information Collection in Large-Scale RFID Systems	27
BLS-Location: A Wireless Fingerprint Localization Algorithm Based on Broad Learning	27
An Information-Centric In-Network Caching Scheme for 5G-Enabled Internet of Connected Vehicles	27
FedHAR: Semi-Supervised Online Learning for Personalized Federated Human Activity Recognition	27
Latency versus Reliability in LEO Mega-Constellations: Terrestrial, Aerial, or Space Relay	27
STEP: A Spatio-Temporal Fine-Granular User Traffic Prediction System for Cellular Networks	27
CrowdFL: Privacy-Preserving Mobile Crowdsensing System Via Federated Learning	27
Evolutionary Multi-Objective Reinforcement Learning Based Trajectory Control and Task Offloading in UAV-Assisted Mobile Edge Computing	26
Data-Driven C-RAN Optimization Exploiting Traffic and Mobility Dynamics of Mobile Users	26
Distributed Time-Sensitive Task Selection in Mobile Crowdsensing	26
Optimal Mobile Computation Offloading with Hard Deadline Constraints	26
Interaction-Oriented Service Entity Placement in Edge Computing	25
Toward Multiple Federated Learning Services Resource Sharing in Mobile Edge Networks	25
Cognitive Balance for Fog Computing Resource in Internet of Things: An Edge Learning Approach	25
Continuous Maneuver Control and Data Capture Scheduling of Autonomous Drone in Wireless Sensor Networks	25
Chase or Wait: Dynamic UAV Deployment to Learn and Catch Time-Varying User Activities	25
Non-Uniform Time-Step Deep Q-Network for Carrier-Sense Multiple Access in Heterogeneous Wireless Networks	25
Placing Wireless Chargers With Limited Mobility	24
Capture-Aware Identification of Mobile RFID Tags With Unreliable Channels	24
Lightweight Imitation Learning for Real-Time Cooperative Service Migration	24
Towards Privacy-Driven Truthful Incentives for Mobile Crowdsensing Under Untrusted Platform	24
A Novel Bayesian Filter for RSS-Based Device-Free Localization and Tracking	24
Federated Learning Meets Contract Theory: Economic-Efficiency Framework for Electric Vehicle Networks	24
ARSpy: Breaking Location-Based Multi-Player Augmented Reality Application for User Location Tracking	24
Multi-Seed Group Labeling in RFID Systems	24
Privacy Preserving Participant Recruitment for Coverage Maximization in Location Aware Mobile Crowdsensing	24
RF-3DScan: RFID-based 3D Reconstruction on Tagged Packages	24
MVSTGN: A Multi-View Spatial-Temporal Graph Network for Cellular Traffic Prediction	24
Cyclic Three-Sided Matching Game Inspired Wireless Network Virtualization	23
Consortium Blockchain-Based Spectrum Trading for Network Slicing in 5G RAN: A Multi-Agent Deep Reinforcement Learning Approach	23
Attention-Based Gait Recognition and Walking Direction Estimation in Wi-Fi Networks	23
Online Optimal Service Selection, Resource Allocation and Task Offloading for Multi-Access Edge Computing: A Utility-Based Approach	23
Edge Intelligence for Adaptive Multimedia Streaming in Heterogeneous Internet of Vehicles	23
Imperfect CSI Based Intelligent Dynamic Spectrum Management Using Cooperative Reinforcement Learning Framework in Cognitive Radio Networks	23
The Case for FPGA-Based Edge Computing	23
Mean-Field Learning for Edge Computing in Mobile Blockchain Networks	23
Minimizing the Longest Tour Time Among a Fleet of UAVs for Disaster Area Surveillance	23
Blockchain-Based Secure Key Management for Mobile Edge Computing	22
All-Day Object Tracking for Unmanned Aerial Vehicle	22
Millimeter-Wave Base Stations in the Sky: An Experimental Study of UAV-to-Ground Communications	22
Enabling Fine-Grained Finger Gesture Recognition on Commodity WiFi Devices	22
Radio Frequency Fingerprinting on the Edge	22
Boundary Tracking of Continuous Objects Based on Binary Tree Structured SVM for Industrial Wireless Sensor Networks	22
Multi-UAV Navigation for Partially Observable Communication Coverage by Graph Reinforcement Learning	22
Reusing Delivery Drones for Urban Crowdsensing	22
CrowdOS: A Ubiquitous Operating System for Crowdsourcing and Mobile Crowd Sensing	22
Reducing the Service Function Chain Backup Cost Over the Edge and Cloud by a Self-Adapting Scheme	22
ISHU: Interference Reduction Scheme for D2D Mobile Groups Using Uplink NOMA	22
Multi-Task Allocation in Mobile Crowd Sensing With Mobility Prediction	22
Workload Re-Allocation for Edge Computing With Server Collaboration: A Cooperative Queueing Game Approach	22
Mobility-Aware Computation Offloading in Edge Computing Using Machine Learning	22
An Edge Computing-Based Photo Crowdsourcing Framework for Real-Time 3D Reconstruction	21
A Framework to Maximize the Capacity of 5G Systems for Ultra-Reliable Low-Latency Communications	21
Friend-as-Learner: Socially-Driven Trustworthy and Efficient Wireless Federated Edge Learning	21
Secure Crowdsensed Data Trading Based on Blockchain	21
A Lightweight Collaborative Deep Neural Network for the Mobile Web in Edge Cloud	21
A Queueing Game Based Management Framework for Fog Computing With Strategic Computing Speed Control	21
Using Truth Detection to Incentivize Workers in Mobile Crowdsourcing	21
OL-EUA: Online User Allocation for NOMA-Based Mobile Edge Computing	21
OmniTrack: Orientation-Aware RFID Tracking With Centimeter-Level Accuracy	21
PPtaxi: Non-Stop Package Delivery via Multi-Hop Ridesharing	21
High Speed LED-to-Camera Communication using Color Shift Keying with Flicker Mitigation	21
Programmable and Customized Intelligence for Traffic Steering in 5G Networks Using Open RAN Architectures	21
CEDAR: A Cost-Effective Crowdsensing System for Detecting and Localizing Drones	21
Binarized neural network for edge intelligence of sensor-based human activity recognition	21
Joint Charging and Relocation Recommendation for E-Taxi Drivers via Multi-Agent Mean Field Hierarchical Reinforcement Learning	21
Auction Design for Edge Computation Offloading in SDN-Based Ultra Dense Networks	21
A Triple Real-Time Trajectory Privacy Protection Mechanism Based on Edge Computing and Blockchain in Mobile Crowdsourcing	21
EPASS360: QoE-Aware 360-Degree Video Streaming Over Mobile Devices	21
Throughput Maximization of Delay-Aware DNN Inference in Edge Computing by Exploring DNN Model Partitioning and Inference Parallelism	20
Charging Task Scheduling for Directional Wireless Charger Networks	20
Computer Vision-Assisted 3D Object Localization via COTS RFID Devices and a Monocular Camera	20
Optimizing mmWave Wireless Backhaul Scheduling	20
Profit-Oriented Task Allocation for Mobile Crowdsensing With Worker Dynamics: Cooperative Offline Solution and Predictive Online Solution	20
Distributed Online Learning of Cooperative Caching in Edge Cloud	20
Slow Beam Steering and NOMA for Indoor Multi-User Visible Light Communications	20
RF-Dial: Rigid Motion Tracking and Touch Gesture Detection for Interaction via RFID Tags	20
Networking Support for Bidirectional Cross-Technology Communication	20
Optimized Neighbor Discovery for Opportunistic Networks of Energy Constrained IoT Devices	20