Distributed Machine Learning for Multiuser Mobile Edge Computing Systems

Yinghao Guo, Rui Zhao, Shiwei Lai, +3

IEEE Journal of Selected Topics in Signal Processing

Wireless CommunicationsEngineeringMachine LearningDistributed AlgorithmsOptimization Criteria +15

A Novel Framework of Three-Hierarchical Offloading Optimization for MEC in Industrial IoT Networks

Zichao Zhao, Rui Zhao, Junjuan Xia, +4

IEEE Transactions on Industrial Informatics

Three-hierarchical Offloading OptimizationRelay Selection CriteriaEngineeringEnergy EfficiencyIot Communication +15

Deep reinforcement learning based mobile edge computing for intelligent Internet of Things

Rui Zhao, Xinjie Wang, Junjuan Xia, +1

Physical Communication

Edge IntelligenceEngineeringDeep ReinforcementDeep Reinforcement LearningEdge Device +7

Intelligent secure mobile edge computing for beyond 5G wireless networks

Shiwei Lai, Rui Zhao, Shunpu Tang, +3

Physical Communication

5G NetworksEngineeringEdge Device5G SystemEdge Computing +8

Intelligent ubiquitous computing for future UAV-enabled MEC network systems

Lunyuan Chen, Rui Zhao, Ke He, +2

Cluster Computing

EngineeringAerial RoboticsAerospace EngineeringUnmanned SystemMobile Computing +3

Impact of direct links on Intelligent Reflect Surface-aided MEC networks

Rui Zhao, Chengyuan Fan, Jianghong Ou, +3

Physical Communication

EngineeringAntennaComputer EngineeringDirect LinksSystems Engineering +2

Intelligent Offloading Strategy Design for Relaying Mobile Edge Computing Networks

Yinghao Guo, Zichao Zhao, Rui Zhao, +4

IEEE Access

EngineeringArray Signal ProcessingEdge DeviceSmart CitySmart Antenna +14

Profit maximization in cache-aided intelligent computing networks

Rui Zhao, Fusheng Zhu, Maobing Tang, +1

Physical Communication

Cluster ComputingEngineeringDynamic Resource AllocationEdge ComputingCloud Computing +8

DRL-based Task Offloading and Resource Allocation in Multi-UAV-MEC Network with SDN

Deshuang Sha, Rui Zhao

EngineeringEdge DeviceDynamic Resource AllocationDrl-based Task OffloadingSystems Engineering +19

Green MEC Networks Design Under UAV Attack: A Deep Reinforcement Learning Approach

Rui Zhao, Junjuan Xia, Zichao Zhao, +3

IEEE Transactions on Green Communications and Networking

EngineeringDeep ReinforcementEdge DeviceReinforcement Learning (Educational Psychology)Novel Optimization Framework +18