Joint Routing and Scheduling Optimization in Time-Sensitive Networks Using Graph-Convolutional-Network-Based Deep Reinforcement Learning

Dynamic Beam Pattern and Bandwidth Allocation Based on Multi-Agent Deep Reinforcement Learning for Beam Hopping Satellite Systems

(2022) Zhiyuan Lin et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Development of an Ethernet-Based Heuristic Time-Sensitive Networking Scheduling Algorithm for Real-Time In-Vehicle Data Transmission

(2021) Hyeong-Jun Kim et al.   Electronics

Tensor-Based Reinforcement Learning for Network Routing

(2021) Kai-Chu Tsai et al.   IEEE Journal of Selected Topics in Signal Processing

Unfolding WMMSE Using Graph Neural Networks for Efficient Power Allocation

(2021) Arindam Chowdhury et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

A Hybrid DQN and Optimization Approach for Strategy and Resource Allocation in MEC Networks

(2021) Yi-Chen Wu et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

A Robust Distributed Hierarchical Online Learning Approach for Dynamic MEC Networks

(2021) Yi-Chen Wu et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Graph Attention Network-Based Multi-Agent Reinforcement Learning for Slicing Resource Management in Dense Cellular Network

(2021) Yan Shao et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

A GNN-Based Supervised Learning Framework for Resource Allocation in Wireless IoT Networks

(2021) Tianrui Chen et al.   IEEE Internet of Things Journal

Virtualized Network Function Forwarding Graph Placing in SDN and NFV-Enabled IoT Networks: A Graph Neural Network Assisted Deep Reinforcement Learning Method

(2021) Yanghao Xie et al.   IEEE Transactions on Network and Service Management

A time-sensitive network scheduling algorithm based on improved ant colony optimization

(2020) Yang Wang et al.   Alexandria Engineering Journal

Optimal and Approximation Algorithms for Joint Routing and Scheduling in Millimeter-Wave Cellular Networks

(2020) Dingwen Yuan et al.   IEEE-ACM TRANSACTIONS ON NETWORKING

A Comprehensive Survey on Graph Neural Networks

(2020) Zonghan Wu et al.   IEEE Transactions on Neural Networks and Learning Systems

Flow Scheduling for Conflict-Free Network Updates in Time-Sensitive Software-Defined Networks

(2020) Zaiyu Pang et al.   IEEE Transactions on Industrial Informatics

Adaptive and Robust Routing With Lyapunov-Based Deep RL in MEC Networks Enabled by Blockchains

(2020) Zirui Zhuang et al.   IEEE Internet of Things Journal

A Graph Neural Network-Based Digital Twin for Network Slicing Management

(2020) Haozhe Wang et al.   IEEE Transactions on Industrial Informatics

Wireless Access in Ultra-Reliable Low-Latency Communication (URLLC)

(2019) Petar Popovski et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Joint Routing and Resource Allocation for Millimeter Wave Picocellular Backhaul

(2019) Maryam Eslami Rasekh et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Routing and Scheduling of Time-Triggered Traffic in Time-Sensitive Networks

(2019) Ayman A. Atallah et al.   IEEE Transactions on Industrial Informatics

Incremental Flow Scheduling and Routing in Time-Sensitive Software-Defined Networks

(2018) Naresh Ganesh Nayak et al.   IEEE Transactions on Industrial Informatics

Throughput-Optimal Broadcast in Wireless Networks with Dynamic Topology

(2018) Abhishek Sinha et al.   IEEE TRANSACTIONS ON MOBILE COMPUTING

Ultra-Low Latency (ULL) Networks: The IEEE TSN and IETF DetNet Standards and Related 5G ULL Research

(2018) Ahmed Nasrallah et al.   IEEE Communications Surveys and Tutorials

Worst-Case Latency Analysis for IEEE 802.1Qbv Time Sensitive Networks Using Network Calculus

(2018) Luxi Zhao et al.   IEEE Access

Deep Reinforcement Learning: A Brief Survey

(2017) Kai Arulkumaran et al.   IEEE SIGNAL PROCESSING MAGAZINE

Energy Sharing for Multiple Sensor Nodes With Finite Buffers

(2015) Sindhu Padakandla et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE