Distributive Dynamic Spectrum Access Through Deep Reinforcement Learning: A Reservoir Computing-Based Approach

Hao-Hsuan Chang, Hao Song, Yang Yi, +3

IEEE Internet of Things Journal

Artificial Intelligence Enabled Internet of Things: Network Architecture and Spectrum Access

Hao Song, Jianan Bai, Yang Yi, +2

IEEE Computational Intelligence Magazine

Artificial IntelligenceWireless CommunicationsAutonomous NetworkEngineeringIot Communication +18

Enabling cyber‐physical communication in 5G cellular networks: challenges, spatial spectrum sensing, and cyber‐security

Rachad Atat, Lingjia Liu, Hao Chen, +3

IET Cyber-Physical Systems Theory & Applications

Reservoir Computing Meets Smart Grids: Attack Detection Using Delayed Feedback Networks

Kian Hamedani, Lingjia Liu, Rachad Atat, +2

IEEE Transactions on Industrial Informatics

Scada SecurityEngineeringPower Grid OperationSmart GridInfrastructure Security +10

Computing over Space-Air-Ground Integrated Networks: Challenges and Opportunities

Bodong Shang, Yang Yi, Lingjia Liu

IEEE Network

EngineeringEdge ComputingCloud ComputingSpacecraft NetworksComputer Engineering +9

Brain-Inspired Wireless Communications: Where Reservoir Computing Meets MIMO-OFDM

Somayeh Susanna Mosleh, Lingjia Liu, Cenk Sahin, +2

IEEE Transactions on Neural Networks and Learning Systems

Wireless CommunicationsRecurrent Neural NetworkEngineeringRc ConceptComputational Neuroscience +13

Spectrum Sharing for UAV Communications: Spatial Spectrum Sensing and Open Issues

Bodong Shang, Vuk Marojevic, Yang Yi, +2

IEEE Vehicular Technology Magazine

Artificial IntelligenceUav CommunicationsUav Spectrum SharingCognitive Radio Resource ManagementEngineering +12

FPGA based spike-time dependent encoder and reservoir design in neuromorphic computing processors

Yang Yi, Yongbo Liao, Bin Wang, +4

Microprocessors and Microsystems

Spike-time Dependent EncoderEngineeringComputational NeuroscienceComputer EngineeringReservoir Computing +10

A Deep Reinforcement Learning Framework for Spectrum Management in Dynamic Spectrum Access

Hao Song, Lingjia Liu, Jonathan Ashdown, +1

IEEE Internet of Things Journal

Dynamic Spectrum ManagementWireless CommunicationsCognitive Radio Resource ManagementEngineeringSpectrum Management +10

Deep Echo State Q-Network (DEQN) and Its Application in Dynamic Spectrum Sharing for 5G and Beyond

Hao-Hsuan Chang, Lingjia Liu, Yang Yi

IEEE Transactions on Neural Networks and Learning Systems

Dynamic Spectrum ManagementCognitive Radio Resource ManagementEngineeringDeep Reinforcement Learning5G System +9