54 citations · 341 across the 72 of their papers we have counts for
11 papers · 1 filter
Optimization of Grant-Free NOMA with Multiple Configured-Grants for mURLLC
Yan Liu, Yansha Deng, Maged Elkashlan +2
Massive Ultra-Reliable and Low-Latency Communications (mURLLC), which integrates URLLC with massive access, is emerging as a new and important service class in the next generation…
DQN-based Beamforming for Uplink mmWave Cellular-Connected UAVs
Susarla Praneeth, Gouda Bikshapathi, Deng Yansha +3
Unmanned aerial vehicles (UAVs) are the emerging vital components of millimeter wave (mmWave) wireless systems. Accurate beam alignment is essential for efficient beam-based mmWave…
Scalable Multi-agent Reinforcement Learning Algorithm for Wireless Networks
Fenghe Hu, Yansha Deng, A. Hamid Aghvami
Scalability is the key roadstone towards the application of cooperative intelligent algorithms in large-scale networks. Reinforcement learning (RL) is known as model-free and high…
Learning-based Prediction, Rendering and Transmission for Interactive Virtual Reality in RIS-Assisted Terahertz Networks
Xiaonan Liu, Yansha Deng, Chong Han +1
The quality of experience (QoE) requirements of wireless Virtual Reality (VR) can only be satisfied with high data rate, high reliability, and low VR interaction latency. This high…
Analyzing Uplink Grant-free Sparse Code Multiple Access System in Massive IoT Networks
Ke Lai, Jing Lei, Yansha Deng +2
Grant-free sparse code multiple access (GF-SCMA) is considered to be a promising multiple access candidate for future wireless networks. In this paper, we focus on characterizing t…
Machine Learning for Massive Industrial Internet of Things
Hui Zhou, Changyang She, Yansha Deng +2
Industrial Internet of Things (IIoT) revolutionizes the future manufacturing facilities by integrating the Internet of Things technologies into industrial settings. With the deploy…
QoE Optimization for Live Video Streaming in UAV-to-UAV Communications via Deep Reinforcement Learning
Liyana Adilla binti Burhanuddin, Xiaonan Liu, Yansha Deng +2
A challenge for rescue teams when fighting against wildfire in remote areas is the lack of information, such as the size and images of fire areas. As such, live streaming from Unma…
Analyzing Novel Grant-Based and Grant-Free Access Schemes for Small Data Transmission
Hui Zhou, Yansha Deng, Luca Feltrin +1
Fifth Generation (5G) New Radio (NR) does not support data transmission during random access (RA) procedures, which results in unnecessary control signalling overhead and power con…
Learning based signal detection for MIMO systems with unknown noise statistics
Ke He, Le He, Lisheng Fan +3
This paper aims to devise a generalized maximum likelihood (ML) estimator to robustly detect signals with unknown noise statistics in multiple-input multiple-output (MIMO) systems.…
Real-time Video Streaming and Control of Cellular-Connected UAV System: Prototype and Performance Evaluation
Hui Zhou, Fenghe Hu, Michal Juras +2
Unmanned aerial vehicles (UAVs) play an increasingly important role in military, public, and civilian applications, where providing connectivity to UAVs is crucial for its real-tim…
A General Deep Reinforcement Learning Framework for Grant-Free NOMA Optimization in mURLLC
Yan Liu, Yansha Deng, Hui Zhou +2
Grant-free non-orthogonal multiple access (GF-NOMA) is a potential technique to support massive Ultra-Reliable and Low-Latency Communication (mURLLC) service. However, the dynamic…