Improved grant-free access for URLLC via multi-tier-driven computing: Network-load learning, prediction, and resource allocation

Z Zhao, Q Du, GK Karagiannidis - IEEE Journal on Selected …, 2023 - ieeexplore.ieee.org
Grant-Free (GF) access has been recognized as a promising candidate for Ultra-Reliable
and Low-Latency Communications (URLLC). However, even with GF access, URLLC still …

Machine learning for 6G enhanced ultra-reliable and low-latency services

Y Liu, Y Deng, A Nallanathan… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Ultra-reliable and low-latency communications (URLLC), as one of the major communication
services of the fifth-generation (5G) and the sixth-generation (6G) cellular networks, is critical …

Distributed resource allocation for URLLC in IIoT scenarios: A multi-armed bandit approach

F Pase, M Giordani, G Cuozzo… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
This paper addresses the problem of enabling inter-machine Ultra-Reliable Low-Latency
Communication (URLLC) in future 6G Industrial Internet of Things (IIoT) networks. As far as …

Risk-aware resource allocation for URLLC: Challenges and strategies with machine learning

A Azari, M Ozger, C Cavdar - IEEE Communications Magazine, 2019 - ieeexplore.ieee.org
Supporting ultra-reliable low-latency communications (URLLC) is a major challenge of 5G
wireless networks. Stringent delay and reliability requirements need to be satisfied for both …

A multi-agent reinforcement learning approach for massive access in NOMA-URLLC networks

H Han, X Jiang, W Lu, W Zhai, Y Li… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Ultra-reliable low-latency communication (URLLC) enables diverse applications with
rigorous latency and reliability requirements. To provide a wide range of services, the future …

A tutorial on ultrareliable and low-latency communications in 6G: Integrating domain knowledge into deep learning

C She, C Sun, Z Gu, Y Li, C Yang… - Proceedings of the …, 2021 - ieeexplore.ieee.org
As one of the key communication scenarios in the fifth-generation and also the sixth-
generation (6G) mobile communication networks, ultrareliable and low-latency …

Reinforcement learning-based hybrid spectrum resource allocation scheme for the high load of URLLC services

Q Huang, X Xie, M Cheriet - EURASIP Journal on Wireless …, 2020 - Springer
Ultra-reliable and low-latency communication (URLLC) in mobile networks is still one of the
core solutions that require thorough research in 5G and beyond. With the vigorous …

Analyzing grant-free access for URLLC service

Y Liu, Y Deng, M Elkashlan… - IEEE Journal on …, 2020 - ieeexplore.ieee.org
5G New Radio (NR) is expected to support new ultra-reliable low-latency communication
(URLLC) service targeting at supporting the small packets transmissions with very stringent …

Saving energy and spectrum in enabling URLLC services: A scalable RL solution

M Ganjalizadeh, HS Ghadikolaei… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Communication systems supporting cyber-physical production applications should satisfy
stringent delay and reliability requirements. Diversity techniques and power control are the …

System level analysis of uplink grant-free transmission for URLLC

T Jacobsen, R Abreu, G Berardinelli… - 2017 IEEE …, 2017 - ieeexplore.ieee.org
In the context of 5'th Generation (5G) New Radio (NR), new transmission procedures are
currently studied for supporting the challenging requirements of Ultra-Reliable Low-Latency …