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 …

Intelligent resource slicing for eMBB and URLLC coexistence in 5G and beyond: A deep reinforcement learning based approach

M Alsenwi, NH Tran, M Bennis… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
In this paper, we study the resource slicing problem in a dynamic multiplexing scenario of
two distinct 5G services, namely Ultra-Reliable Low Latency Communications (URLLC) and …

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 …

AI-enabled radio resource allocation in 5G for URLLC and eMBB users

M Elsayed, M Erol-Kantarci - 2019 IEEE 2nd 5G World Forum …, 2019 - ieeexplore.ieee.org
The fifth generation (5G) network is expected to accommodate heterogeneous traffic with
diverse QoS demands. In this paper, we address the coexistence of Ultra-Reliable Low …

Deep reinforcement learning-based joint scheduling of eMBB and URLLC in 5G networks

J Li, X Zhang - IEEE Wireless Communications Letters, 2020 - ieeexplore.ieee.org
To satisfy tight latency constraints, ultra-reliable low latency communications (URLLC) traffic
is scheduled by overlapping the on-going enhanced mobile broad band (eMBB) …

eMBB-URLLC resource slicing: A risk-sensitive approach

M Alsenwi, NH Tran, M Bennis… - IEEE …, 2019 - ieeexplore.ieee.org
Ultra Reliable Low Latency Communication (URLLC) is a 5G New Radio (NR) application
that requires strict reliability and latency. URLLC traffic is usually scheduled on top of the …

Radio resource management for ultra-reliable and low-latency communications

C She, C Yang, TQS Quek - IEEE Communications Magazine, 2017 - ieeexplore.ieee.org
Supporting ultra-reliable and low-latency communications (URLLC) is one of the major
goals in 5G communication systems. Previous studies focus on ensuring end-to-end delay …

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 …

A matching based coexistence mechanism between eMBB and uRLLC in 5G wireless networks

AK Bairagi, MS Munir, M Alsenwi, NH Tran… - Proceedings of the 34th …, 2019 - dl.acm.org
Ultra-reliable low-latency communication (uRLLC) and enhanced mobile broadband
(eMBB) are two major service classes in the emerging 5G mobile network. uRLLC …

Opportunistic spatial preemptive scheduling for URLLC and eMBB coexistence in multi-user 5G networks

AA Esswie, KI Pedersen - Ieee Access, 2018 - ieeexplore.ieee.org
The fifth generation (5G) of the mobile networks is envisioned to feature two major service
classes: ultra-reliable low-latency communications (URLLC) and enhanced mobile …