Reinforcement learning-based joint power and resource allocation for URLLC in 5G

M Elsayed, M Erol-Kantarci - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
Next-generation wireless networks are moving rapidly towards supporting heterogeneous
services that bring along several challenges in radio resource allocation. In this paper, we …

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 …

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 …

Resource allocation of URLLC and eMBB mixed traffic in 5G networks: A deep learning approach

MY Abdelsadek, Y Gadallah… - GLOBECOM 2020-2020 …, 2020 - ieeexplore.ieee.org
Ultra-reliable low-latency communication (URLLC) has been considered as a major use
case for the fifth generation (5G) wireless networks. Therefore, the Third Generation …

Interference-aware radio resource allocation for 5G ultra-reliable low-latency communication

H Malik, MM Alam, Y Le Moullec… - 2018 IEEE Globecom …, 2018 - ieeexplore.ieee.org
Ultra-reliable low-latency communication (URLLC) is one of the main challenges faced by
future 5G networks to enable mission-critical IoT use-case scenarios. High reliability can be …

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) …

Intelligent Resource Management for eMBB and URLLC in 5G and beyond Wireless Networks

RM Sohaib, O Onireti, Y Sambo, R Swash… - IEEE …, 2023 - ieeexplore.ieee.org
In the era of 5G and beyond wireless networks, the simultaneous support of enhanced
Mobile Broadband (eMBB) and Ultra-Reliable Low Latency Communications (URLLC) …

Multiplexing URLLC traffic within eMBB services in 5G NR: Fair scheduling

H Yin, L Zhang, S Roy - IEEE Transactions on Communications, 2020 - ieeexplore.ieee.org
5G New Radio (NR) is envisioned to efficiently support both enhanced mobile broadband
(eMBB) and ultra-reliable low-latency communication (URLLC). Due to the severe constraint …

Deep learning based power allocation in 6g urllc for jointly optimizing latency and reliability

RU Murshed, AH Hridhon… - 2021 5th International …, 2021 - ieeexplore.ieee.org
Supporting ultra-reliable and low-latency communications (URLLC) is one of the primary
goals for the sixth-generation (6G) cellular networks. Minimizing latency while maintaining …

Efficient low complexity packet scheduling algorithm for mixed URLLC and eMBB traffic in 5G

A Karimi, KI Pedersen, NH Mahmood… - 2019 IEEE 89th …, 2019 - ieeexplore.ieee.org
We address the problem of resource allocation and packet scheduling for a mixture of ultra-
reliable low-latency communication (URLLC) and enhanced mobile broadband (eMBB) …