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 …

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 …

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) …

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 …

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 …

Joint preference metric for efficient resource allocation in co-existence of eMBB and URLLC

A Pradhan, S Das - 2020 International Conference on …, 2020 - ieeexplore.ieee.org
The co-existence of enhanced Mobile Broadband (eMBB) and Ultra-Reliable Low Latency
Communication (URLLC) services in emerging 5G technology are essential to support many …

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 …

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 …

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) …

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 …