Reinforcement learning-based dynamic resource allocation for grant-free access

M Elsayem, H Abou-Zeid, A Afana… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
Cellular networks have evolved to deliver high-speed broadband services to support the
requirements of IoT applications, which demand high speed, low latency, and massive …

Efficient traffic scheduling for coexistence of eMBB and uRLLC in industrial IoT networks

Y Ruan, G Nie, W Ni, H Tian… - 2022 IEEE Wireless …, 2022 - ieeexplore.ieee.org
Ultra-reliable low-latency communication (uRLLC) is envisioned to efficiently support
mission-critical scenarios, especially for industrial Internet of Things (IIoT). Considering the …

Coordinated random access for industrial IoT with correlated traffic by reinforcement-learning

A Rech, S Tomasin - 2021 IEEE Globecom Workshops (GC …, 2021 - ieeexplore.ieee.org
We propose a coordinated random access scheme for industrial Internet-of-things (IIoT)
scenarios, with machine-type devices (MTDs) generating sporadic correlated traffic. This …

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 …

Resource allocation and sharing in URLLC for IoT applications using shareability graphs

F Librino, P Santi - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
The current development trend of wireless communications aims at coping with the very
stringent reliability and latency requirements posed by several emerging Internet-of-Things …

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 …

Coexistence of eMBB and URLLC in open radio access networks: A distributed learning framework

M Alsenwi, E Lagunas… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
This paper proposes a distributed learning framework for network slicing in multi-cell open
radio access networks providing two services: Ultra-Reliable Low Latency Communications …

[PDF][PDF] Beyond 5G URLLC evolution: New service modes and practical considerations

H Alves, GD Jo, J Shin, C Yeh… - arXiv preprint arXiv …, 2021 - researchgate.net
Ultra-Reliable Low Latency Communications (URLLC) arose to serve Industrial IoT (IIoT)
use cases within 5G. However, currently, it has inherent limitations in supporting future …

Efficient ultra-reliable and low latency communications and massive machine-type communications in 5G new radio

SY Lien, SC Hung, DJ Deng… - GLOBECOM 2017-2017 …, 2017 - ieeexplore.ieee.org
Different from the International Mobile Telecommunications Advanced (IMT-Advanced)
system solely enhancing the transmission data rates regardless the variety of emerging …

The complexity–performance tradeoff in resource allocation for URLLC exploiting dynamic CSI

F Librino, P Santi - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
The challenging applications envisioned for the future Internet of Things networks are
making it urgent to develop fast and scalable resource allocation algorithms able to meet the …