Dynamic resource optimization based on flexible numerology and Markov decision process for heterogeneous services

C Tang, X Chen, Y Chen, Z Li - 2019 IEEE 25th International …, 2019 - ieeexplore.ieee.org
The enhanced Mobile Broadband (eMBB) and ultra-Reliable Low Latency Communications
(URLLC) are two main scenarios of 5G networks. There is an obvious difference in service …

A chance constrained based formulation for dynamic multiplexing of eMBB-URLLC traffics in 5G new radio

M Alsenwi, SR Pandey, YK Tun… - 2019 International …, 2019 - ieeexplore.ieee.org
5G New Radio (NR) is envisioned to provide three major services: enhanced Mobile
Broadband (eMBB), Ultra Reliable Low Latency Communications (URLLC), and massive …

eMBB and URLLC service multiplexing based on deep reinforcement learning in 5G and beyond

YH Hsu, W Liao - 2022 IEEE Wireless Communications and …, 2022 - ieeexplore.ieee.org
In 5G, eMBB services are defined to support high data rate, while URLLC services focus on
low latency and high reliability. Multiplexing these two services on the same wireless radio …

Machine learning based flexible transmission time interval scheduling for eMBB and uRLLC coexistence scenario

J Zhang, X Xu, K Zhang, B Zhang, X Tao… - IEEE Access, 2019 - ieeexplore.ieee.org
The enhanced Mobile Broadband (eMBB) and ultra-Reliable Low Latency Communications
(uRLLC) are the two main scenarios of 5 th generation (5G) mobile communication system …

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 …

Resource Scheduling in URLLC and eMBB Coexistence Based on Dynamic Selection Numerology

L Wang, S Tao, L Zhao, D Zhou, Z Liu… - … and Mobile Computing, 2024 - Wiley Online Library
This paper focuses on the resource allocation problem of multiplexing two different service
scenarios, enhanced mobile broadband (eMBB) and ultrareliable low latency (URLLC) in …

Dynamic resource allocation of eMBB-uRLLC traffic in 5G new radio

M Al-Ali, E Yaacoub, A Mohamed - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
5G technology is intended to support three promising services with heterogeneous
requirements: Ultra-Reliable and Low Latency Communication (uRLLC), enhanced Mobile …

Integrated resource scheduling for user experience enhancement: A heuristically accelerated DRL

L Wang, C Yang, X Wang, J Li… - … and Signal Processing …, 2019 - ieeexplore.ieee.org
The expected explosive traffic has forced the fifth-generation (5G) mobile communication
system to be ultra-dense networks (UDNs). Driven by diverse applications, flexible resource …

Effective 5G wireless downlink scheduling and resource allocation in cyber-physical systems

A Vora, KD Kang - Technologies, 2018 - mdpi.com
In emerging Cyber-Physical Systems (CPS), the demand for higher communication
performance and enhanced wireless connectivity is increasing fast. To address the issue, in …

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 …