A survey on how network simulators serve reinforcement learning in wireless networks

S Ergun, I Sammour, G Chalhoub - Computer Networks, 2023 - Elsevier
Rapid adoption of mobile devices, coupled with the increase in prominence of mobile
applications and services, resulted in unprecedented infrastructure requirements for mobile …

QoS aware resource allocation for coexistence mechanisms between eMBB and URLLC: Issues, challenges, and future directions in 5G

R Kumar, D Sinwar, V Singh - Computer Communications, 2023 - Elsevier
Abstract 5G NR enables three types of use case scenarios viz. enhance mobile broadband
(eMBB), ultra-reliable low latency communication (URLLC), and massive machine type …

Beyond 5G resource slicing with mixed-numerologies for mission critical URLLC and eMBB coexistence

A Esmaeily, HVK Mendis, T Mahmoodi… - IEEE Open Journal of …, 2023 - ieeexplore.ieee.org
Network slicing has been a significant technological advance in the 5G mobile network
allowing delivery of diverse and demanding requirements. The slicing grants the ability to …

A novel duplex deep reinforcement learning based RRM framework for next-generation V2X communication networks

SM Waqas, Y Tang, F Abbas, H Chen… - Expert Systems with …, 2023 - Elsevier
Resource management in the next-generation vehicle-to-everything (V2X) communication
networks is a demanding research problem. It is difficult to achieve the best results if the …

An auction-based distributed network slicing scheme for resource allocation in satellite-UAV integrated networks

X Tong, X Li, Y Liu - Computer Communications, 2023 - Elsevier
Network slicing is a promising solution to satisfy different service quality requirements in the
satellite-UAV integrated network of B5G and 6G. To relieve the significant transmission …

[HTML][HTML] Interference Mitigation in Mixed-Numerology System Using Hybrid Waveforms

MS Sayed, HM Zakaria, AM Abdelhady… - Ain Shams Engineering …, 2024 - Elsevier
The coexistence of mixed numerologies with OFDM introduces significant inter-numerology
interference (INI) due to high out-of-band emission (OOBE). This interference worsens with …

Predictable Wireless Networked Scheduling for Bridging Hybrid Time-Sensitive and Real-Time Services

Y Zhou, L Feng, X Jiang, W Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Emerging use cases within the realm of industrial automation have underscored the
importance of predictable wireless networked control when wireless networks bridge both …

preDQN-Based TAS Traffic Scheduling in Intelligence Endogenous Networks

B Li, L Chen, Z Yang, H Xiang - IEEE Systems Journal, 2024 - ieeexplore.ieee.org
The time-sensitive networking (TSN) working group standardizes time-aware shapes (TAS)
to reduce network latency, but the traditional TAS standard lacks adaptability and cannot …

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 …

Network Slicing in Beyond 5G: Implementation, Isolation, and Coexistence

A Esmaeily - 2023 - ntnuopen.ntnu.no
The contemporary landscape of telecommunications is defined by the advent of Fifth
Generation (5G) and the tantalizing promise of Beyond 5G (B5G) networks. 5G and B5G …