Deep Reinforcement Learning for Online Resource Allocation in Network Slicing

Y Cai, P Cheng, Z Chen, M Ding… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Network slicing is a key enabler of 5G and beyond networks to satisfy the diverse quality of
service (QoS) requirements of different services simultaneously. In network slicing, radio …

Towards open 6g: Experimental o-ran framework for predictive uplink slicing

R Wiebusch, NA Wagner, D Overbeck… - ICC 2023-IEEE …, 2023 - ieeexplore.ieee.org
Traditional cellular Radio Access Networks (RANs) are associated with significant costs and
low agility due to proprietary hard-and software resulting in vendor lock-ins. Open RAN …

On the benefits of demand-based planning and configuration of private 5g networks

C Bektas, C Schüler, R Falkenberg… - 2021 IEEE Vehicular …, 2021 - ieeexplore.ieee.org
High reliability and specific, application-driven requirements are the reason for the growing
importance of private 5G networks or campus networks, which can be configured and …

Reinforcement learning based resource allocation for network slices in O-RAN midhaul

NF Cheng, T Pamuklu… - 2023 IEEE 20th …, 2023 - ieeexplore.ieee.org
Network slicing envisions the 5th generation (5G) mobile network resource allocation to be
based on different requirements for different services, such as Ultra-Reliable Low Latency …

Predictive 5G Uplink Slicing for Blockchain-driven Smart Energy Contracts

F Kurtz, R Wiebusch, D Overbeck… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
The energy grid is facing a paradigm shift away from traditionally centralized electricity
generation towards dis-tributed renewable energy resources. These so-called Smart Grids …

Proactive Resource Management for Predictive 5G Uplink Slicing

D Overbeck, NA Wagner, F Kurtz… - … 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
The 5th generation of mobile communication networks (5G) introduced the concept of
network slicing for enabling multiple, diverging service types by providing virtually …

Providing response times guarantees for mixed-criticality network slicing in 5g

A Nota, S Saidi, D Overbeck, F Kurtz… - … Design, Automation & …, 2022 - ieeexplore.ieee.org
Mission critical applications in domains such as Industry 4.0, autonomous vehicles or Smart
Grids are increasingly dependent on flexible, yet highly reliable communication systems. In …

The Cost of Uncertainty: Impact of Overprovisioning on the Dimensioning of Machine Learning-based Network Slicing

C Bektas, S Böcker, C Wietfeld - 2022 IEEE Future Networks …, 2022 - ieeexplore.ieee.org
Increasing automation of industry verticals and frequently changing production cycles
require a high level of production line modularity and are locally accompanied by frequently …

Design of a 5G Network Slicing Architecture for Mixed-Critical Services in Cellular Energy Systems

D Overbeck, F Kurtz, S Böcker… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
The shift towards renewable energies is increasing communication demands, particularly in
novel energy grid architectures. One such approach is the concept of cellular energy …

Context-based Latency Guarantees Considering Channel Degradation in 5G Network Slicing

A Nota, S Saidi, D Overbeck, F Kurtz… - 2022 IEEE Real-Time …, 2022 - ieeexplore.ieee.org
Mission critical applications in domains such as Industry 4.0, autonomous vehicles or smart
grids are increasingly dependent on flexible, yet highly reliable communication systems. The …