Hierarchical reinforcement learning based traffic steering in multi-RAT 5G deployments
In 5G non-standalone mode, an intelligent traffic steering mechanism can vastly aid in
ensuring a smooth user experience by selecting the best radio access technology (RAT) …
ensuring a smooth user experience by selecting the best radio access technology (RAT) …
Traffic steering for 5G Multi-RAT deployments using deep reinforcement learning
In 5G non-standalone mode, traffic steering is a critical technique to take full advantage of
5G new radio while optimizing dual connectivity of 5G and LTE networks in multiple radio …
5G new radio while optimizing dual connectivity of 5G and LTE networks in multiple radio …
On Deep Reinforcement Learning for Traffic Steering Intelligent ORAN
This paper aims to develop the intelligent traffic steering (TS) framework, which has recently
been considered as one of the key developments of 3GPP for advanced 5G. Since …
been considered as one of the key developments of 3GPP for advanced 5G. Since …
Empowering Traffic Steering in 6G Open RAN with Deep Reinforcement Learning
The sixth-generation (6G) wireless network landscape is evolving toward enhanced
programmability, virtualization, and intelligence to support heterogeneous use cases. The O …
programmability, virtualization, and intelligence to support heterogeneous use cases. The O …
Programmable and customized intelligence for traffic steering in 5G networks using open RAN architectures
5G and beyond mobile networks will support heterogeneous use cases at an
unprecedented scale, thus demanding automated control and optimization of network …
unprecedented scale, thus demanding automated control and optimization of network …
Balanced5G-Fair Traffic Steering Technique using Data-Driven Learning in Beyond 5G Systems
The rapid adoption of the fifth generation (5G) communication systems and increasing data
consumption per device is exponentially growing mobile data traffic. Traffic Steering (TS) …
consumption per device is exponentially growing mobile data traffic. Traffic Steering (TS) …
On-device intelligence for 5g ran: Knowledge transfer and federated learning enabled ue-centric traffic steering
Traffic steering (TS) is a promising approach to support various service requirements and
enhance transmission reliability by distributing network traffic loads to appropriate base …
enhance transmission reliability by distributing network traffic loads to appropriate base …
Network-aided intelligent traffic steering in 6g O-RAN: A multi-layer optimization framework
To enable an intelligent, programmable and multi-vendor radio access network (RAN) for 6G
networks, considerable efforts have been made in standardization and development of open …
networks, considerable efforts have been made in standardization and development of open …
Design of Computing-Aware Traffic Steering architecture for 5G Mobile User Plane
One of the critical targets of the fifth generation (5G) mobile network is supporting low
latency and high reliable services at the network edge servers. Multiple service instances of …
latency and high reliable services at the network edge servers. Multiple service instances of …
[PDF][PDF] Intelligent Real-Time IoT Traffic Steering in 5G Edge Networks.
In the Next Generation Radio Networks (NGRN), there will be extreme massive connectivity
with the Heterogeneous Internet of Things (HetIoT) devices. The millimeter-Wave (mmWave) …
with the Heterogeneous Internet of Things (HetIoT) devices. The millimeter-Wave (mmWave) …