Autonomous resource provisioning and resource customization for mixed traffics in virtualized radio access network
G Sun, K Xiong, GO Boateng… - IEEE Systems …, 2019 - ieeexplore.ieee.org
Network slicing has been introduced in fifth-generation (5G) systems to satisfy requirements
of diverse applications from various service providers operating on a common shared …
of diverse applications from various service providers operating on a common shared …
Admission control for 5G core network slicing based on deep reinforcement learning
WF Villota-Jacome, OMC Rendon… - IEEE Systems …, 2022 - ieeexplore.ieee.org
Network slicing is a promising technology for providing customized logical and virtualized
networks for the fifth-generation (5G) use-cases (enhanced mobile broadband, ultrareliable …
networks for the fifth-generation (5G) use-cases (enhanced mobile broadband, ultrareliable …
Intelligent resource scheduling for 5G radio access network slicing
It is widely acknowledged that network slicing can tackle the diverse use cases and
connectivity services of the forthcoming next-generation mobile networks (5G). Resource …
connectivity services of the forthcoming next-generation mobile networks (5G). Resource …
Intelligent radio access network slicing for service provisioning in 6G: A hierarchical deep reinforcement learning approach
Network slicing is a key paradigm in 5G and is expected to be inherited in future 6G
networks for the concurrent provisioning of diverse quality of service (QoS). Unfortunately …
networks for the concurrent provisioning of diverse quality of service (QoS). Unfortunately …
Deep reinforcement learning-based network slicing for beyond 5G
With the advent of 5G era, network slicing has received a great deal of attention as a means
to support a variety of wireless services in a flexible manner. Network slicing is a technique …
to support a variety of wireless services in a flexible manner. Network slicing is a technique …
The LSTM-based advantage actor-critic learning for resource management in network slicing with user mobility
Network slicing aims to efficiently provision diversified services with distinct requirements
over the same physical infrastructure. Therein, in order to efficiently allocate resources …
over the same physical infrastructure. Therein, in order to efficiently allocate resources …
[HTML][HTML] Reinforcement learning based resource management for network slicing
Network slicing to create multiple virtual networks, called network slice, is a promising
technology to enable networking resource sharing among multiple tenants for the 5th …
technology to enable networking resource sharing among multiple tenants for the 5th …
Joint QoS and energy-efficient resource allocation and scheduling in 5G Network Slicing
Network Slicing (NS) is fast evolving as a prominent enabler for providing tailored services
in the Fifth Generation of cellular networks (5G). Network Slices are virtualized network …
in the Fifth Generation of cellular networks (5G). Network Slices are virtualized network …
Dynamic reservation and deep reinforcement learning based autonomous resource slicing for virtualized radio access networks
The elastic reconstruction of 5G network services is expected to provide the capability of
network slice orchestration to access the network on demand, guarantee service experience …
network slice orchestration to access the network on demand, guarantee service experience …
An efficient RAN slicing strategy for a heterogeneous network with eMBB and V2X services
HDR Albonda, J Pérez-Romero - IEEE access, 2019 - ieeexplore.ieee.org
Emerging 5G wireless technology will support services and use cases with vastly
heterogeneous requirements. Network slicing, which allows composing multiple dedicated …
heterogeneous requirements. Network slicing, which allows composing multiple dedicated …