Real-time resource slicing for 5G RAN via deep reinforcement learning
R Xi, X Chen, Y Chen, Z Li - 2019 IEEE 25th International …, 2019 - ieeexplore.ieee.org
With the rapid growth of Internet of Things (IoT), network slicing is regarded as an important
technology to support the multi-users' needs for 5G mobile network. Network slicing allows …
technology to support the multi-users' needs for 5G mobile network. Network slicing allows …
Deep Reinforcement Learning for Online Resource Allocation in Network Slicing
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 …
service (QoS) requirements of different services simultaneously. In network slicing, radio …
Reinforcement learning based resource allocation for network slicing in 5G C-RAN
X Wang, T Zhang - 2019 Computing, Communications and IoT …, 2019 - ieeexplore.ieee.org
In network slicing enabled 5G cloud radio access networks (C-RAN), we study the network
slice resource allocation to ensure the differentiated performance requirements of diversified …
slice resource allocation to ensure the differentiated performance requirements of diversified …
Two-tier resource allocation in dynamic network slicing paradigm with deep reinforcement learning
Network slicing is treated as a key technology of the rapidly developing 5G system.
Nevertheless, the environment of the users is extremely complex, leading to a great …
Nevertheless, the environment of the users is extremely complex, leading to a great …
Energy-efficient deep reinforcement learning assisted resource allocation for 5G-RAN slicing
One of the pillars of the 5G architecture is network slicing, in which hardware, radio, and
power resources are virtualized as a logical network taking into account the requirements of …
power resources are virtualized as a logical network taking into account the requirements of …
GAN-based deep distributional reinforcement learning for resource management in network slicing
Network slicing is a key technology in 5G communications system, which aims to
dynamically and efficiently allocate resources for diversified services with distinct …
dynamically and efficiently allocate resources for diversified services with distinct …
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 …
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 …
Towards Scalable and Efficient Hierarchical Deep Reinforcement Learning for 5G RAN Slicing
As an emerging and promising network paradigm, network slicing creates multiple logical
networks on shared infrastructure to provide services with customized Quality-of-Service …
networks on shared infrastructure to provide services with customized Quality-of-Service …
Reinforcement learning for resource mapping in 5G network slicing
L Zhao, L Li - 2020 5th International Conference on Computer …, 2020 - ieeexplore.ieee.org
In the era of 5G, network slicing is considered to be an effective solution for flexible network
deployment and diversified services. It based on network virtualization technology to divide …
deployment and diversified services. It based on network virtualization technology to divide …