基于DRL 的6G 多租户网络切片智能资源分配算法

管婉青, 张海君, 路兆铭 - 北京邮电大学学报, 2020 - journal.bupt.edu.cn
未来第6 代移动通信系统(6G) 网络服务支持虚实结合, 实时交互, 亟需快速匹配多租户个性化
服务需求, 对此, 提出了一种两层递阶的网络切片智能管理方案, 上层部署全局资源管理器 …

Intelligent Resource Allocation Algorithm for 6G Multi-Tenant Network Slicing Based on Deep Reinforcement Learning

G Wan-qing, Z Hai-jun… - Journal of Beijing …, 2020 - journal.bupt.edu.cn
In the future, the sixth generation of mobile communications system (6G) network services
merge reality and virtual reality, and support real-time interaction. It is urgent to quickly …

Customized slicing for 6G: Enforcing artificial intelligence on resource management

W Guan, H Zhang, VCM Leung - IEEE network, 2021 - ieeexplore.ieee.org
Next generation wireless networks are expected to support diverse vertical industries and
offer countless emerging use cases. To satisfy stringent requirements of diversified services …

6G 网络任务卸载与细粒度切片资源调度联合优化算法

王晔, 王逸飞, 陈康, 朱晓荣, 童恩, 徐语菲 - 电信科学, 2024 - infocomm-journal.com
针对未来全域, 全场景多样化的业务需求, 6G 网络需要提供场景化, 个性化的服务能力.
针对未来细粒度业务服务质量保障问题, 提出了6G 网络任务卸载与细粒度切片资源调度联合 …

Dynamic reservation and deep reinforcement learning based autonomous resource slicing for virtualized radio access networks

G Sun, ZT Gebrekidan, GO Boateng… - Ieee …, 2019 - ieeexplore.ieee.org
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 …

Joint optimization algorithm for 6G network task offloading and fine-grained slice resource scheduling.

W Ye, W Yifei, C Kang, ZHU Xiaorong… - …, 2024 - search.ebscohost.com
In response to the diverse business needs of the future in all domains and scenarios, 6G
networks need to provide scenario-based and personalized service capabilities. Aiming at …

Machine learning based resource orchestration for 5G network slices

N Salhab, R Rahim, R Langar… - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
5G will serve heterogeneous demands in terms of data-rate, reliability, latency, and
efficiency. Mobile operators shall be able to serve all of these requirements using shared …

Latency-aware dynamic resource allocation scheme for multi-tier 5G network: A network slicing-multitenancy scenario

SO Oladejo, OE Falowo - IEEE Access, 2020 - ieeexplore.ieee.org
In 5G slice networks, the multi-tenant, multi-tier heterogeneous network will be critical in
meeting the quality of service (QoS) requirement of the different slice use cases and in …

Digital twin-assisted flexible slice admission control for 5G core network: A deep reinforcement learning approach

J Wang, J Li, J Liu - Future Generation Computer Systems, 2024 - Elsevier
Abstract 5G core network slicing is an important component of 5G end-to-end slicing, which
divides the physical network into multiple logical networks to handle various critical service …

Utility optimization for resource allocation in multi-access edge network slicing: A twin-actor deep deterministic policy gradient approach

Z Wang, Y Wei, FR Yu, Z Han - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
To achieve the service-oriented features of the 5G, network slicing aims to create logical
virtual networks where multiple services are provided on a common physical infrastructure …