On the specialization of fdrl agents for scalable and distributed 6g ran slicing orchestration
Network slicing enables multiple virtual networks to be instantiated and customized to meet
heterogeneous use case requirements over 5G and beyond network deployments …
heterogeneous use case requirements over 5G and beyond network deployments …
Zero-touch networks: Towards next-generation network automation
The Zero-touch network and Service Management (ZSM) framework represents an
emerging paradigm in the management of the fifth-generation (5G) and Beyond (5G+) …
emerging paradigm in the management of the fifth-generation (5G) and Beyond (5G+) …
Service Function Chain Deployment with VNF-Dependent Software Migration in Multi-domain Networks
In the 6G era, user demand for low-latency, cost-effective extreme services such as
extended reality (XR) and holographic communications has significantly increased. Multi …
extended reality (XR) and holographic communications has significantly increased. Multi …
A federated DRL approach for smart micro-grid energy control with distributed energy resources
The prevalence of the Internet of things (IoT) and smart meters devices in smart grids is
providing key support for measuring and analyzing the power consumption patterns. This …
providing key support for measuring and analyzing the power consumption patterns. This …
Intelligent Driving Task Scheduling Service in Vehicle-Edge Collaborative Networks Based on Deep Reinforcement Learning
With the evolution of 6G technology, mobile edge computing is rapidly advancing as a
crucial application scenario. This research presents an innovative method for vehicle-edge …
crucial application scenario. This research presents an innovative method for vehicle-edge …
A Novel Approach for Scalable and Sustainable 6G Networks
Hierarchical, distributed, scalable and Artificial Intelligence (AI)-based management of a
massive number of network slices in different domains with the goal of zero-touch …
massive number of network slices in different domains with the goal of zero-touch …
Cost-Aware SFC Collaborative Scaling Based on Multi-Agent RL With Stackelberg Game
J Yao, Y **e, Q Mao, S Xu - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
With the exponential growth of network computing demands, Service Function Chain (SFC)
scaling can meet the evolving demands and provide more service functionalities, which is …
scaling can meet the evolving demands and provide more service functionalities, which is …
Adaptive Network Function Chain Orchestration Strategy for 6G Inclusive Intelligent Services
In the upcoming 6G era, inclusive intelligent services (IISs) that rely on integrated
communications and AI arithmetic will become the new norm. The IISs stem from numerous …
communications and AI arithmetic will become the new norm. The IISs stem from numerous …
An Experimental Platform of a Beyond-5G Network with Machine Learning Integration
As commercial 5G networks become commercially available and 6G looms in the horizon,
the adoption of this new technologies depends on the way current and yet-to-come vertical …
the adoption of this new technologies depends on the way current and yet-to-come vertical …
Multi-provider NFV network service delegation via average reward reinforcement learning
Abstract In multi-provider 5G/6G networks, service delegation enables administrative
domains to federate in provisioning NFV network services. Admission control in selecting the …
domains to federate in provisioning NFV network services. Admission control in selecting the …