Reinforcement learning-based slice isolation against ddos attacks in beyond 5g networks

A Javadpour, F Ja'fari, T Taleb… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Network slicing in 5G networks can be modeled as a Virtual Network Embedding (VNE)
problem, wherein the slice requests must be efficiently mapped on the core network. This …

[HTML][HTML] Reinforcement learning-based virtual network embedding: A comprehensive survey

HK Lim, I Ullah, YH Han, SY Kim - ICT Express, 2023 - Elsevier
Virtual network embedding plays a vital role in network virtualization, as it determines the
deployment and connection of virtual networks to the physical network in the 5G and …

Latency equalization policy of end-to-end network slicing based on reinforcement learning

H Bai, Y Zhang, Z Zhang, S Yuan - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Network slicing can provide logically isolated networks on the shared network infrastructure
by invoking multiple technologies and administrative domains to fulfill end-to-end (E2E) …

Virtual network embedding based on hierarchical cooperative multi-agent reinforcement learning

HK Lim, I Ullah, JB Kim, YH Han - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Virtual network embedding (VNE) is a promising technique enabling 5G networks to satisfy
the given requirements of each service via network virtualization (NV). For better …

Enhancing 5G Network Slicing: Slice Isolation Via Actor-Critic Reinforcement Learning with Optimal Graph Features

A Javadpour, F Ja'fari, T Taleb… - GLOBECOM 2023-2023 …, 2023 - ieeexplore.ieee.org
Network slicing within 5G networks encounters two significant challenges: catering to a
maximum number of requests while ensuring slice isolation. To address these challenges …

Blocking Island Paradigm Enhanced Intelligent Coordinated Virtual Network Embedding Based on Deep Reinforcement Learning

T Wang, P Yang, Z Wang, H Cai - 2022 19th Annual IEEE …, 2022 - ieeexplore.ieee.org
As an efficient technique for resource sharing in data centers, network virtualization enables
resource multiplexing by allowing multiple heterogeneous virtual networks (VNs) to …

Dynamic and Parallel Resource Allocation with Analytical Performance Estimation for Virtualized Environment

Q Lu - 2022 - repository.library.carleton.ca
In this thesis, we propose an integrated approach for estimating the performance of virtual
network resource allocation and a Genetic Algorithm (GA) based mechanism for online …

Efficient Virtual Network Embedding with Hierarchical and Cooperative Multi-Agent Reinforcement Learning

I Ullah, HK Lim, YJ Seok, MS Khan… - … , Computing and Digital …, 2023 - ieeexplore.ieee.org
Virtual network embedding is a process that allows for the creation of multiple virtual
networks, each specifically designed to meet the unique requirements of various services …

Virtual Network Embedding with Virtual Nodes Ranking and Multi Points Sampling

Y Yuan, Y Yang, C Wang - … on Advanced Cloud and Big Data …, 2022 - ieeexplore.ieee.org
Network virtualization provides a flexible and dynamic way to allocate physical resources to
multiple virtual networks. Deploying virtual network requests onto the substrate network with …

[PDF][PDF] Network Slicing Resource Mapping Algorithm Oriented to Delay and Reliability Awareness

JH Zhao, ZL Lei, H Qu, H Song - scholar.archive.org
Network slicing is an important network technology that meets different 5G application
scenarios. Aiming at the differentiated needs of business and the problem of providing …