A-DDPG: Attention mechanism-based deep reinforcement learning for NFV

N He, S Yang, F Li, S Trajanovski… - 2021 IEEE/ACM 29th …, 2021 - ieeexplore.ieee.org
The efficacy of Network Function Virtualization (NFV) depends critically on (1) where the
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …

Protection strategies for dynamic VNF placement and service chaining

L Askari, M Tamizi, O Ayoub… - … and Networks (ICCCN), 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV) provides a major shift in the provisioning of
telecommunication services by decoupling network functions from dedicated hardware …

ALAP: Availability-and Latency-Aware Protection for O-RAN: A Deep Q-Learning Approach

I Tamim, A Shami, L Ong - IEEE Transactions on Network and …, 2023 - ieeexplore.ieee.org
Ultra-Reliable Low Latency Communications (URLLC) is a critical use case in 5G and B5G
networks enabling applications such as Augmented Reality (AR)-assisted surgery, vehicle …

Intent-based Network Slice Reconfiguration for Elastic Battlefield Communication

A Castañares, DK Tosh - MILCOM 2024-2024 IEEE Military …, 2024 - ieeexplore.ieee.org
A critical requirement in the Department of Defense's (DoD) Unified Network Plan is that
future force networks must" automate cybersecurity capabilities" to detect and react to threats …

Availability Evaluation of Service Function Chains Under Different Protection Schemes

JPH Asdikian, L Askari, O Ayoub… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Network Function Virtualization (NFV) calls for a new resource management approach
where virtualized network functions (VNFs) replace traditional network hardware appliances …

Transforming Large-Scale Virtualized Networks: Advancements in Latency Reduction, Availability Enhancemenit, and Security Fortification

I Tamim - 2023 - search.proquest.com
In today's digital age, the increasing demand for networks, driven by the proliferation of
connected devices, data-intensive applications, and transformative technologies …

A-DDPG: Attention Mechanism-Based Deep Reinforcement Learning for NFV

S Yang, N He, F Li, X Fu - Resource Allocation in Network Function …, 2022 - Springer
Chapters 3–5 transform the VNF placement and traffic routing proble into some well-known
NP-hard problems, and then a heuristic or approximation method is proposed to solve it, at …

[PDF][PDF] MAXIMIZING SERVICE FUNCTION CHAIN AVAILABILITY IN SOFTWARE DEFINED NETWORKS _ A Thesis Presented

S Abrahams - 2022 - csc.csudh.edu
ABSTRACT In a Software Defined Network (SDN) there may be multiple Virtual Network
Function (VNF) nodes within the network that comprise a Service Function Chain (SFC) …