Deep reinforcement learning for resource management on network slicing: A survey
JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …
Multi-objective deep reinforcement learning assisted service function chains placement
Y Bi, CC Meixner, M Bunyakitanon… - … on Network and …, 2021 - ieeexplore.ieee.org
The study of Service Function Chains (SFCs) placement problem is crucial to support
services flexibly and use resources efficiently. Solutions should satisfy various Quality of …
services flexibly and use resources efficiently. Solutions should satisfy various Quality of …
A network intelligence architecture for efficient vnf lifecycle management
Network softwarization paradigms such as SDN and NFV provide network operators with
advantages in terms of scalability, cost and resource efficiency, as well as flexibility …
advantages in terms of scalability, cost and resource efficiency, as well as flexibility …
Study of virtual network function placement in 5G cloud radio access network
5G and beyond need to meet stringent requirements of latency, reliability, and support for
heterogeneous devices. However, the existing wireless network architecture is limited to …
heterogeneous devices. However, the existing wireless network architecture is limited to …
Predicting vnf deployment decisions under dynamically changing network conditions
In addition to providing network operators with benefits in terms of flexibility and cost
efficiency, softwarization paradigms like SDN and NFV are key enablers for the concept of …
efficiency, softwarization paradigms like SDN and NFV are key enablers for the concept of …
Towards delay-optimized and resource-efficient network function dynamic deployment for VNF service chaining
C Bu, J Wang, X Wang - Applied Soft Computing, 2022 - Elsevier
By decoupling virtualized network functions from the dedicated network equipment on which
they run, Network Function Virtualization (NFV) has brought a flexible and economical way …
they run, Network Function Virtualization (NFV) has brought a flexible and economical way …
Machine learning-based prediction of VNF deployment decisions in dynamic networks
In addition to providing network operators with benefits in terms of flexibility and cost
efficiency, softwarization paradigms like SDN and NFV are key enablers for the concept of …
efficiency, softwarization paradigms like SDN and NFV are key enablers for the concept of …
CoDeC: A cost-effective and delay-aware SFC deployment
Service Function Chain (SFC) provides an end-to-end service by processing traffic flow
through a series of Virtual Network Functions (VNFs) in a specific order. Satisfying user's …
through a series of Virtual Network Functions (VNFs) in a specific order. Satisfying user's …
Virtual network function–forwarding graph embedding: A genetic algorithm approach
TAQ Pham, JM Sanner, C Morin… - International Journal of …, 2020 - Wiley Online Library
Network function virtualization (NFV) provides a simple and effective mean to deploy and
manage network and telecommunications' services. A typical service can be expressed in …
manage network and telecommunications' services. A typical service can be expressed in …
Delay sensitive virtual network function placement and routing
R Gouareb, V Friderikos… - 2018 25th international …, 2018 - ieeexplore.ieee.org
Network function virtualization (NFV) is a recent concept for sharing multiple resources from
one or more physical network infrastructures in order to improve flexibility of design …
one or more physical network infrastructures in order to improve flexibility of design …