Energy-aware virtual network embedding

S Su, Z Zhang, AX Liu, X Cheng… - … /ACM Transactions on …, 2014 - ieeexplore.ieee.org
Virtual network embedding, which means mapping virtual networks requested by users to a
shared substrate network maintained by an Internet service provider, is a key function that …

Fiber-wireless network virtual resource embedding method based on load balancing and priority

S Xu, P Li, SY Guo, X Qiu - IEEE Access, 2018 - ieeexplore.ieee.org
Network virtualization is becoming one of the most promising ways to solve resource
solidification problem of fiber-wireless access networks. To fully utilize substrate resources …

Extendable NFV-integrated control method using reinforcement learning

A Suzuki, R Kawahara, M Kobayashi… - IEICE Transactions …, 2020 - search.ieice.org
Network functions virtualization (NFV) enables telecommunications service providers to
realize various network services by flexibly combining multiple virtual network functions …

Security-aware virtual network embedding algorithm based on reinforcement learning

P Zhang, C Wang, C Jiang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Virtual network embedding (VNE) algorithm is always the key problem in network
virtualization (NV) technology. At present, the research in this field still has the following …

Machine learning for dynamic resource allocation in network function virtualization

S Schneider, NP Satheeschandran… - 2020 6th IEEE …, 2020 - ieeexplore.ieee.org
Network function virtualization (NFV) proposes to replace physical middleboxes with more
flexible virtual network functions (VNFs). To dynamically adjust to ever-changing traffic …

Resource fragmentation-aware embedding in dynamic network virtualization environments

H Lu, F Zhang - IEEE Transactions on Network and Service …, 2022 - ieeexplore.ieee.org
In network virtualization environments, with random arrival and departure of virtual network
requests, there exist some resources (ie, link resources and node resources) isolated from …

Dynamic embedding and quality of service-driven adjustment for cloud networks

H Cao, S Wu, GS Aujla, Q Wang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Cloud computing built on virtualization technologies can provide Internet service providers
(SPs) with elastic virtualized node and link resources. SPs can outsource their virtualized …

Optimal resource allocation in sdn/nfv-enabled networks via deep reinforcement learning

J Su, S Nair, L Popokh - 2022 IEEE Ninth International …, 2022 - ieeexplore.ieee.org
Software-Defined Networking (SDN) and Network Functions Virtualization (NFV) are two
emerging paradigms that enable the feasible and scalable deployment of Virtual Network …

A novel reinforcement learning algorithm for virtual network embedding

H Yao, X Chen, M Li, P Zhang, L Wang - Neurocomputing, 2018 - Elsevier
Network virtualization enables the share of a physical network among multiple virtual
networks. Virtual network embedding determines the effectiveness of utilization of network …

Intelligent VNF orchestration and flow scheduling via model-assisted deep reinforcement learning

L Gu, D Zeng, W Li, S Guo… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
Hosting virtualized network functions (VNF) has been regarded as an effective way to realize
network function virtualization (NFV). Considering the cost diversity in cloud computing, from …