Edge computing network resource allocation based on virtual network embedding
K Zhan, N Chen, SVN Santhosh Kumar… - International Journal …, 2022 - Wiley Online Library
It is expected that the demand for quality of service (QoS) and quality of experience (QoE) in
future 6G scenarios will continue to increase, and edge computing (EC) will continue to …
future 6G scenarios will continue to increase, and edge computing (EC) will continue to …
5G and edge: A reinforcement learning approach for Virtual Network Embedding with cost optimization and improved acceptance rate
CL Moreira, CA Kamienski, RAC Bianchi - Computer Networks, 2024 - Elsevier
Abstract 5G technologies are fueling a revolution across numerous industries, including
manufacturing, healthcare, and entertainment, by enabling the development and …
manufacturing, healthcare, and entertainment, by enabling the development and …
Towards learning-based energy-efficient online coordinated virtual network embedding framework
Z Duan, T Wang - Computer Networks, 2024 - Elsevier
Network virtualization is a highly effective technology for resource sharing within data
centers, enabling the coexistence of multiple heterogeneous virtual networks in a shared …
centers, enabling the coexistence of multiple heterogeneous virtual networks in a shared …
Multiagent deep-reinforcement-learning-based virtual resource allocation through network function virtualization in Internet of Things
Resource allocation is a significant task in the emerging area of Internet of Things (IoT). IoT
devices are usually low-cost devices with limited computational power and capabilities for …
devices are usually low-cost devices with limited computational power and capabilities for …
DeepVNE: Deep Reinforcement and Graph Convolution Fusion for Virtual Network Embedding
KK TG, KB Aneesh, A Siddheshwar… - 2024 16th …, 2024 - ieeexplore.ieee.org
Network virtualization (NV) plays a crucial role in modern network management. One of the
fundamental challenges in NV is allocating physical network (PN) resources to the demands …
fundamental challenges in NV is allocating physical network (PN) resources to the demands …
FlagVNE: A Flexible and Generalizable Reinforcement Learning Framework for Network Resource Allocation
Virtual network embedding (VNE) is an essential resource allocation task in network
virtualization, aiming to map virtual network requests (VNRs) onto physical infrastructure …
virtualization, aiming to map virtual network requests (VNRs) onto physical infrastructure …
Virtual network function embedding under nodal outage using reinforcement learning
With the emergence of various types of applications such as delay-sensitive applications,
future communication networks are expected to be increasingly complex and dynamic …
future communication networks are expected to be increasingly complex and dynamic …
Cooperative multi-agent deep reinforcement learning for dynamic virtual network allocation with traffic fluctuations
A Suzuki, R Kawahara, S Harada - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Network traffic and computing demand have been changing dramatically due to the growth
of various types of network services, eg, high-quality video delivery and operating system …
of various types of network services, eg, high-quality video delivery and operating system …
Virtual network function embedding under nodal outage using deep Q-learning
With the emergence of various types of applications such as delay-sensitive applications,
future communication networks are expected to be increasingly complex and dynamic …
future communication networks are expected to be increasingly complex and dynamic …
Joint admission control and resource allocation of virtual network embedding via hierarchical deep reinforcement learning
As an essential resource management problem in network virtualization, virtual network
embedding (VNE) aims to allocate the finite resources of physical network to sequentially …
embedding (VNE) aims to allocate the finite resources of physical network to sequentially …