Accelerating virtual network embedding with graph neural networks
Virtual Network Embedding (VNE) is an essential component of network virtualization
technology. Prior works on VNE mainly focused on resource efficiency and did not address …
technology. Prior works on VNE mainly focused on resource efficiency and did not address …
CoMap: An efficient virtual network re-mapping strategy based on coalitional matching theory
Virtualization of resources has been adopted in different environments such as wireless
sensor networks (WSN), 5G networks, Fog computing, Internet of Things (IoT), and …
sensor networks (WSN), 5G networks, Fog computing, Internet of Things (IoT), and …
An artificial intelligence strategy for the deployment of future microservice-based applications in 6G networks
Future applications to be supported by 6G networks are envisaged to be realized by loosely-
coupled and independent microservices. In order to achieve an optimal deployment of …
coupled and independent microservices. In order to achieve an optimal deployment of …
Evaluating the impact of delay constraints in network services for intelligent network slicing based on SKM model
A El-Mekkawi, X Hesselbach… - … of Communications and …, 2021 - ieeexplore.ieee.org
Solving the problem of network resource allocation with delay constraint is a significant
challenge for realizing future Internet and 5G networks services such as advanced mobile …
challenge for realizing future Internet and 5G networks services such as advanced mobile …
A reinforcement learning approach for virtual network function chaining and sharing in softwarized networks
G KIbalya, J Serrat-Fernández… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Cognizant of the ease with which softwarized functions can be dynamically scaled according
to real time resource requirements, and the fact that multiple services can have common …
to real time resource requirements, and the fact that multiple services can have common …
A deep reinforcement learning-based algorithm for reliability-aware multi-domain service deployment in smart ecosystems
The transition towards full network virtualization will see services for smart ecosystems
including smart metering, healthcare and transportation among others, being deployed as …
including smart metering, healthcare and transportation among others, being deployed as …
A multi-stage graph based algorithm for survivable service function chain orchestration with backup resource sharing
Network softwarisation introduces flexibility in network management by enabling the
deployment of network functions as software modules running on virtual machines …
deployment of network functions as software modules running on virtual machines …
Deployment of Future Services in a Multi-access Edge Computing Environment Using Intelligence at the Edge
The transition to beyond fifth generation (B5G) and sixth generation (6G) networks will lead
to the support of new and future services, like virtual reality, vehicle collision avoidance or …
to the support of new and future services, like virtual reality, vehicle collision avoidance or …
Novel NFV aware network service for intelligent network slicing based on squatting-kicking model
A El-Mekkawi, X Hesselbach, JR Piney - IEEE access, 2020 - ieeexplore.ieee.org
Future networks starting from 5G will depend on network slicing to meet a wide range of
network services (NSs) with various quality of service (QoS) requirements. With the powerful …
network services (NSs) with various quality of service (QoS) requirements. With the powerful …
A multi-stage graph aided algorithm for distributed service function chain provisioning across multiple domains
Network Service Providers (NSPs) envisage to support the divergent and stringent
requirements of future services by instantiating these services as service chains, commonly …
requirements of future services by instantiating these services as service chains, commonly …