Dapper: Deploying Service Function Chains in the Programmable Data Plane Via Deep Reinforcement Learning
Network functions perform specific packet processing on network traffic. To meet operators'
needs, forming service function chains (SFCs) is a fundamental technique used in today's …
needs, forming service function chains (SFCs) is a fundamental technique used in today's …
Compiling service function chains via fine-grained composition in the programmable data plane
Service function chains (SFCs) are fundamental services in today's datacenters and ISP
networks. Explosive volume of network traffic creates high demands for low latency and high …
networks. Explosive volume of network traffic creates high demands for low latency and high …
pSFC: Fine-grained composition of service function chains in the programmable data plane
Dynamic service function chains (SFC) are enabled by network function virtualization on
general purpose servers. The emergence of programmable data planes (PDP) has offered a …
general purpose servers. The emergence of programmable data planes (PDP) has offered a …
Drl-deploy: adaptive service function chains deployment with deep reinforcement learning
X Wei, Y Sheng, L Li, C Zhou - 2021 IEEE Intl Conf on Parallel …, 2021 - ieeexplore.ieee.org
With the development of software-defined networking (SDN) and network function
virtualization (NFV), the service function chain (SFC) has become a popular paradigm for …
virtualization (NFV), the service function chain (SFC) has become a popular paradigm for …
sfc2cpu: Operating a service function chain platform with neural combinatorial optimization
P Krämer, P Diederich, C Krämer… - 2021 IFIP/IEEE …, 2021 - ieeexplore.ieee.org
Service Function Chaining realized with a microservice based architecture results in an
increased number of computationally cheap Virtual Network Functions (VNFs). Pinning …
increased number of computationally cheap Virtual Network Functions (VNFs). Pinning …
Machine learning based link state aware service function chaining
Service Function Chaining (SFC) can be a basic deployment unit that composes a chaining
order of required network functions to provide a network service. With the proliferation of …
order of required network functions to provide a network service. With the proliferation of …
FlexNF: Flexible network function orchestration on the programmable data plane
Recently, Programmable Data Plane (PDP) has been leveraged to offload Network
Functions (NFs). Due to its high processing capabilities, programmable data plane can …
Functions (NFs). Due to its high processing capabilities, programmable data plane can …
A Two-Stage GCN-Based Deep Reinforcement Learning Framework for SFC Embedding in Multi-Datacenter Networks
Network Function Virtualization (NFV), which decouples network functions from hardware
and transforms them into Virtual Network Functions (VNFs), is a crucial technology for data …
and transforms them into Virtual Network Functions (VNFs), is a crucial technology for data …
A machine learning approach for service function chain embedding in cloud datacenter networks
TJ Wassing, D De Vleeschauwer… - 2021 IEEE 10th …, 2021 - ieeexplore.ieee.org
Network Functions Virtualization (NFV) is an industry effort to replace traditional hardware
middleboxes with virtualized network functions (VNFs) running on general-build hardware …
middleboxes with virtualized network functions (VNFs) running on general-build hardware …
Reinforcement learning of graph neural networks for service function chaining
In the management of computer network systems, the service function chaining (SFC)
modules play an important role by generating efficient paths for network traffic through …
modules play an important role by generating efficient paths for network traffic through …