Machine learning for performance-aware virtual network function placement
With the growing demand for data connectivity, network service providers are faced with the
task of reducing their capital and operational expenses while simultaneously improving …
task of reducing their capital and operational expenses while simultaneously improving …
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 …
flexible virtual network functions (VNFs). To dynamically adjust to ever-changing traffic …
Leveraging deep reinforcement learning with attention mechanism for virtual network function placement and routing
The efficacy of Network Function Virtualization (NFV) depends critically on (1) where the
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …
Cost-efficient virtual network function placement and traffic steering
Y Liu, J Pei, P Hong, D Li - ICC 2019-2019 IEEE International …, 2019 - ieeexplore.ieee.org
Benefiting from Network Function Virtualization (NFV), Service Function Chain (SFC) that is
composed of a set of ordered Virtual Network Functions (VNFs) has become a popular …
composed of a set of ordered Virtual Network Functions (VNFs) has become a popular …
Drl-sfcp: Adaptive service function chains placement with deep reinforcement learning
Network function virtualization (NFV) is a promising paradigm that network functions can be
deployed on commodity servers instead of dedicated servers to enhance the resource …
deployed on commodity servers instead of dedicated servers to enhance the resource …
Joint placement and allocation of virtual network functions with budget and capacity constraints
With the advent of Network Function Virtualization (NFV), network services that traditionally
run on proprietary dedicated hardware can now be realized using Virtual Network Functions …
run on proprietary dedicated hardware can now be realized using Virtual Network Functions …
Virtual network function placement for serving weighted services in NFV-Enabled networks
Network function virtualization (NFV) is a novel network architecture yielding many
optimization choices to Internet service providers due to its flexibility. Based on this …
optimization choices to Internet service providers due to its flexibility. Based on this …
Machine learning-based optimal vnf deployment
Network Function Virtualization (NFV) environment can deal with dynamic changes in traffic
status with appropriate deployment and scaling of Virtualized Network Function (VNF) …
status with appropriate deployment and scaling of Virtualized Network Function (VNF) …
Resource-efficient virtual network function placement in operator networks
Network Function Virtualization (NFV) is an emerging network resource utilization approach
which decouples network functions from proprietary hardware. To accommodate Service …
which decouples network functions from proprietary hardware. To accommodate Service …
Balancing delay and cost in virtual network function placement and chaining
A Leivadeas, M Falkner, I Lambadaris… - 2018 4th IEEE …, 2018 - ieeexplore.ieee.org
Network Function Virtualization (NFV) has proliferated the way network services are offered
to the end users. Individual network functions are decoupled from expensive and dedicated …
to the end users. Individual network functions are decoupled from expensive and dedicated …