Energy-Aware Adaptive Scaling of Server Farms for NFV with Reliability Requirements
Auto-scaling techniques aim to keep the right number of active servers for the current load: if
this number is too small we risk service disruption, but if it is too large we waste resources …
this number is too small we risk service disruption, but if it is too large we waste resources …
Performance trade-offs of auto scaling schemes for NFV with reliability requirements
J Perez-Valero, J Garcia-Reinoso, A Banchs… - Computer …, 2023 - Elsevier
A major concern for future mobile networks is to meet extremely stringent reliability
requirements without incurring very high energy consumption. To this aim, we need auto …
requirements without incurring very high energy consumption. To this aim, we need auto …
Analysis of scaling policies for NFV providing 5G/6G reliability levels with fallible servers
The softwarization of mobile networks enables an efficient use of resources, by dynamically
scaling and re-assigning them following variations in demand. Given that the activation of …
scaling and re-assigning them following variations in demand. Given that the activation of …
Towards chain-aware scaling detection in nfv with reinforcement learning
L He, L Li, Y Liu - … IEEE/ACM 29th International Symposium on …, 2021 - ieeexplore.ieee.org
Elastic scaling enables dynamic and efficient re-source provisioning in Network Function
Virtualization (NFV) to serve fluctuating network traffic. Scaling detection determines the …
Virtualization (NFV) to serve fluctuating network traffic. Scaling detection determines the …
A proactive auto-scaling scheme with latency guarantees for multi-tenant NFV cloud
Abstract Network Functions Virtualization (NFV) is a promising technology to provide packet
processing services. However, dynamic capacity provisioning to meet different tenants' time …
processing services. However, dynamic capacity provisioning to meet different tenants' time …
Towards autonomous VNF auto-scaling using deep reinforcement learning
Network Function Virtualization (NFV) is one of the main enablers behind the promised
improvements in the Fifth Generation (5G) networking era. Thanks to this concept, Network …
improvements in the Fifth Generation (5G) networking era. Thanks to this concept, Network …
Environment-adaptive sizing and placement of NFV service chains with accelerated reinforcement learning
M Nakanoya, Y Sato… - 2019 IFIP/IEEE symposium …, 2019 - ieeexplore.ieee.org
As network function virtualization spread, network service providers have been able to
deliver various networks flexibly and rapidly. In particular, products and services that build …
deliver various networks flexibly and rapidly. In particular, products and services that build …
Forecasting assisted VNF scaling in NFV-enabled networks
As a new promising technology, Network Function Virtualization (NFV) converts hardware
based network function into software module running on virtual machines, for cost reduction …
based network function into software module running on virtual machines, for cost reduction …
Scalable provisioning of virtual network functions via supervised learning
A Scalingi, F Esposito, W Muhammad… - … IEEE Conference on …, 2019 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is opening new opportunities for both the business
and the research community. As the need to softwarize functions grows, managing the …
and the research community. As the need to softwarize functions grows, managing the …
Auto-scaling network service chains using machine learning and negotiation game
Network Function Virtualization (NFV) enables Network Operators (NOs) to efficiently
respond to the increasing dynamicity of network services. Virtual Network Functions (VNFs) …
respond to the increasing dynamicity of network services. Virtual Network Functions (VNFs) …