A survey on mobile edge computing infrastructure: Design, resource management, and optimization approaches

LA Haibeh, MCE Yagoub, A Jarray - IEEE Access, 2022 - ieeexplore.ieee.org
Emerging 5G cellular networks are expected to face a dramatic increase in the volume of
mobile traffic and IoT user requests due to the massive growth in mobile devices and the …

Machine learning-driven service function chain placement and scaling in MEC-enabled 5G networks

T Subramanya, D Harutyunyan, R Riggio - Computer Networks, 2020 - Elsevier
Abstract 5G mobile network technology promises to deliver unprecedented ultra-low latency
and high data rates, paving the way for many novel applications and services. Network …

Auto-scaling VNFs using machine learning to improve QoS and reduce cost

S Rahman, T Ahmed, M Huynh… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
Virtualization of network functions (as virtual routers, virtual firewalls, etc.) enables network
owners to efficiently respond to the increasing dynamicity of network services. Virtual …

Management and orchestration of virtual network functions via deep reinforcement learning

JSP Roig, DM Gutierrez-Estevez… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
Management and orchestration (MANO) of resources by virtual network functions (VNFs)
represents one of the key challenges towards a fully virtualized network architecture as …

Efficient auto-scaling approach in the telco cloud using self-learning algorithm

P Tang, F Li, W Zhou, W Hu… - 2015 IEEE Global …, 2015 - ieeexplore.ieee.org
Network Function Virtualization (NFV) and Software Defined Network (SDN) technologies
makes it possible for the Telco Operators to assign resource for virtual network functions …

Machine learning-driven scaling and placement of virtual network functions at the network edges

T Subramanya, R Riggio - 2019 IEEE Conference on network …, 2019 - ieeexplore.ieee.org
Network Function Virtualization is a promising technology that proposes to decouple the
network functions from their underlying hardware and transform them into software entities …

Edge-cloud continuum solutions for urban mobility prediction and planning

L Belcastro, F Marozzo, A Orsino, D Talia… - IEEE Access, 2023 - ieeexplore.ieee.org
In recent years, there has been an increase in the use of edge-cloud continuum solutions to
efficiently collect and analyze data generated by IoT devices. In this paper, we investigate to …

Migration cost and energy-aware virtual machine consolidation under cloud environments considering remaining runtime

H Xu, Y Liu, W Wei, Y Xue - International Journal of Parallel Programming, 2019 - Springer
By live migration technology, multiple virtual machines (VMs) can be consolidated into a
fewer physical servers and the idle ones can be shut down or switched to low-power mode …

Cost-aware automatic scaling and workload-aware replica management for edge-cloud environment

C Li, J Liu, B Lu, Y Luo - Journal of Network and Computer Applications, 2021 - Elsevier
As the mobile edge computing develops continually, many emerging and diversified edge
applications, such as Internet of vehicles, virtual reality games and lightweight deep learning …

Auto-scaling network service chains using machine learning and negotiation game

S Rahman, T Ahmed, M Huynh… - … on Network and …, 2020 - ieeexplore.ieee.org
Network Function Virtualization (NFV) enables Network Operators (NOs) to efficiently
respond to the increasing dynamicity of network services. Virtual Network Functions (VNFs) …