Zero touch management: A survey of network automation solutions for 5G and 6G networks
E Coronado, R Behravesh… - … Surveys & Tutorials, 2022 - ieeexplore.ieee.org
Mobile networks are facing an unprecedented demand for high-speed connectivity
originating from novel mobile applications and services and, in general, from the adoption …
originating from novel mobile applications and services and, in general, from the adoption …
[HTML][HTML] A survey on Zero touch network and Service Management (ZSM) for 5G and beyond networks
Faced with the rapid increase in smart Internet-of-Things (IoT) devices and the high demand
for new business-oriented services in the fifth-generation (5G) and beyond network, the …
for new business-oriented services in the fifth-generation (5G) and beyond network, the …
AI-driven zero touch network and service management in 5G and beyond: Challenges and research directions
The foreseen complexity in operating and managing 5G and beyond networks has propelled
the trend toward closed-loop automation of network and service management operations. To …
the trend toward closed-loop automation of network and service management operations. To …
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 …
mobile traffic and IoT user requests due to the massive growth in mobile devices and the …
Improving traffic forecasting for 5G core network scalability: A machine learning approach
5G is expected to provide network connectivity to not only classical devices (ie, tablets,
smartphones, etc.) but also to the IoT, which will drastically increase the traffic load carried …
smartphones, etc.) but also to the IoT, which will drastically increase the traffic load carried …
Centralized and federated learning for predictive VNF autoscaling in multi-domain 5G networks and beyond
T Subramanya, R Riggio - IEEE Transactions on Network and …, 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV) and Multi-access Edge Computing (MEC) are two
technologies expected to play a vital role in 5G and beyond networks. However, adequate …
technologies expected to play a vital role in 5G and beyond networks. However, adequate …
Machine learning-driven service function chain placement and scaling in MEC-enabled 5G networks
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 …
and high data rates, paving the way for many novel applications and services. Network …
Proactive vnf scaling and placement in 5g o-ran using ml
K Ali, M Jammal - IEEE Transactions on Network and Service …, 2023 - ieeexplore.ieee.org
5G networks are expected to support various services and applications with more stringent
latency, reliability, and bandwidth requirements than previous generations. Open Radio …
latency, reliability, and bandwidth requirements than previous generations. Open Radio …
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 …
network functions from their underlying hardware and transform them into software entities …
Extending OpenStack Monasca for Predictive Elasticity Control
Traditional auto-scaling approaches are conceived as reactive automations, typically
triggered when predefined thresholds are breached by resource consumption metrics …
triggered when predefined thresholds are breached by resource consumption metrics …