[HTML][HTML] A survey on zero touch network and service management (ZSM) for 5G and beyond networks

M Liyanage, QV Pham, K Dev, S Bhattacharya… - Journal of Network and …, 2022‏ - Elsevier
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 …

AI and ML–Enablers for beyond 5G Networks

A Kaloxylos, A Gavras, D Camps Mur, M Ghoraishi… - 2021‏ - recercat.cat
This white paper on AI/ML as enablers of 5G and B5G networks is based on contributions
from 5G PPP projects that research, implement and validate 5G and B5G network systems …

Learning long-and short-term temporal patterns for ML-driven fault management in optical communication networks

MF Silva, A Pacini, A Sgambelluri… - IEEE Transactions on …, 2022‏ - ieeexplore.ieee.org
The deployment of 5G and network slicing has challenged the current network management
requirements, triggering the need for programmable and software-driven architectures …

Blockchain-based zero touch service assurance in cross-domain network slicing

V Theodorou, A Lekidis, T Bozios… - 2021 Joint European …, 2021‏ - ieeexplore.ieee.org
The inclusion of resource sharing schemes within Network Function Virtualization (NFV)
ecosystems allows for optimized usage of 5G infrastructure and extended capabilities of …

Bottleneck identification in cloudified mobile networks based on distributed telemetry

MR Fida, AH Ahmed, T Dreibholz… - IEEE Transactions …, 2023‏ - ieeexplore.ieee.org
Cloudified mobile networks are expected to deliver a multitude of services with reduced
capital and operating expenses. A characteristic example is 5G networks serving several …

Ml kpi prediction in 5g and b5g networks

NP Tran, O Delgado, B Jaumard… - 2023 Joint European …, 2023‏ - ieeexplore.ieee.org
Network operators are facing new challenges when meeting the needs of their customers.
The challenges arise due to the rise of new services, such as HD video streaming, IoT …

[PDF][PDF] A Survey on Zero Touch Network and Service (ZSM) Management for 5G and Beyond Networks

M Liyanagea, QV Phamb, K Devc… - English, Journal of …, 2022‏ - researchgate.net
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 …

A 4G/5G packet core as VNF with open source MANO and OpenAirInterface

T Dreibholz - 2020 International Conference on Software …, 2020‏ - ieeexplore.ieee.org
5G, the fifth generation of mobile broadband networks, is going to make a large range of
new applications possible. However, further research is necessary, and the basic step, ie …

An exposed closed-loop model for customer-driven service assurance automation

M **e, F Michelinakis, T Dreibholz… - 2021 Joint European …, 2021‏ - ieeexplore.ieee.org
Artificial Intelligence (AI) is widely applied in telecommunications to enable zero-touch
automation in network operation and service management. Due to the high complexity …

AI-in-the-Loop--The impact of HMI in AI-based Application

J Schöning, C Westerkamp - arxiv preprint arxiv:2303.11508, 2023‏ - arxiv.org
Artificial intelligence (AI) and human-machine interaction (HMI) are two keywords that
usually do not fit embedded applications. Within the steps needed before applying AI to …