[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 …

[图书][B] 6G Frontiers: Towards Future Wireless Systems

C De Alwis, QV Pham, M Liyanage - 2022 - books.google.com
6G Frontiers Enables readers to understand the exciting new technologies, architectural
directions, technical aspects, and applications of 6G, plus legal and standardization …

A zero-touch network service management approach using AI-enabled CDR analysis

A Rizwan, M Jaber, F Filali, A Imran… - IEEE Access, 2021 - ieeexplore.ieee.org
The detection of cells with sub-optimal performance and the identification of the root-cause
of such performance is a crucial and challenging task in Network Performance Management …

Bayesian network equipped workflow engine to coordinate artificial intelligence for automating network operation

S Ryosuke, M Nakamura, A Takada… - 2021 22nd Asia …, 2021 - ieeexplore.ieee.org
Deploying artificial intelligence (AI) to network operations have long been an issue. AI has
been expected to help automating network operations, especially in those requiring human …

Alarm correlation method using Bayesian network in telecommunications networks

Y Hata, N Hayashi, Y Makino, A Takada… - 2022 23rd Asia …, 2022 - ieeexplore.ieee.org
In the operation of information technology (IT) services, operators monitor the equipment-
issued alarms, to locate the cause of a failure and take action. Alarms generate …

Adaptive OSS: Principles and Design of an Adaptive OSS for 5G Networks

H Mfula - 2024 - aaltodoc.aalto.fi
In recent years, the rise and continued popularity of connected applications has resulted in
explosive growth in the demand for wireless broadband services of high speed, massive …

Network Anomaly Detection Using NetFlow and Network Automation

ANS Aquino, AR Villanueva - 2023 11th International …, 2023 - ieeexplore.ieee.org
NetFlow is a Cisco proprietary protocol that can be useful other than network monitoring. It is
available as an embedded system in most Cisco routers and switches. This protocol …

[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 … - 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 …

Vectorization Method for Device Alarms Achieving High General Ability for AI Application to Network Operations

R Sato, M Nakamura, C Sato, S Sakuma… - 2022 23rd Asia …, 2022 - ieeexplore.ieee.org
Network and maintenance operations (NWOPs) are being automated. In recent years, there
have been attempts to develop artificial intelligence (AI) using machine learning models …

Method for Extracting Suspected Faulty Equipment Through Recursive Use of GNN Model

S Sakuma, S Ryosuke, M Nakamura… - 2022 23rd Asia …, 2022 - ieeexplore.ieee.org
Telecommunications carriers have investigated automating network operations such as
failure recovery over the years. When a failure occurs, a large number of alarms (ALMs) are …