Machine learning for cognitive network management

S Ayoubi, N Limam, MA Salahuddin… - IEEE …, 2018 - ieeexplore.ieee.org
… agile and adaptive management solutions in … networking calls for automated decisions for
management actions. This can be realized through a set of pre-defined network management

From 4G to 5G: Self-organized network management meets machine learning

J Moysen, L Giupponi - Computer Communications, 2018 - Elsevier
… (NG) SON and of smart network management policies is crucial and inevitable for operators
… We believe that Machine Learning (ML) can be effectively used to allow the network to learn …

[HTML][HTML] Machine learning-based zero-touch network and service management: A survey

J Gallego-Madrid, R Sanchez-Iborra, PM Ruiz… - Digital Communications …, 2022 - Elsevier
… We provide an overview of the ML techniques suitable for adoption in network management,
as well as current NS and ZSM standards, architectures, and models. We also aim to …

Machine learning for network automation: overview, architecture, and applications [Invited Tutorial]

D Rafique, L Velasco - … Communications and Networking, 2018 - ieeexplore.ieee.org
machine learning concepts tailored to the optical networking industry and discuss algorithm
choices, data and model managementnetwork management and control tools with adaptive …

A tutorial on machine learning for failure management in optical networks

F Musumeci, C Rottondi, G Corani… - Journal of Lightwave …, 2019 - opg.optica.org
Machine learning (ML) promises to revolutionize the (mostly manual and human-driven)
approaches in which failure management in … of the optical-network failure management. It then …

Extreme learning machine model for water network management

AMA Sattar, ÖF Ertuğrul, B Gharabaghi… - Neural Computing and …, 2019 - Springer
… The developed ELM has a superior prediction accuracy relative to other available
machine learning algorithms such as feed-forward artificial neural network that is trained by …

Optical network security management: requirements, architecture, and efficient machine learning models for detection of evolving threats

M Furdek, C Natalino, A Di Giglio… - … and Networking, 2021 - opg.optica.org
… Thus, cognitive and automated security management functionalities are needed, fueled
by the proliferating machine learning (ML) techniques and compatible with common network

A comprehensive survey on machine learning for networking: evolution, applications and research opportunities

R Boutaba, MA Salahuddin, N Limam, S Ayoubi… - Journal of Internet …, 2018 - Springer
Machine Learning (ML) has been enjoying an … arising in network operation and management.
There are various surveys on ML for specific areas in networking or for specific network

Machine learning for network slicing resource management: A comprehensive survey

B Han, HD Schotten - arXiv preprint arXiv:2001.07974, 2020 - arxiv.org
… In this article, we focus on the problems of resource management in network slicing, …
machine learning and artificial intelligence are applied to assist the resource management

Machine learning for resource management in cellular and IoT networks: Potentials, current solutions, and open challenges

F Hussain, SA Hassan, R Hussain… - … surveys & tutorials, 2020 - ieeexplore.ieee.org
… Since mobility incurs extra control information to be exchanged among the network
management entities, resource management in IoMT and MIoT is more challenging than the …