Enhancing Security in 5G Networks: A Hybrid Machine Learning Approach for Attack Classification

HA Kholidy, A Berrouachedi… - 2023 20th ACS/IEEE …, 2023 - ieeexplore.ieee.org
Over the last decade, the demand for greater security in 5G networks has grown
significantly. Ensuring data security during transmission against external attacks has …

Artificial Intelligence and Machine Learning in 5G Network Security: Opportunities, advantages, and future research trends

N Haider, MZ Baig, M Imran - arXiv preprint arXiv:2007.04490, 2020 - arxiv.org
Recent technological and architectural advancements in 5G networks have proven their
worth as the deployment has started over the world. Key performance elevating factor from …

Machine learning assisted security analysis of 5G-network-connected systems

T Saha, N Aaraj, NK Jha - IEEE Transactions on Emerging …, 2022 - ieeexplore.ieee.org
The core network architecture of telecommunication systems has undergone a paradigm
shift in the fifth-generation (5G) networks. 5G networks have transitioned to software-defined …

Automated attack and defense framework toward 5G security

Y Sun, Z Tian, M Li, C Zhu, N Guizani - IEEE Network, 2020 - ieeexplore.ieee.org
5G networks are currently being developed rapidly and are dedicated to connect all things of
the Internet with new technologies, components and services. Due to the crucial role of 5G …

Machine learning for 5G security: Architecture, recent advances, and challenges

A Afaq, N Haider, MZ Baig, KS Khan, M Imran, I Razzak - Ad Hoc Networks, 2021 - Elsevier
The granularization of crucial network functions implementation using software-centric, and
virtualized approaches in 5G networks have brought forth unprecedented security …

[PDF][PDF] Security enhancement by identifying attacks using machine learning for 5G network

H Keserwani, H Rastogi, AZ Kurniullah… - International Journal …, 2022 - researchgate.net
Need of security enhancement for 5G network has been increased in last decade. Data
transmitted over network need to be secure from external attacks. Thus there is need to …

Cooperative attacks detection based on artificial intelligence system for 5G networks

H Sedjelmaci - Computers & Electrical Engineering, 2021 - Elsevier
Abstract The Fifth Generation (5G) network is vulnerable to a couple of attacks targeting the
main segments of 5G architecture, user equipment, radio communication, edge and core …

Identifying DDoS attack using split-machine learning system in 5G and beyond networks

BS Rawal, S Patel… - IEEE INFOCOM 2022 …, 2022 - ieeexplore.ieee.org
We rely on the internet heavily for our business in this day and age. As a result, fully
connected or wireless internet access is essential. 5G networks involve different …

[PDF][PDF] 5G core network security issues and attack classification from network protocol perspective.

H Kim - J. Internet Serv. Inf. Secur., 2020 - isyou.info
Abstract Fifth-generation technology [5G] services commercialized in 2019 have not only
provided voice and data communication but also undergone significant structural changes in …

The novel system of attacks detection in 5G

M Iavich, S Gnatyuk, R Odarchenko, R Bocu… - International Conference …, 2021 - Springer
The amount of traffic carried over wireless networks is growing rapidly and is being driven by
many factors. The telecommunications industry is undergoing a major transformation …