[HTML][HTML] Knowledge-defined networking: Applications, challenges and future work

S Ashtari, I Zhou, M Abolhasan, N Shariati, J Lipman… - Array, 2022 - Elsevier
Future 6G wireless communication systems are expected to feature intelligence and
automation. Knowledge-defined networking (KDN) is an evolutionary step toward …

Deep Learning‐Based Solutions for 5G Network and 5G‐Enabled Internet of Vehicles: Advances, Meta‐Data Analysis, and Future Direction

MS Almutairi - Mathematical Problems in Engineering, 2022 - Wiley Online Library
The advent of the 5G mobile network has brought a lot of benefits. However, it prompted new
challenges on the 5G network cybersecurity defense system, resource management …

Evolution towards 6G intelligent wireless networks: The motivations and challenges on the enabling technologies

NM Nasir, S Hassan, KM Zaini - 2021 IEEE 19th Student …, 2021 - ieeexplore.ieee.org
The rapid development and advancement of mobile communication technology since the
world's first cellular mobile communication service was launched, has led to the emergence …

Digital twin enhanced federated reinforcement learning with lightweight knowledge distillation in mobile networks

X Zhou, X Zheng, X Cui, J Shi, W Liang… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
The high-speed mobile networks offer great potentials to many future intelligent applications,
such as autonomous vehicles in smart transportation systems. Such networks provide the …

A review of deep learning applications for the next generation of cognitive networks

R Buenrostro-Mariscal, PC Santana-Mancilla… - Applied Sciences, 2022 - mdpi.com
Intelligence capabilities will be the cornerstone in the development of next-generation
cognitive networks. These capabilities allow them to observe network conditions, learn from …

Federated learning-empowered mobile network management for 5G and beyond networks: From access to core

J Lee, F Solat, TY Kim, HV Poor - … Communications Surveys & …, 2024 - ieeexplore.ieee.org
The fifth generation (5G) and beyond wireless networks are envisioned to provide an
integrated communication and computing platform that will enable multipurpose and …

Recent Advancements in Applications of Artificial Intelligence and Machine Learning for 5G Technology: A Review

A Nyalapelli, S Sharma, P Phadnis… - … on Paradigm Shifts …, 2023 - ieeexplore.ieee.org
As the fifth generation (5G) of wireless communication rolls out worldwide, conceptualized
use cases and disruptive industry solutions are being deployed to offer smooth, frictionless …

SIM+: A comprehensive implementation-agnostic information model assisting AI-driven optimization for beyond 5G networks

L Magoula, N Koursioumpas, T Panagea… - Computer Networks, 2024 - Elsevier
Abstract Forthcoming beyond 5G (B5G) network systems are expected to introduce a new
era in the mobile networks, supporting new and challenging use cases and applications …

Redefining wireless communication for 6G: Signal processing meets deep learning with deep unfolding

A Jagannath, J Jagannath… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The year 2019 witnessed the rollout of the 5G standard, which promises to offer significant
data rate improvement over 4G. While 5G is still in its infancy, there has been an increased …

Knowledge Collaboration-Based Resource Allocation in 6G IoT: A Graph Attention RL Approach

Z Huang, FR Yu, J Cai - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
In future 6G-enabled Internet of Things (IoT), users and devices will be divided into
numerous distributed domains with smaller base station coverage due to the utilization of …