Big data based self-optimization networking in next generation mobile networks

A Mirzaei Somarin, M Barari, H Zarrabi - Wireless Personal …, 2018 - Springer
Using self-optimization techniques is the only viable solution for increasing the efficiency in
next generation mobile networks. The goal of proposing a self-optimization model is to …

[PDF][PDF] A Novel Approach for Cluster Self-Optimization Using Big Data Analytics

A Mirzaei, A Rahimi - Information Systems & Telecommunication, 2019 - jist.ir
One of the current challenges in providing high bitrate services in next generation mobile
networks is limitation of available resources. The goal of proposing a self-optimization model …

[PDF][PDF] Big data-based self optimization networking in multi carrier mobile networks

A Mohajer, M Barari, H Zarrabi - Bulletin de la Société Royale des …, 2016 - popups.uliege.be
With regard to the increasing growth of demands in order to provide various services and
high-speed in new generation of mobile telecommunications, one of the challenges ahead …

Big data based self-optimization networking: A novel approach beyond cognition

A Mohajer, M Barari, H Zarrabi - Intelligent Automation & Soft …, 2017 - Taylor & Francis
It is essential to satisfy class-specific QoS constraints to provide broadband services for new
generation wireless networks. A self-optimization technique is introduced as the only viable …

Big data analytics, machine learning, and artificial intelligence in next-generation wireless networks

MG Kibria, K Nguyen, GP Villardi, O Zhao… - IEEE …, 2018 - ieeexplore.ieee.org
The next-generation wireless networks are evolving into very complex systems because of
the very diversified service requirements, heterogeneity in applications, devices, and …

Self-optimization of coverage and capacity based on a fuzzy neural network with cooperative reinforcement learning

S Fan, H Tian, C Sengul - EURASIP Journal on Wireless Communications …, 2014 - Springer
Self-organization is a key concept in long-term evolution (LTE) systems to reduce capital
and operational expenditures (CAPEX and OPEX). Self-optimization of coverage and …

Self-renewal machine learning approach for fast wireless network optimization

OT Ajayi, X Cao, H Shan… - 2023 IEEE 20th …, 2023 - ieeexplore.ieee.org
The throughput maximization in multi-hop wireless networks is largely limited by interference
due to the reuse of the channel resources. Although machine learning (ML) can accelerate …

[Retracted] Mobile Communication Network Optimization System Based on Artificial Intelligence

C Duan, J Luo - Wireless Communications and Mobile …, 2021 - Wiley Online Library
The objective of this paper is to study the key technology of the mobile communication
network optimization system based on artificial intelligence technology. Specific Content …

A digital twin approach for self-optimization of mobile networks

J Deng, Q Zheng, G Liu, J Bai, K Tian… - 2021 IEEE Wireless …, 2021 - ieeexplore.ieee.org
Most of the methods in operators' current 5G networks use expert knowledge assisted by
machine learning algorithms to generate optimization decisions. However, these methods …

Mobility robustness optimization and load balancing in self-organized cellular networks: Towards cognitive network management

SA Hashemi, H Farrokhi - Journal of Intelligent & Fuzzy …, 2020 - content.iospress.com
Self-Organization networking (SON) consists of function sets which are responsible for
automatically reliable configuring, planning and optimizing next generation mobile networks …