Mobility-aware load balancing for reliable self-organization networks: Multi-agent deep reinforcement learning

A Mohajer, M Bavaghar, H Farrokhi - Reliability Engineering & System …, 2020 - Elsevier
Abstract Self-Organizing Networks (SON) is a collection of functions for automatic
configuration, optimization, and healing of networks and mobility optimization is one of the …

Reliability and mobility load balancing in next generation self-organized networks: using stochastic learning automata

A Mohajer, M Bavaghar, H Farrokhi - Wireless Personal Communications, 2020 - Springer
Self-organizing networking (SON) is an automation technology designed to make the
planning, configuration, management, optimization and healing of mobile radio access …

Advanced mobility robustness optimization models in future mobile networks based on machine learning solutions

W Tashan, I Shayea, S Aldirmaz-Çolak, OA Aziz… - IEEE …, 2022 - ieeexplore.ieee.org
Ultra-dense heterogeneous networks (HetNets) are deployment scenarios in the advent of
fifth generation (5G) and beyond network generations. A massive number of small base …

Machine learning–based mobility robustness optimization under dynamic cellular networks

MT Nguyen, S Kwon - IEEE Access, 2021 - ieeexplore.ieee.org
In this paper, we propose a machine learning-based mobility robustness optimization
algorithm to optimize handover parameters for seamless mobility under dynamic small-cell …

A conflict avoidance scheme between mobility load balancing and mobility robustness optimization in self-organizing networks

M Huang, J Chen - Wireless Networks, 2018 - Springer
In the self-organizing networks, mobility load balancing (MLB) and mobility robustness
optimization are two significant functions. There is a close relationship between them, as …

Distributed cooperative Q-learning for mobility-sensitive handover optimization in LTE SON

SS Mwanje, A Mitschele-Thiel - 2014 IEEE Symposium on …, 2014 - ieeexplore.ieee.org
Optimal settings for Handover parameters (Hysteresis and Time-to-Trigger) depend on user
velocities in the network. The Self-Organization Networks (SON) standard defines the …

Soft metric assisted mobility robustness optimization in LTE networks

G Hui, P Legg - 2012 International Symposium on Wireless …, 2012 - ieeexplore.ieee.org
Mobility Robustness Optimization (MRO) is a use-case of Self-Organizing Networks (SON)
for LTE that aims to optimize handover performance automatically. Conventional MRO …

Mobility robustness optimization in future mobile heterogeneous networks: A survey

W Tashan, I Shayea, S Aldirmaz-Colak, M Ergen… - IEEE …, 2022 - ieeexplore.ieee.org
Ensuring reliable and stable communication during the movements of mobile users is one of
the key issues in mobile networks. In the recent years, several studies have been conducted …

A robust self-optimization algorithm based on idiosyncratic adaptation of handover parameters for mobility management in LTE-A heterogeneous networks

T Al Achhab, F Abboud, A Assalem - IEEE Access, 2021 - ieeexplore.ieee.org
Mobility robustness optimization (MRO) is a fundamental issue regarding self-optimization
network (SON). In long-term evolution-advanced (LTE-A), handover (HO) optimization in …

[PDF][PDF] Mobility load balancing scheme based on cell reselection

T Yamamoto, T Komine, S Konishi - Cell, 2012 - personales.upv.es
Mobility Load Balancing (MLB) is one of the most important functions of Self-Organizing
Networks (SON) in Long Term Evolution (LTE). The conventional MLB schemes based on …