Machine learning-based load balancing algorithms in future heterogeneous networks: A survey
The massive growth of mobile users and the essential need for high communication service
quality necessitate the deployment of ultra-dense heterogeneous networks (HetNets) …
quality necessitate the deployment of ultra-dense heterogeneous networks (HetNets) …
A survey of online data-driven proactive 5G network optimisation using machine learning
In the fifth-generation (5G) mobile networks, proactive network optimisation plays an
important role in meeting the exponential traffic growth, more stringent service requirements …
important role in meeting the exponential traffic growth, more stringent service requirements …
Fuzzy rule-based reinforcement learning for load balancing techniques in enterprise LTE femtocells
Mobile-broadband traffic has experienced a large increase over the past few years.
Femtocells are envisioned to cope with such a demand of capacity in indoor environments …
Femtocells are envisioned to cope with such a demand of capacity in indoor environments …
Context-aware proactive 5G load balancing and optimization for urban areas
In the fifth-generation (5G) mobile networks, the traffic is estimated to have a fast-changing
and imbalance spatial-temporal distribution. It is challenging for a system-level optimisation …
and imbalance spatial-temporal distribution. It is challenging for a system-level optimisation …
Load balancing and handover joint optimization in LTE networks using fuzzy logic and reinforcement learning
With the growing deployment of cellular networks, operators have to devote significant
manual effort to network management. As a result, Self-Organizing Networks (SONs) have …
manual effort to network management. As a result, Self-Organizing Networks (SONs) have …
A data-driven traffic steering algorithm for optimizing user experience in multi-tier LTE networks
Multi-tier cellular networks are a cost-effective solution for capacity enhancement in urban
scenarios. In these networks, effective mobility strategies are required to assign users to the …
scenarios. In these networks, effective mobility strategies are required to assign users to the …
Enabling RAN moderation and dynamic traffic steering in 5G
A Prasad, FS Moya, M Ericson… - 2016 IEEE 84th …, 2016 - ieeexplore.ieee.org
The exponential increase in capacity and data rate demands, along with the diversification
of use cases and verticals that are planning to use cellular radio access networks (RANs) to …
of use cases and verticals that are planning to use cellular radio access networks (RANs) to …
A femtocell location strategy for improving adaptive traffic sharing in heterogeneous LTE networks
JM Ruiz Aviles, M Toril, S Luna-Ramírez - EURASIP Journal on Wireless …, 2015 - Springer
Femtocells have been suggested as a promising solution for the provision of indoor
coverage and capacity. In this paper, a new planning strategy for placing femtocell access …
coverage and capacity. In this paper, a new planning strategy for placing femtocell access …
Context-aware self-optimization: Evolution based on the use case of load balancing in small-cell networks
A Aguilar-Garcia, S Fortes, AF Duran… - ieee vehicular …, 2016 - ieeexplore.ieee.org
Self-organizing network (SON) mechanisms in cellular systems automate network
management procedures to improve performance while reducing operational expenditure …
management procedures to improve performance while reducing operational expenditure …
A QoE-driven traffic steering algorithm for LTE networks
ML Marí-Altozano, S Luna-Ramírez… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Due to the diversity of mobile services and raising user expectations, mobile network
management has changed its focus from Quality of Service (QoS) to Quality of Experience …
management has changed its focus from Quality of Service (QoS) to Quality of Experience …