Intelligent handover decision scheme using double deep reinforcement learning

MS Mollel, AI Abubakar, M Ozturk, S Kaijage… - Physical …, 2020 - Elsevier
Handovers (HOs) have been envisioned to be more challenging in 5G networks due to the
inclusion of millimetre wave (mm-wave) frequencies, resulting in more intense base station (…

User-centric mobility management in ultra-dense cellular networks under spatio-temporal dynamics

J Park, SY Jung, SL Kim, M Bennis… - 2016 IEEE Global …, 2016 - ieeexplore.ieee.org
… It is then natural to ask how to make energy-efficient cell coverage in such a ultra-dense
cellular network (UDN), by adjusting a handover (HO) rule and power control policy. In addition, …

[PDF][PDF] Analysis and study of Deep Reinforcement Learning based Resource Allocation for Renewable Powered 5G Ultra-Dense Networks

HA Alshawabkeh - IJCSNS, 2024 - koreascience.kr
… The frequent handover problem and playing ping-… ) ultra-dense networking cannot be
effectively resolved by the conventional handover decision methods, which rely on the handover

Mobility Management for Ultra-Dense Edge Computing: A Reinforcement Learning Approach

H Zhang, R Wang, J Liu - 2019 IEEE 90th Vehicular …, 2019 - ieeexplore.ieee.org
… We solve the established handover decision problem using the predicted user movement …
Then we formalize the optimal handover decision problem based on MDP which is composed …

Game theoretic handover optimisation for dense small cells heterogeneous networks

M Alhabo, L Zhang, N Nawaz… - IET …, 2019 - Wiley Online Library
… with the cellular network has led to a huge demand for network coverage … ultra-dense
deployment of SCs is foreseen as one of the key technologies of the fifth generation (5G) networks. …

[PDF][PDF] Handover oscillation reduction in ultra-dense heterogeneous cellular networks using enhanced handover approach

BU Kazi, G Wainer - … Communications and Networking …, 2018 - cell-devs-02.sce.carleton.ca
… In section 5, we discussed how we modeled handover oscillation in ultra-dense HetNets.
Simulation scenarios and results are presented in section 6. Finally, we conclude with the …

Sojourn time estimation-based small cell selection in ultra-dense networks

B Li, H Zhang, P Hao, J Li - 2017 IEEE 28th Annual …, 2017 - ieeexplore.ieee.org
… of unnecessary handovers (UHOs) in UDNs. Sojourn time is an important criterion for network
… shows a reduction of UHOs and PP handovers while maintaining a lower handover failure. …

Performance Modeling of Call Admission Control Policy and Handover Management in 5G Ultra-dense Cellular Network

N Choudhary, V Khaitan nee Gupta - … of Wireless Information Networks, 2023 - Springer
… A macrocell is one of the fundamental components of the 5G ultra-dense network and the
radius of its coverage area is in the range of 1–30 km. Inside a macrocell network there are …

Fast and efficient radio resource allocation in dynamic ultra-dense heterogeneous networks

C Niu, Y Li, RQ Hu, F Ye - IEEE Access, 2017 - ieeexplore.ieee.org
… subband handoff rate in a dynamic ultra-dense heterogeneous network is presented. The
scheme first defines a new interference estimation method that constructs network interference …

A user-centric clustering method for mobility management in ultra-dense networks

B Hu, Y Wang, C Wang, L Wang - 2017 9th International …, 2017 - ieeexplore.ieee.org
… schemes are network-centric and they consider more about network performance relatively.
… on virtual cell in ultra-dense networks is studied in [13]. A handover scheme using Virtual …