Intelligent dual active protocol stack handover based on double DQN deep reinforcement learning for 5G mmWave networks

C Lee, J Jung, JM Chung - IEEE Transactions on Vehicular …, 2022 - ieeexplore.ieee.org
The recently proposed dual active protocol stack (DAPS) handover (HO) is one of the
mobility enhancements that can effectively reduce the handover interruption time (HIT) in 5G …

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 …

Prediction-based conditional handover for 5G mm-wave networks: A deep-learning approach

C Lee, H Cho, S Song, JM Chung - IEEE Vehicular Technology …, 2020 - ieeexplore.ieee.org
Conditional handover (CHO) is one of several promising mobility enhancements in 5G
networks. By making preparation decisions earlier than in LTE HO, CHO can provide an …

Deep reinforcement learning based handover management for millimeter wave communication

M Mollel, S Kaijage, K Michael - 2021 - dspace.nm-aist.ac.tz
The Millimeter Wave (mm-wave) band has a broad-spectrum capable of transmitting multi-
gigabit per-second date-rate. However, the band suffers seriously from obstruction and high …

Federated learning based proactive handover in millimeter-wave vehicular networks

K Qi, T Liu, C Yang - 2020 15th IEEE International Conference …, 2020 - ieeexplore.ieee.org
Proactive handover can avoid frequent handovers and reduce handover delay, which plays
an important role in maintaining the quality of service (QoS) for mobile users in millimeter …

Handover optimisation for high-capacity low-latency 5G NR mmWave communication

D da Silva Brilhante, JF de Rezende, N Marchetti - Ad Hoc Networks, 2024 - Elsevier
In millimetre wave (mmWave) networks, due to the limited communication range and to the
narrow antenna beams, traditional handover techniques might not fully comply with the …

Enabling efficient blockage-aware handover in RIS-assisted mmWave cellular networks

L Jiao, P Wang, A Alipour-Fanid… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Recently, networks operate at frequencies over 28 GHz (mmWave) have emerged as a
viable solution for 5G mobile networks to provide Gbps data rate. Due to the high directivity …

Dynamic handover control parameters for LTE-A/5G mobile communications

A Alhammadi, M Roslee, MY Alias… - 2018 advances in …, 2018 - ieeexplore.ieee.org
Deploying ultra-dense small-cell base stations in the next-generation mobile networks is
one of the most expected approaches to overcome the uncertainty of millimeter wave (mm …

[HTML][HTML] An adaptive TTT handover (ATH) mechanism for dual connectivity (5G mmWave—LTE advanced) during unpredictable wireless channel behavior

VR Gannapathy, R Nordin, A Abu-Samah, NF Abdullah… - Sensors, 2023 - mdpi.com
Fifth Generation (5G) signals using the millimeter wave (mmWave) spectrums are highly
vulnerable to blockage due to rapid variations in channel link quality. This can cause the …

Partially blind handovers for mmWave new radio aided by sub-6 GHz LTE signaling

FB Mismar, BL Evans - 2018 IEEE International Conference on …, 2018 - ieeexplore.ieee.org
For a base station that supports cellular communications in sub-6 GHz LTE and millimeter
(mmWave) bands, we propose a supervised machine learning algorithm to improve the …