[HTML][HTML] Enhancing handover for 5g mmwave mobile networks using jump Markov linear system and deep reinforcement learning
The Fifth Generation (5G) mobile networks use millimeter waves (mmWaves) to offer gigabit
data rates. However, unlike microwaves, mmWave links are prone to user and topographic …
data rates. However, unlike microwaves, mmWave links are prone to user and topographic …
Intelligent dual active protocol stack handover based on double DQN deep reinforcement learning for 5G mmWave networks
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 …
mobility enhancements that can effectively reduce the handover interruption time (HIT) in 5G …
Intelligent handover decision scheme using double deep reinforcement learning
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 …
inclusion of millimetre wave (mm-wave) frequencies, resulting in more intense base station …
Intelligent Handover using User-Mobility Pattern Analysis for 5G Mobile Networks
M Chipta, M Uttarwar… - 2021 Conference on …, 2021 - ieeexplore.ieee.org
Millimeter Waves (mmWaves) offer gigabit data rates in fifth generation (5G) mobile
networks. The challenge however is mmWaves are highly sensitive to user mobility and …
networks. The challenge however is mmWaves are highly sensitive to user mobility and …
Double‐deep Q‐learning‐based handover management in mmWave heterogeneous networks with dual connectivity
H Wang, B Li - Transactions on Emerging Telecommunications …, 2024 - Wiley Online Library
Millimeter wave (mmWave) technology, with its abundant spectrum resources and ultra‐high
bandwidth, plays a crucial role in meeting the ultra‐high throughput requirements of future …
bandwidth, plays a crucial role in meeting the ultra‐high throughput requirements of future …
Deep reinforcement learning based handover management for millimeter wave communication
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 …
gigabit per-second date-rate. However, the band suffers seriously from obstruction and high …
5G mmWave Multiple Active Protocol Stack Optimized Deep Learning Handover
To maintain seamless real-time connectivity for 5G applications, various handover (HO)
schemes that can support a near-zero mobility interruption time (MIT) have been proposed …
schemes that can support a near-zero mobility interruption time (MIT) have been proposed …
Prediction-based conditional handover for 5G mm-wave networks: A deep-learning approach
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 …
networks. By making preparation decisions earlier than in LTE HO, CHO can provide an …
Pattern Based Mobility Management in 5G Networks With a Game Theoretic-Jump Markov Linear System Approach
The fifth generation (5G) mobile communication adopted the usage of Millimeter Wave
(mmWave) bands to ignite prospects of gigabit data rates in mobile networks. However …
(mmWave) bands to ignite prospects of gigabit data rates in mobile networks. However …
Reinforcement learning for user association and handover in mmwave-enabled networks
A Alizadeh, M Vu - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
Using a multi-armed bandit technique, we propose centralized and semi-distributed online
algorithms for load balancing user association and handover in mmWave-enabled networks …
algorithms for load balancing user association and handover in mmWave-enabled networks …