… utilizing deeplearning methods in the UWSN handover prediction task. This is because the performance of the deep-learning-based models outperform the classic machine-learning-…
M Raeisi, AB Sesay - IEEE Access, 2023 - ieeexplore.ieee.org
… To reduce the HO failure rate and decrease the HIT in 5G mm-Wave network, Baik and others in [29] proposed a HO scheme based on deeplearning that uses soft HO, multi connectivity…
… It is obvious that the SINR-based HO induces more handover since, at each attachment to a … On the other hand, using the DDPG only handover and our proposed HO scheme, fewer …
A Albanna, H Yousefi'Zadeh - IEEE/ACM Transactions on …, 2020 - ieeexplore.ieee.org
… a cell i referred to as ℘i and handover margin of a cell i referred to … and handover settings of a cluster of LTE cell towers min- … First, we propose a deeplearning scheme that identifies the …
… The utilization of deeplearning in such a system allows for … Our approach on handover optimization is purely non-… In this paper, we propose a deeplearning-based positioning algorithm …
H Liu, Y Wang, P Li, J Cheng - IEEE Transactions on Wireless …, 2024 - ieeexplore.ieee.org
… deep Q-learning (SDQL) algorithm to make the handover decision in the distributed scheme. The developed algorithm … In the decision phase, each user makes their handover decision …
LV Le, BS Lin, LP Tung, S Do - Transactions on Machine Learning …, 2018 - researchgate.net
… such as handover thresholds and handover neighbor lists are the … ML algorithms for decision making are dynamic ML algorithms … networks, reinforcement learning, and deeplearning. …
SK Vankayala, SKS Gollapudi, S Singh… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
… In this paper, we present a deeplearning framework for the prediction of … deep-learning (DL) models provide a sense of surroundings to the BSs, thereby enabling proactive handover (…
Y Koda, K Nakashima, K Yamamoto… - 2020 IEEE 17th …, 2020 - ieeexplore.ieee.org
… handover is a new direction. Recently, we introduced a paradigm called the deep RLbased image-to-decision proactive handover … handover decision without explicitly estimating the po- …