Machine learning for performance prediction of channel bonding in next-generation IEEE 802.11 WLANs

F Wilhelmi, D Góez, P Soto, R Vallés, M Alfaifi… - arXiv preprint arXiv …, 2021 - arxiv.org
… To motivate the usage of ML for predicting WLANs’ performance, we provide an open … -generation
deployments implementing features such as channel bonding or spatial reuse [24]. …

A Markov model for performance evaluation of channel bonding in IEEE 802.11

M Stojanova, T Begin, A Busson - Ad Hoc Networks, 2021 - Elsevier
… We test the model on 802.11g/n WLANs with no channel bonding and find that it can
accurately predict the achieved throughputs of all nodes. However, when the links are …

SmartBond: A deep probabilistic machinery for smart channel bonding in IEEE 802.11 ac

R Karmakar, S Chattopadhyay… - IEEE INFOCOM 2020 …, 2020 - ieeexplore.ieee.org
performance. In a different direction, in this paper, we develop a method for avoiding hidden
channels by meticulously predicting the channel … report the prediction performance from the …

Analysis and optimization of channel bonding in dense IEEE 802.11 WLANs

L Lanante, S Roy - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
performance of channel bonding as a function of both PHY and MAC parameters for a dense
network scenario. A new channel bonding … The predicted gains of the proposed algorithm …

A survey of channel bonding for wireless networks and guidelines of channel bonding for futuristic cognitive radio sensor networks

SHR Bukhari, MH Rehmani… - … Communications Surveys & …, 2015 - ieeexplore.ieee.org
… for WLANs in TVWS and showed that CB has better performance as compared to
channel aggregation. MAC layer aggregation transmits multiple MAC protocol data units (MPDU) …

A study of channel bonding in IEEE 802.11 bd networks

V Torgunakov, V Loginov, E Khorov - IEEE Access, 2022 - ieeexplore.ieee.org
… Consequently, the performance of the channel bonding techniques from IEEE 802.11bd
and the technique from IEEE 802.11n significantly differ in some scenarios. Nevertheless, the …

On-demand channel bonding in heterogeneous WLANs: A multi-agent deep reinforcement learning approach

H Qi, H Huang, Z Hu, X Wen, Z Lu - Sensors, 2020 - mdpi.com
… [16], base station sleeping [17] and performance prediction [18]. The second reason is that
… proposed algorithm has better performance than other channel bonding algorithms in terms …

PRACB: A novel channel bonding algorithm for cognitive radio sensor networks

SHR Bukhari, S Siraj, MH Rehmani - IEEE Access, 2016 - ieeexplore.ieee.org
… It can be observed that it can increase the performance of a system which requires a bond
Wang, “Performance analysis of selective opportunistic spectrum access with traffic prediction,…

Capacity analysis of opportunistic channel bonding over multi-channel WLANs under unsaturated traffic

M Han, S Khairy, LX Cai, Y Cheng… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… cannot accurately predict the network performance when … evaluate the performance of
multi-channel bonding in support … evaluate the performance of multi-channel bonding protocol for …

A study on the channel bonding in IoT networks: Requirements, applications, and challenges

D Kandar, P Chyne, S Nath Sur… - International journal of …, 2023 - Wiley Online Library
… We analyze the performance of channel CA/CB strategies in the different … channels into a
singular channel of higher bandwidth is termed channel bonding (CB), and when this bond is …