GRU based optimal restricted access window mechanism for enhancing the performance of IEEE 802.11 ah based IoT networks

BS Pavan, VP Harigovindan - Journal of Ambient Intelligence and …, 2023 - Springer
Abstract IEEE 802.11 ah, known as Wi-Fi HaLow standard, specifically promoted for next-
generation Internet of things (IoT) applications. Restricted access window (RAW) …

A neural network for estimating CQI in 5G communication systems

SK Vankayala, KG Shenoy - 2020 IEEE Wireless …, 2020 - ieeexplore.ieee.org
Channel quality indicator (CQI) is a key parameter in communication system design that
encodes the state of the channel. With this information, a base station (BS) can adjust the …

Modeling multi-cell IEEE 802.11 WLANs with application to channel assignment

MK Panda, A Kumar - … on Modeling and Optimization in Mobile …, 2009 - ieeexplore.ieee.org
We provide a simple and accurate analytical model for multi-cell IEEE 802.11 WLANs. Our
model applies if the cell radius, R, is much smaller than the carrier sensing range, R cs. We …

To bond or not to bond: An optimal channel allocation algorithm for flexible dynamic channel bonding in WLANs

C Kai, Y Liang, T Huang, X Chen - 2017 IEEE 86th Vehicular …, 2017 - ieeexplore.ieee.org
To meet rapidly increasing data rate requirements in WLANs, one important technique
adopted in 802.11 ac is the channel bonding (CB) scheme that combines multiple 20MHz …

Deep learning-based packet detection and carrier frequency offset estimation in IEEE 802.11 ah

V Ninkovic, A Valka, D Dumic, D Vukobratovic - IEEE Access, 2021 - ieeexplore.ieee.org
Wi-Fi systems based on the IEEE 802.11 standards are the most popular wireless interfaces
that use Listen Before Talk (LBT) method for channel access. The distinctive feature of a …

Functional split of in-network deep learning for 6G: A feasibility study

J He, H Wu, X Xiao, R Bassoli… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
In existing mobile network systems, the data plane (DP) is mainly considered a pipeline
consisting of network elements end-to-end forwarding user data traffics. With the rapid …

Artificial intelligence for 6G networks: Technology advancement and standardization

MK Shehzad, L Rose, MM Butt… - IEEE Vehicular …, 2022 - ieeexplore.ieee.org
With the deployment of 5G networks, standards organizations have started working on the
design phase for 6G networks. 6G networks will be immensely complex, requiring more …

Learning to bond in dense WLANs with random traffic demands

Y Luo, KW Chin - IEEE Transactions on Vehicular Technology, 2020 - ieeexplore.ieee.org
The Access Points (APs) in a Wireless Local Area Network (WLAN) must be assigned one or
more channels to meet traffic demands from users. To date, prior works on channel …

The impact of channel bonding on 802.11 n network management

L Deek, E Garcia-Villegas, E Belding, SJ Lee… - Proceedings of the …, 2011 - dl.acm.org
The IEEE 802.11 n standard allows wireless devices to operate on 40MHz-width channels
by doubling their channel width from standard 20MHz channels, a concept called channel …

Temporal averaging LSTM-based channel estimation scheme for IEEE 802.11 p standard

AK Gizzini, M Chafii, S Ehsanfar… - 2021 IEEE global …, 2021 - ieeexplore.ieee.org
In vehicular communications, reliable channel estimation is critical for the system
performance due to the doubly-dispersive nature of vehicular channels. IEEE 802.11 p …