Wi-Fi meets ML: A survey on improving IEEE 802.11 performance with machine learning
Wireless local area networks (WLANs) empowered by IEEE 802.11 (Wi-Fi) hold a dominant
position in providing Internet access thanks to their freedom of deployment and configuration …
position in providing Internet access thanks to their freedom of deployment and configuration …
Impact of IEEE 802.11 n/ac PHY/MAC high throughput enhancements on transport and application protocols—A survey
R Karmakar, S Chattopadhyay… - … Surveys & Tutorials, 2017 - ieeexplore.ieee.org
Since the inception of IEEE 802.11 wireless local area networks (WLANs) in 1997, wireless
networking technologies have tremendously grown in the last few decades. The …
networking technologies have tremendously grown in the last few decades. The …
{ADR-X}:{ANN-Assisted} Wireless Link Rate Adaptation for {Compute-Constrained} Embedded Gaming Devices
H Yin, M Ramanujam, J Schaefer, S Adermann… - … USENIX Symposium on …, 2024 - usenix.org
The wireless channel between gaming console and accessories eg controllers and
headsets, experiences extremely rapid variations due to abrupt head and hand movements …
headsets, experiences extremely rapid variations due to abrupt head and hand movements …
An experience driven design for IEEE 802.11 ac rate adaptation based on reinforcement learning
SC Chen, CY Li, CH Chiu - IEEE INFOCOm 2021-IEEE …, 2021 - ieeexplore.ieee.org
The IEEE 802.11 ac supports gigabit speeds by extending 802.11 n air-interface features
and increases the number of rate options by more than two times. Enabling so many rate …
and increases the number of rate options by more than two times. Enabling so many rate …
State-aware rate adaptation for UAVs by incorporating on-board sensors
Nowadays unmanned aerial vehicles (UAVs) are being widely applied to a wealth of civil
and military applications. Robust and high-throughput wireless communication is the crux of …
and military applications. Robust and high-throughput wireless communication is the crux of …
Practical machine learning-based rate adaptation solution for Wi-Fi NICs: IEEE 802.11 ac as a case study
CY Li, SC Chen, CT Kuo… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Many rate adaptation (RA) solutions have been proposed for legacy Wi-Fi standards.
However, these solutions lack extensibility, and cannot therefore be easily applied to new Wi …
However, these solutions lack extensibility, and cannot therefore be easily applied to new Wi …
Multi-armed bandits for spectrum allocation in multi-agent channel bonding WLANs
While dynamic channel bonding (DCB) is proven to boost the capacity of wireless local area
networks (WLANs) by adapting the bandwidth on a per-frame basis, its performance is tied …
networks (WLANs) by adapting the bandwidth on a per-frame basis, its performance is tied …
Real-time deep hair matting on mobile devices
Augmented reality is an emerging technology in many application domains. Among them is
the beauty industry, where live virtual try-on of beauty products is of great importance. In this …
the beauty industry, where live virtual try-on of beauty products is of great importance. In this …
Intelligent MU-MIMO user selection with dynamic link adaptation in IEEE 802.11 ax
R Karmakar, S Chattopadhyay… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
IEEE 802.11 ax high-throughput wireless access networks support multi-user multiple-input
multiple-output (MU-MIMO)-based communication, where a set of spatially apart wireless …
multiple-output (MU-MIMO)-based communication, where a set of spatially apart wireless …
An online learning approach for auto link-Configuration in IEEE 802.11 ac wireless networks
High throughput wireless standards based on IEEE 802.11, such as IEEE 802.11 ac, pose a
significant challenge in selection of link configuration parameters in an automatic approach …
significant challenge in selection of link configuration parameters in an automatic approach …