An Unsupervised Machine Learning Scheme for Index-Based CSI Feedback in Wi-Fi

no code implementations • 7 Dec 2023 • Mrugen Deshmukh, Zinan Lin, Hanqing Lou, Mahmoud Kamel, Rui Yang, Ismail Guvenc

We explore several methods that consider different representations of the data in the candidate set.

Enhanced Index-Based Feedback Overhead Reduction for WLANs

no code implementations • 7 Dec 2023 • Mrugen Deshmukh, Zinan Lin, Hanqing Lou, Mahmoud Kamel, Rui Yang, Ismail Guvenc

Compressed beamforming algorithm is used in the current Wi-Fi standard to reduce the beamforming feedback overhead (BFO).

Clustering

Intelligent Feedback Overhead Reduction (iFOR) in Wi-Fi 7 and Beyond

no code implementations • 9 Mar 2022 • Mrugen Deshmukh, Zinan Lin, Hanqing Lou, Mahmoud Kamel, Rui Yang, Ismail Guvenc

The IEEE 802. 11 standard based wireless local area networks (WLANs) or Wi-Fi networks are critical to provide internet access in today's world.