Deep hypernetwork-based MIMO detection

M Goutay, FA Aoudia, J Hoydis - 2020 IEEE 21st International …, 2020 - ieeexplore.ieee.org
Optimal symbol detection for multiple-input multiple-output (MIMO) systems is known to be
an NP-hard problem. Conventional heuristic algorithms are either too complex to be …

Applications of deep learning to the design of enhanced wireless communication systems

M Goutay - arXiv preprint arXiv:2205.01210, 2022 - arxiv.org
Innovation in the physical layer of communication systems has traditionally been achieved
by breaking down the transceivers into sets of processing blocks, each optimized …

Data-Driven Next-Generation Wireless Networking: Embracing AI for Performance and Security

J Xue, Z Qu, S Zhao, Y Liu, Z Lu - 2023 32nd International …, 2023 - ieeexplore.ieee.org
New network architectures, such as the Internet of Things (IoT), 5G, and next-generation
(NextG) cellular systems, put forward emerging challenges to the design of future wireless …

Bit-metric decoding rate in multi-user MIMO systems: Applications

KP Srinath, J Hoydis - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
This is the second part of a two-part paper that focuses on link-adaptation (LA) and physical
layer (PHY) abstraction for multi-user MIMO (MU-MIMO) systems with non-linear receivers …

MIMO-OFDM detector selection using reinforcement learning

H Kwon, KB Song - 2020 International Conference on …, 2020 - ieeexplore.ieee.org
A 5G cellular system has evolved to support wider bandwidth with more resource elements
(REs) in order to accommodate the emerging request for a very high date rate. A baseband …

Mimo detector selection for multiple high-order modulations with unified neural network

S Chaudhari, HJ Kwon, KB Song - GLOBECOM 2020-2020 …, 2020 - ieeexplore.ieee.org
We propose a unified multi-layer perceptron (MLP) network to select an appropriate multiple-
input, multiple-output (MIMO) detector for high-order quadrature amplitude modulations …

Applications de l'apprentissage profond à la conception de systèmes de communication sans fil améliorés

M Goutay - 2022 - theses.hal.science
L'innovation dans la couche physique a traditionnellement été réalisée en modélisant les
émetteurs-récepteurs comme une suite de blocs, chacun étant optimisé indépendamment …

Multiple-input multiple-output (MIMO) detector selection using neural network

H Kwon, S Chaudhari, KB Song - US Patent 11,625,610, 2023 - Google Patents
US11625610B2 - Multiple-input multiple-output (MIMO) detector selection using neural network
- Google Patents US11625610B2 - Multiple-input multiple-output (MIMO) detector selection …

MIMO detector selection

PK SRINATH, J Hoydis - US Patent 11,387,870, 2022 - Google Patents
Embodiments can include receiving transmissions over a channel at a receiver of a MIMO
communication system; the transmissions are received from a plurality of transmitters in …