An asymptotically MSE-optimal estimator based on Gaussian mixture models

M Koller, B Fesl, N Turan… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This paper investigates a channel estimator based on Gaussian mixture models (GMMs) in
the context of linear inverse problems with additive Gaussian noise. We fit a GMM to given …

A versatile low-complexity feedback scheme for FDD systems via generative modeling

N Turan, B Fesl, M Koller, M Joham… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
We propose a versatile feedback scheme for both single-and multi-user multiple-input
multiple-output (MIMO) frequency division duplex (FDD) systems. Particularly, we propose …

Model refinement learning and an example on channel estimation with universal noise model

HM Wang, JC Jiang, YN Wang - IEEE Journal on Selected …, 2020 - ieeexplore.ieee.org
Model-based method and data-based method are two basic approaches for the design of
wireless communication systems. Model-based methods suffer from inaccurate modeling …

Edge intelligence framework for data-driven dynamic priority sensing and transmission

S Ghosh, S De, S Chatterjee… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Owing to the limited storage capacity, battery-powered wireless sensor nodes often suffer
from energy sustainability. To optimize the energy consumption of a multi-parameter sensor …

Nondata-aided Rician parameters estimation with redundant GMM for adaptive modulation in industrial fading channel

G Lu, X Dai, W Zhang, Y Yang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Wireless networks have been widely utilized in industries, where wireless links are
challenged by the severe nonstationary Rician fading channel, which requires online link …

A Versatile Pilot Design Scheme for FDD Systems Utilizing Gaussian Mixture Models

N Turan, B Böck, B Fesl, M Joham, D Gündüz… - arXiv preprint arXiv …, 2024 - arxiv.org
In this work, we propose a Gaussian mixture model (GMM)-based pilot design scheme for
downlink (DL) channel estimation in single-and multi-user multiple-input multiple-output …

Priority aware grouping-based multihop routing scheme for RIS-assisted wireless networks

L Sau, P Mukherjee, SC Ghosh - arXiv preprint arXiv:2404.09898, 2024 - arxiv.org
Reconfigurable intelligent surfaces (RISs) is a novel communication technology that has
been recognized and recently presented as a candidate for beyond fifth generation wireless …

Construction of smart campus network security model for digital health sectors

J Du - Journal of Commercial Biotechnology, 2020 - search.proquest.com
In order to analyze the information security transmission behavior in the smart campus
network environment better, so as to realize the effective maintenance of the campus …

Reduced-Feedback Scheduling Policies for Energy-efficient MAC

P Mukherjee, S De - 2021 IEEE International Conference on …, 2021 - ieeexplore.ieee.org
Energy efficiency is a critical requirement in low-power wireless sensor networks. In this
work, energy-efficient scheduling policies that exploit the temporal variation of wireless …