Search Results for author: Franz Weißer

Found 4 papers, 0 papers with code

DoA-Aided MMSE Channel Estimation for Wireless Communication Systems

no code implementations11 Dec 2023 Franz Weißer, Nurettin Turan, Wolfgang Utschick

This paper investigates the combination of parametric channel estimation with minimum mean square error (MMSE) estimation.

Data-Aided Channel Estimation Utilizing Gaussian Mixture Models

no code implementations31 Aug 2023 Franz Weißer, Nurettin Turan, Dominik Semmler, Wolfgang Utschick

In this work, we propose two methods that utilize data symbols in addition to pilot symbols for improved channel estimation quality in a multi-user system, so-called semi-blind channel estimation.

Unsupervised Parameter Estimation using Model-based Decoder

no code implementations3 Nov 2022 Franz Weißer, Michael Baur, Wolfgang Utschick

In this work, we consider the use of a model-based decoder in combination with an unsupervised learning strategy for direction-of-arrival (DoA) estimation.

Decoder

Model Order Selection with Variational Autoencoding

no code implementations27 Oct 2022 Michael Baur, Franz Weißer, Benedikt Böck, Wolfgang Utschick

Classical methods for model order selection often fail in scenarios with low SNR or few snapshots.

Decoder

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