Search Results for author: Evgeny Bobrov

Found 2 papers, 0 papers with code

Machine Learning Methods for Spectral Efficiency Prediction in Massive MIMO Systems

no code implementations29 Dec 2021 Evgeny Bobrov, Sergey Troshin, Nadezhda Chirkova, Ekaterina Lobacheva, Sviatoslav Panchenko, Dmitry Vetrov, Dmitry Kropotov

Channel decoding, channel detection, channel assessment, and resource management for wireless multiple-input multiple-output (MIMO) systems are all examples of problems where machine learning (ML) can be successfully applied.

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Variational Autoencoders for Precoding Matrices with High Spectral Efficiency

no code implementations23 Nov 2021 Evgeny Bobrov, Alexander Markov, Sviatoslav Panchenko, Dmitry Vetrov

In this paper, we consider the problem of finding precoding matrices with high spectral efficiency (SE) using variational autoencoder (VAE).


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