Search Results for author: Marc Gauger

Found 4 papers, 0 papers with code

Deep Reinforcement Learning for mmWave Initial Beam Alignment

no code implementations17 Feb 2023 Daniel Tandler, Sebastian Dörner, Marc Gauger, Stephan ten Brink

We investigate the applicability of deep reinforcement learning algorithms to the adaptive initial access beam alignment problem for mmWave communications using the state-of-the-art proximal policy optimization algorithm as an example.

reinforcement-learning Reinforcement Learning (RL)

Improving Triplet-Based Channel Charting on Distributed Massive MIMO Measurements

no code implementations20 Jun 2022 Florian Euchner, Phillip Stephan, Marc Gauger, Sebastian Dörner, Stephan ten Brink

The objective of channel charting is to learn a virtual map of the radio environment from high-dimensional CSI that is acquired by a multi-antenna wireless system.

Dimensionality Reduction

Geometry-Based Phase and Time Synchronization for Multi-Antenna Channel Measurements

no code implementations13 Jun 2022 Florian Euchner, Phillip Stephan, Marc Gauger, Stephan ten Brink

Synchronization of transceiver chains is a major challenge in the practical realization of massive MIMO and especially distributed massive MIMO.

Massive MIMO Channel Measurements and Achievable Rates in a Residential Area

no code implementations21 Feb 2020 Marc Gauger, Maximilian Arnold, Stephan ten Brink

In this paper we present a measurement set-up for massive MIMO channel sounding that shows very good long-term phase stability.

BIG-bench Machine Learning Position

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