Search Results for author: Rafail Ismayilov

Found 4 papers, 1 papers with code

Toward an AI-enabled Connected Industry: AGV Communication and Sensor Measurement Datasets

1 code implementation20 Dec 2022 Rodrigo Hernangómez, Alexandros Palaios, Cara Watermann, Daniel Schäufele, Philipp Geuer, Rafail Ismayilov, Mohammad Parvini, Anton Krause, Martin Kasparick, Thomas Neugebauer, Oscar D. Ramos-Cantor, Hugues Tchouankem, Jose Leon Calvo, Bo Chen, Gerhard Fettweis, Sławomir Stańczak

This paper presents two wireless measurement campaigns in industrial testbeds: industrial Vehicle-to-vehicle (iV2V) and industrial Vehicle-to-infrastructure plus Sensor (iV2I+), together with detailed information about the two captured datasets.

Inverse Feasibility in Over-the-Air Federated Learning

no code implementations25 Nov 2022 Tomasz Piotrowski, Rafail Ismayilov, Matthias Frey, Renato L. G. Cavalcante

We introduce the concept of inverse feasibility for linear forward models as a tool to enhance OTA FL algorithms.

Federated Learning

Deep Learning Beam Optimization in Millimeter-Wave Communication Systems

no code implementations16 Jul 2021 Rafail Ismayilov, Renato L. G. Cavalcante, Sławomir Stańczak

We propose a method that combines fixed point algorithms with a neural network to optimize jointly discrete and continuous variables in millimeter-wave communication systems, so that the users' rates are allocated fairly in a well-defined sense.

Deep Learning Based Hybrid Precoding in Dual-Band Communication Systems

no code implementations16 Jul 2021 Rafail Ismayilov, Renato L. G. Cavalcante, Sławomir Stańczak

To overcome the issue of large signalling overhead in the mmWave band, the proposed method exploits the spatiotemporal correlation between sub-6GHz and mmWave bands, and it predicts/tracks the RF precoders in the mmWave band from sub-6GHz channel measurements.

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