[SEMINAR] May 20, 2022 – Kirill Glinsky – Data-Driven Channel Adaptation Methods in Cellular Networks
We are happy to invite you to the next talk of Moscow Telecommunication Seminar which will be held at 17.00 (MSK, UTC+03:00), on Friday, May 20, 2022, in Skype. Click here to show the seminar start time in your timezone.
Title: Data-Driven Channel Adaptation Methods in Cellular Networks
Speaker: Kirill Glinsky, IITP RAS, MIPT
Abstract: Cellular networks are currently ubiquitous, indispensible in our everyday life. However, the same wireless channel, that enables their function, is also a source of performance detriments, as the channel changes with time. This meaning that current channel knowledge can be obsolete in the future, when the data transmission will take place, and will result in lost frames, missed deadlines or decreased throughput. To combat this fundamental problem, many ways to predict the constantly changing channel have been proposed, including approaches based on heuristics, signal processing, statistical and machine learning models.
In this seminar, we give a short overview of existing approaches, followed by two new proposed algorithms focusing on channel prediction specifically for URLLC (MIMO and SISO cases). The results of both simulations and experimental evaluation confirm high efficiency of the proposed algorithms and advantages over state-of-the-art methods.
Bio: Kirill Glinsky received his Bachelor degree in Applied Math and Physics from MIPT in 2020, and is currently pursuing his Master’s degree, while working as a junior researcher at IITP. His current research is focused on 5G cellular systems. His professional interests are related to testbeds, software-defined radios, and applications of artificial intelligence in telecommunications.