[SEMINAR] October 18, 2024 – Evgeny Bobrov – Machine Learning and Optimization Methods to Improve the Efficiency of Multi-Antenna Systems

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, October 18, 2024, in Skype. Click here to show the seminar start time in your timezone.

Note: the language of the seminar is Russian.

Join the seminar in Skype: https://join.skype.com/EKXnPwBGEJgb

Title: Machine Learning and Optimization Methods to Improve the Efficiency of Multi-Antenna Systems

Speaker: Evgeny Bobrov, Lomonosov Moscow State University, Huawei Russian Research Institute

Abstract: The report will present new mathematical methods for optimizing the quality of signal reception in the wireless communication system of 5G generation, ensuring its optimal bandwidth and maximum signal quality. Theorems and methods, simplifying the initial statement of the problem of multibeam signal propagation, and allowing to write computationally simpler and more effective optimization functions. Both analytical methods for constructing the signal beamforming matrix and iterative quasi-Newtonian procedures will be discussed. A new machine-learning based communication channel adaptation method that is able to predict the optimal signal modulation and coding scheme in a non-stationary environment based on signal-to-noise ratio estimation will also be discussed.

Bio: Evgeny Bobrov is a graduate of the Graduate School of the Moscow State University. Research interests: machine learning, optimization and modern problems of radio communication.

To get more information about the seminar, please visit this page.