Tsymbaliuk I. Methods and means to increase the certainty of receiving radio signals using neural networks

Tsymbaliuk I.R. Methods and means to increase the certainty of receiving radio signals using neural networks. - qualifying scientific work on manuscript rights. Thesis for obtaining the Doctor of Philosophy degree in specialty 172 "Telecommunications and radio engineering" (technical sciences), - Lviv Polytechnic National University, Ministry of Education and Science of Ukraine, Lviv, 2024. The dissertation is devoted to the development and research of new methods and means of increasing the reliability of receiving radio signals, which use artificial neural networks for processing radio signals. The proposed methods and tools are based on assumptions about the effective distribution of the space of signal constellations of multi-position modulations, achieving a balance between the reliability of signal processing and the required computing power, using methods of analytical and simulation modeling and machine learning. The aim of the dissertation is to develop methods for increasing the reliability of receiving radio signals using neural networks while minimizing the required computing power. In the dissertation, the scientific and practical task of developing methods and means of increasing the reliability of radio signal reception using neural networks with the minimization of the required computing power was fulfilled. The object of research is the process of receiving processing of radio signals. The subject of research is methods of increasing the reliability of receiving radio signals using artificial neural networks. In the course of the research, analytical methods, simulation modeling, and experimental research of the software implementation of the formed models on real devices for receiving radio signals were used.