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Registration Number

0224U003081, 0120U101843 , R & D reports

Title

Algorithmic support for parallel modeling processesand visualization of dynamic systems and machine learning systems

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Head

Dmytriieva Olha A., Доктор технічних наук

Registration Date

04-04-2024

Organization

State Higher Educational Institution "Donetsk National Technical University"

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Report on research work: 311 pages, 1 part, 30 tables, 121 figures, 275 sources PARALLEL, DISTRIBUTED, GRAPHIC SYSTEMS, VISUALIZATION, DATA PROTECTION, ARTIFICIAL INTELLIGENCE The object of research is computing processes that occur in parallel, graphic systems, artificial intelligence systems, when organizing information protection in distributed systems. The purpose of the work is to improve the efficiency of the functioning of parallel, distributed, graphic modeling systems, artificial intelligence systems and information protection based on an algorithmic-program approach. Research methods - current methods of mathematical modeling, computational mathematics, theory of algorithms, theory of computing systems and parallel computing, methods of synthesis and processing of graphical information, theory of differential equations, statistical methods of processing and analysis of experimental results. The research and creation of a face recognition system based on the modified FaceNET architecture was carried out, a neural network system was developed for the synchronous generation of keys of increased reliability, as well as a network intrusion detection system based on deep learning. A "strong" user authentication method based on the analysis of his keyboard handwriting has been implemented. Methods for increasing the efficiency of modeling complex dynamic problems through the use of parallel methods for solving hard or special Cauchy problems have been developed and analyzed. Simulation of information security processes, cryptographic analysis and protection of large volumes of data was carried out.

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Yezhova Yelyzaveta O.
Aleksandrov Mykyta O.
Aleksandrova Oleksandra V.
Altukhova Tetiana V.
Anufriiev Pavlo O.
Bashkov Yevhen O.
Hilhurt Serhii Ya.
Dmytriieva Olha A.
Dorohyi Yaroslav Yu.
Kovalchuk Liudmyla V.
Kostin Valerii I.
Liubymenko Olena M.
Liubymenko Olena M.
Maslova Nataliia O.
Nikitenko Andrii O.
Nazarova Iryna A.
Skrypnyk Tetiana V.
Tykhonova Oksana A.
Khoma Dmytro Yu.
Yablokov Ivan I.
Yarosh Iryna V.