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Information × Registration Number 0226U001388, (0124U001390) , R & D reports Title Development of mathematical models and software for managing complex systems using artificial intelligence popup.stage_title Розробка математичних моделей та програмних додатків для управління складними системами з використанням штучного інтелекту Head Moskalenko Valentyna V., д.т.н. Registration Date 25-01-2026 Organization National Technical University "Kharkiv Polytechnic Institute" popup.description1 Іmproving the quality of complex systems management under conditions of uncertainty thanks to the use of artificial intelligence methods for solving poorly formalized management problems popup.description2 The object of research is the process of managing complex systems under uncertainty. The subject of research is mathematical methods for modelling the management of complex systems under uncertainty. The goal of the research work is to improve the quality of managing complex systems under uncertainty using artificial intelligence methods to solve weakly formalized management problems. Research methods are optimization methods, control theory, probability theory, simulation modelling, systems theory, computational intelligence methods, machine learning methods and Deep Learning. The scientific novelty of the work lies in the development of a set of models for managing complex systems under uncertainty, including: 1) the model for remote identification of dynamic object parameters based on optical flow and DETR; 2) the model for remote identification of dynamic object parameters using artificial neural networks FlowNet and YOLO; 3) the hybrid model for identifying and optimizing information control system parameters based on computational intelligence; 4) the model for assessing the reliability and noise immunity of data transmission systems; 5) the model for selecting effective noise-resistant codes and protocols; 6) the system for selecting codes for use in control systems. Product Description popup.authors Olena M. Nikulina Nataliia Y. Khatsko Nina V. Kotsiuba Kyrylo O. Khatsko Oleksii M. Kondratov Vladyslav A. Kosenko Vladyslav O. Sharov popup.nrat_date 2026-01-25 Close