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Information × Registration Number 0224U032437, 0119U102556 , R & D reports Title Intelligent computer information systems and their usage in life sciences popup.stage_title Інтелектуальні комп’ютерні інформаційні системи та їх використання в науках про життя Head Yurii O. Ushenko, Доктор фізико-математичних наук Registration Date 16-10-2024 Organization Yuriy Fedkovych Chernivtsi National University popup.description2 The object of research – multi-parameter digital signals and images, the architecture of neural networks, intelligent data processing algorithms. The subject of research – filtering, analysis, recognition and classification algorithms; architecture of neural networks (convolutional, recurrent, transformers); creation of new and improvement of existing algorithms of machine learning and artificial intelligence. The purpose of research – development innovative methods and algorithms for computer processing and intellectual analysis of the information content of multiparameter digital signals and images, using modern achievements in the field of machine learning and artificial intelligence. Research methodology – methods of intellectual data analysis, swarm intelligence, machine learning, statistical, correlational, factual and large-scale selective data processing. Results and their novelty – for the first time, an information complex of tools will be developed, which will become the basis for creating a package of intelligent algorithms used in polarization and diffusion tomography of the structure of phase-inhomogeneous layers, expert and geoinformation systems, and decision support systems. Description of the final product – a set of computer algorithms, methods and programs for statistical, correlational, fractal, scale-selective (including wavelet and Fourier) analysis of complex multiparameter digital signals and images. These developments are intended for – usage in computer vision systems, decision support systems and expert systems, development of the latest objective criteria for clinical diagnosis of human organs. Product Description popup.authors popup.nrat_date 2024-10-16 Close