Registration Number
0225U002475,
(0122U002283)
, R & D reports
Title
Development of software tools for automated design and optimization of performance of highly-productive resource-intensive programs for multiprocessor systems
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Розробка інструментарію для автоматизації проектування та оптимізації швидкодії високопродуктивних ресурсоємних програм для мультипроцесорних платформ
Head
Doroshenko Anatolii Y., Доктор фізико-математичних наук
Registration Date
14-03-2025
Organization
Institute of Software Systems of National Academy of Sciences of Ukraine
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Development of methods and tools for automated design of high-performance software for processing scientific data on multiprocessor platforms based on using a theory of algebra of algorithms, and also development of enhanced methods of analysis and optimization of resource-intensive applications for modern processors with massive parallelism and computational cores of high level energy efficiency.
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A method for estimating the output performance of convolutional neural networks for object recognition tasks has been developed. A modeling toolkit has been used to analyze the performance of software for graphics cards. Examples demonstrate the analysis of modeling results and the determination of the characteristics of massively parallel programs. Numerical experiments have been performed to refine the forecast using deep learning. Methods for classifying audio and infrasonic signals using clustering algorithms have been studied.
Product Description
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Halaziuk Nataliia O.
Doroshenko Anatolii Y.
Dushek Hanna Y.
Kolisnyk Serhii V.
Lozovska Hanna S.
Proskudina Halyna Y.
Rahozin Dmytro V.
Taran Vsevolod P.
Yatsenko Olena A.
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2025-03-14
