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Information × Registration Number 0225U002786, (0122U001515) , R & D reports Title To develop and analyze distributed computing methods for the problems of numeric simulation and machine learning. popup.stage_title Розробити і дослідити методи розподілених обчислень для задач комп'ютерного моделювання і машинного навчання Head Tulchynskyi Vadym Н., д.ф.-м.н. Registration Date 03-04-2025 Organization V.M. Glushkov Institute of Cybernetics of National Academy of Sciences of Ukraine popup.description1 To speedup solving a wide range of the application problems dependent on intensive computations or big data processing by the multi-computer task distribution. popup.description2 Report : 60 pp., 56 sources, 0 tables. 22 Fig. CLOUD TECHNOLOGIES, DISTRIBUTED SOFTWARE SYSTEMS, PRODUCTIVITY, RELIABILITY, COMPUTER SIMULATION, MACHINE LEARNING. The goal of the project is to increase the productivity of solving a wide class of applied problems that require a large amount of calculations or processing of large data sets due to the distribution between computers.The main results of the project: • developed the architecture and method of dynamic deployment of a cluster in the cloud based on a pre-configured container to perform a task for computer simulation tasks; • developed the architecture and method of integration of cloud dialog and cluster computing resources through a shared file storage to ensure overall high performance of machine modeling applications on big data; • developed the architecture and method of increasing the performance of machine learning in the cloud due to the transfer of learning to data, and the use of high-speed interconnect capabilities by new GPU; • the developed methods were tested on the problems of computer simulation of a number of static three-dimensional boundary value problems of mechanics, the study of the phenomena of degeneration and singularity of anisotropic models and machine learning for forecasting forest fires based on satellite data Product Description popup.authors Bilodid Oksana O. Hrechko Anastasiia V. Denkov Ivan D. Kolomiiets Oleksandr V. Lavreniuk Serhii I. Mar'ianovych Oleh T. Maslova Maryna A. Nazarenko Yevhen V. Panchenko Borys Ye. Prazdnikova Mariia O. Rohanov V'iacheslav Yu. Rohanova Olena Yu. Saiko Іhor M. Tulchynskyi Vadym H. Tulchynskyi Petro H. popup.nrat_date 2025-04-03 Close