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Information × Registration Number 0220U104289, 0120U104869 , R & D reports Title Deep learning methods and models for applied problems of satellite monitoring popup.stage_title Head Kussul Nataliia M., д.т.н. Registration Date 16-12-2020 Organization Space Research Institute of National Academy od Science and State Space Agency of Ukraine popup.description2 An analysis and literature review of existing deep learning methods and models, the state of solving economic monitoring problems based on geospatial data in the world. Downloaded and processed satellite data for the period 2016-2020 for the territory of Ukraine. A GIS project with collected data for training and testing of the neural network has been created. Downloaded geospatial data from open sources, on the type of land cover, infrastructure and other additional information. More than 5,000 samples were collected from ground surveys in 2020, and existing geospatial data from OpenStreetMap was downloaded and used to generate training and test data. Prepared files in HDF5 format with training and test data for neural network training for each of the years. Product Description popup.authors Yemelianov Mykhailo O. Zhukovskyi Anton L. Kussul Nanaliya M. Lavreniuk Mykola S. Parhomchuk Oleksandr M. Shumilo Leonid L. Yailymov Bohdan Ya. popup.nrat_date 2020-12-15 Close