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Information × Registration Number 0222U001307, 0117U001174 , R & D reports Title Methods and models for big data of satellite and geospatial data processing. popup.stage_title Head Fedorov Oleh Р., Доктор фізико-математичних наук Registration Date 26-01-2022 Organization Space Research Institute of National Academy od Science and State Space Agency of Ukraine popup.description2 The object of research is the methods of geospatial data intellectual analysis. The target of the work: development of new scientific approaches, methods, and models of intellectual analysis of geospatial data; development of deep learning methods and classification as a fundamental approach to solving complex problems of big volume data processing; development of merging data methods for different spatial and temporal distinctions, which allow manipulating the time series of geospatial Earth observation data and terrestrial observations. Research methods: methods and information technologies of big data analysis, machine learning methods, cloud information processing methods, intelligent information processing methods, and deep learning methods. The results obtained: – a literature review of modern information methods and models for processing large volumes of satellite and geospatial data was conducted; – terrestrial research, collection, and systematization of terrestrial data necessary for the development of satellite information products was conducted; – scientific methods and models for processing satellite and geospatial big volume data was developed; – deep learning methods and classification as a fundamental approach to solving complex problems of processing satellite and geospatial big volume data was developed; – merging data methods of different spatial and temporal discrimination were developed, which allows increasing the time series of geospatial data; – effective cooperation with leading scientific consortia using geospatial data to create information products within the GEOSS system development was provided.   Product Description popup.authors Yemelianov Mykhailo O. Adamenko Tetiana I. Kolotiij Аndriij V. Kussul Nanaliya M. Lavreniuk Mykola S. Parhomchyk Oleksandr M. Sakalo Iana V. Tjutjunnyk Lidiia I. Shevchuk Izabella R. Shelestov Andriij Ju Shumilo Leonid L. Yailymov Bohdan Ya. Yailymova Hanna O. popup.nrat_date 2022-03-09 Close