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Information × Registration Number 0223U005312, 0123U102838 , R & D reports Title Information technologies for geospatial analysis of rural and community development popup.stage_title Head Shelestov Andrii Yurіyovich, д.т.н. Registration Date 19-12-2023 Organization National Technscal University of Ukraine "Kiev Polytechnic Institute". popup.description2  The report presents the description of the developed advanced deep learning method for land cover and crop type classification, which is based on the procedure of quality verification of training data sets based on the k-nearest neighbors’ method. It allows automatically detect and remove the ambiguous data instances and increases the reliability of the proposed models. A data augmentation approach based on the pix2pix GAN model is developed, which can solve the problem of training data imbalance and improve accuracy for minor classes. The features’ list and the input data space for economic assessment of the development of rural areas, which is based on the integration of heterogeneous geospatial datasets, have been formed. Models and methods of forecasting the development of rural communities have been developed based on regression models, computer vision and fuzzy logic. A multi-criteria methodology for determining optimal placements for renewable energy facilities is proposed. A comprehensive approach to assessing the reliability of interconnected water and energy supply systems in rural areas based on probabilistic Monte Carlo modeling is proposed. The obtained results will be used in further investigations in the next stages of the project and further development of intelligent geospatial analysis technologies aimed to the restoration and sustainable development of rural areas in Ukraine. The application of the proposed models and methods will contribute to making of well-informed decisions on restoration and further development of rural areas and communities. Product Description popup.authors Alekseichuk Lesia B Gordiyko Nataliya O. Dotsenko Tetiana M Drozd Sofiia Yu. Kolotii Andrii V. Kuzin Volodymyr H. Nataliia M. Kussul Lavreniuk Alla M Nakaznoi Pavlo O Ohrimenko Anton O Salii Yevgenii V Haidurov Vladyslav V. Yavorskii Oleksandr M Yailymova Hanna O. popup.nrat_date 2023-12-19 Close