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The work describes a method for restoring three-dimensional models of rigid objects from one satellite image, based on the usage of convolutional neural network models. General requirements for reference and test satellite images are: seasonal shooting (lack of snow cover); images? geo-linking to railway infrastructure objects and to the general coordinate projection; presence of image metadata on survey and lighting conditions (geo-reference data and time of survey, photography and position of the Sun); visibilit...

Due to the changes in global climate patterns, wildfires have recently become a significantly greater threat to both human settlements and the corresponding activities. The same degree of threats is applicable for numerous species of fauna and vegetation, all across the world, especially in arid climate areas. Scientists that have conducted research on the subject revealed that climate significantly influences the probability of certain areas towards being affected by wildfires, especially taking into consideratio...