Abstract
An approach to the creation of modular subsystems for intelligent processing and compression of spatial data as a part of GIS landscape-ecological monitoring is proposed. The functions and methods of implementing the tasks of these subsystems are determined. The main modules include: a module for preliminary processing of spatial data with the formation of digitized images; module of image segmentation and edge highlighting; module for categorical classification of images of landscape objects; image compression module using a fractal model and a genetic algorithm; a module for compressing and restoring noisy digitized images using a noise-canceling autoencoder.
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