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Information × Registration Number 0224U033317, (0124U004389) , R & D reports Title Monitoring of urban green zones as an element of implementation of the principles of sustainable development popup.stage_title Моніторинг міських зелених зон як елемент реалізації принципів сталого розвитку. Head Belenok Vadym Yu., Кандидат фізико-математичних наук Registration Date 25-12-2024 Organization National Aviation University popup.description1 The purpose of the research work is to monitor spatio-temporal changes in urban green areas of Warsaw and Krakow during 1991-2023 based on remote sensing data to ensure sustainable development of cities. popup.description2  The subject of the study is the spatial distribution of selected partial indicators (spatial metrics and sub-indicators) used to assess green spaces, the degree of their transformation and spatial correlations. The purpose of the study is to monitor spatial and temporal changes in urban green areas of Kyiv, Kharkiv, Warsaw and Krakow during 1991-2023 based on remote sensing data to ensure sustainable urban development. Research methods - machine learning methods, supervised classification, statistical analysis, geospatial analysis. Research materials - optical remote sensing data of high (PlanetScope) and medium (Landsat) spatial resolution, as well as Sentinel-1 medium spatial resolution radar data for the territory of Kyiv, Kharkiv, Warsaw and Krakow in 1991-2023. Results and novelty - based on the results of supervised classification using Random Forest machine learning, different types of land use and land cover were identified. A set of landscape indicators was calculated for each analysed city in each study year to compare the differences between cities, as well as the differences that occurred in certain time stamps. This analysis made it possible to describe the spatial and temporal changes in the landscapes of Kyiv, Kharkiv, Warsaw, and Krakow.Implementation of R&D results - R&D results are a research in applied science, its results are not commercial, so the standard way is to discuss them at specialised seminars, present them at scientific conferences and publish them in journals indexed in scientometric databases. Product Description popup.authors Alpert Sofiia I. Hebryn-Baidi Liliia V. Zhelezniak Oles O. popup.nrat_date 2024-12-25 Close
R & D report
Head: Belenok Vadym Yu.. Monitoring of urban green zones as an element of implementation of the principles of sustainable development. (popup.stage: Моніторинг міських зелених зон як елемент реалізації принципів сталого розвитку.). National Aviation University. № 0224U033317
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Updated: 2026-03-27