Advanced Satellite Remote Sensing for Urbanization Analysis (CROSBI ID 706873)
Prilog sa skupa u zborniku | sažetak izlaganja sa skupa | međunarodna recenzija
Podaci o odgovornosti
Gašparović, Mateo
engleski
Advanced Satellite Remote Sensing for Urbanization Analysis
This research presents the advanced satellite remote sensing missions and methodology for data collection for detection and analysis of the urbanization, urban growth pattern as well as environment change. The research presents a methodology for determining the optimal satellite missions for the purpose of environmental change detection and urbanization monitoring. The research deals with the novel state-of-the-art methods for satellite imagery preprocessing, classification as well as automatic land-cover maps generation. Furthermore, the accuracy assessment measures of the land-cover classification will be discussed. The entire process of growth pattern detection and urbanization, as well as environment change analysis, will be shown in real case studies. Presented methods and techniques were based on the machine learning approach and novel automatization workflows and methodologies. The change detection analysis was made by comparing the land-cover maps made based on the 30 m bands of Landsat satellite imagery. For all cases, open-source data and open-source software were exclusively used to conduct this research. Therefore, presented procedures, techniques, and knowledge can be easily used, free of charge in the environment change detection as well as urbanization analysis for other areas in the world.
remote sensing ; urbanization ; classification ; Landsat ; automatization
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Podaci o prilogu
88-88.
2021.
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objavljeno
Podaci o matičnoj publikaciji
Global Summit on Civil, Architectural and Environmental Engineering (GSCAEE-2021) conference book
Kodur, Venkatesh
Barcelona: The Scientistt
Podaci o skupu
Global Summit on Civil, Architectural and Environmental Engineering (GSCAEE 2021)
pozvano predavanje
19.07.2021-21.07.2021
Barcelona, Španjolska