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Detekce změn ve válkou poškozených městských oblastech pomocí metody IR-MAD a satelitních dat Sentinel-2
dc.contributor.advisorLaštovička, Josef
dc.creatorČerník, Jáchym
dc.date.accessioned2024-11-29T17:56:40Z
dc.date.available2024-11-29T17:56:40Z
dc.date.issued2024
dc.identifier.urihttp://hdl.handle.net/20.500.11956/194004
dc.description.abstract‭ Abstract ‭ This‭ study‭ focuses‭ on‭ Sentinel-2‭ multispectral‭ data‭ for‭ detecting‭ changes‭ associated‭ with‭ war ‭ conflicts‭ in‭ an‭ urban‭ environment‭ in‭ Google‭ Earth‭ Engine‭ (GEE)‭ cloud‭ based‭ platform.‭ The ‭ area‭ of‭ interest‭ was‭ chosen‭ to‭ be‭ the‭ Gaza‭ City‭ and‭ its‭ surrounding,‭ which‭ became‭ embroiled ‭ in‭ a‭ military‭ conflict‭ in‭ October‭ 2023.‭ The‭ Python‭ scripts‭ have‭ been‭ used‭ to‭ perform‭ analyses ‭ and ‭ monitor ‭ spectral ‭ signs ‭ over ‭ time. ‭ The ‭ iteratively ‭ reweighted ‭ multivariate ‭ alteration ‭ detection‭ (IR-MAD)‭ method,‭ which‭ is‭ based‭ on‭ the‭ comparison‭ of‭ two‭ images,‭ was‭ used‭ to ‭ analyze ‭ the ‭ changes. ‭ The ‭ resulting ‭ raster ‭ of ‭ changes ‭ was ‭ validated‭ with‭ very‭ high‭ spatial ‭ resolution ‭ PlanetScope ‭ data. ‭ Based ‭ on ‭ the ‭ validation, ‭ an ‭ overall ‭ accuracy ‭ of ‭ 74% ‭ was ‭ achieved. ‭ As ‭ part ‭ of ‭ the ‭ research, ‭ a ‭ web-based ‭ mapping ‭ application‭ was‭ created‭ to‭ allow ‭ users to view conflict using pre-built tools. ‭ Key words ‭ : Change Detection, IR-MAD, Google Earth Engine, Gaza, ‭ 5cs_CZ
dc.description.abstract‭ Abstract ‭ This‭ study‭ focuses‭ on‭ Sentinel-2‭ multispectral‭ data‭ for‭ detecting‭ changes‭ associated‭ with‭ war ‭ conflicts‭ in‭ an‭ urban‭ environment‭ in‭ Google‭ Earth‭ Engine‭ (GEE)‭ cloud‭ based‭ platform.‭ The ‭ area‭ of‭ interest‭ was‭ chosen‭ to‭ be‭ the‭ Gaza‭ City‭ and‭ its‭ surrounding,‭ which‭ became‭ embroiled ‭ in‭ a‭ military‭ conflict‭ in‭ October‭ 2023.‭ The‭ Python‭ scripts‭ have‭ been‭ used‭ to‭ perform‭ analyses ‭ and ‭ monitor ‭ spectral ‭ signs ‭ over ‭ time. ‭ The ‭ iteratively ‭ reweighted ‭ multivariate ‭ alteration ‭ detection‭ (IR-MAD)‭ method,‭ which‭ is‭ based‭ on‭ the‭ comparison‭ of‭ two‭ images,‭ was‭ used‭ to ‭ analyze ‭ the ‭ changes. ‭ The ‭ resulting ‭ raster ‭ of ‭ changes ‭ was ‭ validated‭ with‭ very‭ high‭ spatial ‭ resolution ‭ PlanetScope ‭ data. ‭ Based ‭ on ‭ the ‭ validation, ‭ an ‭ overall ‭ accuracy ‭ of ‭ 74% ‭ was ‭ achieved. ‭ As ‭ part ‭ of ‭ the ‭ research, ‭ a ‭ web-based ‭ mapping ‭ application‭ was‭ created‭ to‭ allow ‭ users to view conflict using pre-built tools. ‭ Key words ‭ : Change Detection, IR-MAD, Google Earth Engine, Gaza, ‭ 5en_US
dc.languageEnglishcs_CZ
dc.language.isoen_US
dc.publisherUniverzita Karlova, Přírodovědecká fakultacs_CZ
dc.subjectDetekce změnen_US
dc.subjectIR-MADen_US
dc.subjectGoogle Earth Engineen_US
dc.subjectGazaen_US
dc.subjectDetekce změncs_CZ
dc.subjectIR-MADcs_CZ
dc.subjectGoogle Earth Enginecs_CZ
dc.subjectGazacs_CZ
dc.titleDetecting Changes in War-Damaged Urban Areas Using the IR-MAD Method and Sentinel-2 Satellite Dataen_US
dc.typebakalářská prácecs_CZ
dcterms.created2024
dcterms.dateAccepted2024-09-04
dc.description.departmentDepartment of Applied Geoinformatics and Cartographyen_US
dc.description.departmentKatedra aplikované geoinformatiky a kartografiecs_CZ
dc.description.facultyPřírodovědecká fakultacs_CZ
dc.description.facultyFaculty of Scienceen_US
dc.identifier.repId272268
dc.title.translatedDetekce změn ve válkou poškozených městských oblastech pomocí metody IR-MAD a satelitních dat Sentinel-2cs_CZ
dc.contributor.refereePaluba, Daniel
thesis.degree.nameBc.
thesis.degree.levelbakalářskécs_CZ
thesis.degree.disciplineSocial Geography and Geoinformaticsen_US
thesis.degree.disciplineSociální geografie a geoinformatikacs_CZ
thesis.degree.programApplied Geographyen_US
thesis.degree.programAplikovaná geografiecs_CZ
uk.thesis.typebakalářská prácecs_CZ
uk.taxonomy.organization-csPřírodovědecká fakulta::Katedra aplikované geoinformatiky a kartografiecs_CZ
uk.taxonomy.organization-enFaculty of Science::Department of Applied Geoinformatics and Cartographyen_US
uk.faculty-name.csPřírodovědecká fakultacs_CZ
uk.faculty-name.enFaculty of Scienceen_US
uk.faculty-abbr.csPřFcs_CZ
uk.degree-discipline.csSociální geografie a geoinformatikacs_CZ
uk.degree-discipline.enSocial Geography and Geoinformaticsen_US
uk.degree-program.csAplikovaná geografiecs_CZ
uk.degree-program.enApplied Geographyen_US
thesis.grade.csVýborněcs_CZ
thesis.grade.enExcellenten_US
uk.abstract.cs‭ Abstract ‭ This‭ study‭ focuses‭ on‭ Sentinel-2‭ multispectral‭ data‭ for‭ detecting‭ changes‭ associated‭ with‭ war ‭ conflicts‭ in‭ an‭ urban‭ environment‭ in‭ Google‭ Earth‭ Engine‭ (GEE)‭ cloud‭ based‭ platform.‭ The ‭ area‭ of‭ interest‭ was‭ chosen‭ to‭ be‭ the‭ Gaza‭ City‭ and‭ its‭ surrounding,‭ which‭ became‭ embroiled ‭ in‭ a‭ military‭ conflict‭ in‭ October‭ 2023.‭ The‭ Python‭ scripts‭ have‭ been‭ used‭ to‭ perform‭ analyses ‭ and ‭ monitor ‭ spectral ‭ signs ‭ over ‭ time. ‭ The ‭ iteratively ‭ reweighted ‭ multivariate ‭ alteration ‭ detection‭ (IR-MAD)‭ method,‭ which‭ is‭ based‭ on‭ the‭ comparison‭ of‭ two‭ images,‭ was‭ used‭ to ‭ analyze ‭ the ‭ changes. ‭ The ‭ resulting ‭ raster ‭ of ‭ changes ‭ was ‭ validated‭ with‭ very‭ high‭ spatial ‭ resolution ‭ PlanetScope ‭ data. ‭ Based ‭ on ‭ the ‭ validation, ‭ an ‭ overall ‭ accuracy ‭ of ‭ 74% ‭ was ‭ achieved. ‭ As ‭ part ‭ of ‭ the ‭ research, ‭ a ‭ web-based ‭ mapping ‭ application‭ was‭ created‭ to‭ allow ‭ users to view conflict using pre-built tools. ‭ Key words ‭ : Change Detection, IR-MAD, Google Earth Engine, Gaza, ‭ 5cs_CZ
uk.abstract.en‭ Abstract ‭ This‭ study‭ focuses‭ on‭ Sentinel-2‭ multispectral‭ data‭ for‭ detecting‭ changes‭ associated‭ with‭ war ‭ conflicts‭ in‭ an‭ urban‭ environment‭ in‭ Google‭ Earth‭ Engine‭ (GEE)‭ cloud‭ based‭ platform.‭ The ‭ area‭ of‭ interest‭ was‭ chosen‭ to‭ be‭ the‭ Gaza‭ City‭ and‭ its‭ surrounding,‭ which‭ became‭ embroiled ‭ in‭ a‭ military‭ conflict‭ in‭ October‭ 2023.‭ The‭ Python‭ scripts‭ have‭ been‭ used‭ to‭ perform‭ analyses ‭ and ‭ monitor ‭ spectral ‭ signs ‭ over ‭ time. ‭ The ‭ iteratively ‭ reweighted ‭ multivariate ‭ alteration ‭ detection‭ (IR-MAD)‭ method,‭ which‭ is‭ based‭ on‭ the‭ comparison‭ of‭ two‭ images,‭ was‭ used‭ to ‭ analyze ‭ the ‭ changes. ‭ The ‭ resulting ‭ raster ‭ of ‭ changes ‭ was ‭ validated‭ with‭ very‭ high‭ spatial ‭ resolution ‭ PlanetScope ‭ data. ‭ Based ‭ on ‭ the ‭ validation, ‭ an ‭ overall ‭ accuracy ‭ of ‭ 74% ‭ was ‭ achieved. ‭ As ‭ part ‭ of ‭ the ‭ research, ‭ a ‭ web-based ‭ mapping ‭ application‭ was‭ created‭ to‭ allow ‭ users to view conflict using pre-built tools. ‭ Key words ‭ : Change Detection, IR-MAD, Google Earth Engine, Gaza, ‭ 5en_US
uk.file-availabilityV
uk.grantorUniverzita Karlova, Přírodovědecká fakulta, Katedra aplikované geoinformatiky a kartografiecs_CZ
thesis.grade.code1
dc.contributor.consultantSvoboda, Jan
uk.publication-placePrahacs_CZ
uk.thesis.defenceStatusO


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