Pixel and region-oriented classification of Sentinel-2 imagery to assess LULC dynamics and their climate impact in Nowshera, Pakistan

Pixel and region-oriented classification of Sentinel-2 imagery to assess LULC dynamics and their climate impact in Nowshera, Pakistan

Land use and land cover (LULC) changes are important for gaining a perspective on environmental dynamics and the impact on climate, urbanization, and resources. To ensure that it is safe to monitor the changes over time and to adopt the right forceful changes in our area, remote sensing is one of th...

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Bibliographic Details
Main Authors: Farnaz, Nuthammachot Narissara, Shabbir Rabia, Iqbal Benazeer
Format: Article
Language:English
Published: De Gruyter 2025-01-01
Series:Open Geosciences
Subjects:
image classification
climate variability impact
random forest algorithm and support vector machine
environmental monitoring
geographic information system
urbanization
agriculture land use change
land cover transformations
remote sensing analysis
regression analysis
Online Access:https://doi.org/10.1515/geo-2022-0745
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https://doi.org/10.1515/geo-2022-0745

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