Tracking Urban Heat Island Dynamics Using Open Source Tools and Free Data
Urban Heat Islands (UHI) represent an increasing challenge in cities worldwide, including smaller urban centres such as Varaždin, Croatia. This study analyses UHI dynamics over a Varaždin city during a ten-year period (2014–2024) using exclusively Free and Open-Source Software (FOSS) and p...
Saved in:
| Main Authors: | , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Copernicus Publications
2025-07-01
|
| Series: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| Online Access: | https://isprs-archives.copernicus.org/articles/XLVIII-4-W13-2025/217/2025/isprs-archives-XLVIII-4-W13-2025-217-2025.pdf |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1849429159854473216 |
|---|---|
| author | S. Šamanović O. Bjelotomić Oršulić T. Krajina D. Markovinović |
| author_facet | S. Šamanović O. Bjelotomić Oršulić T. Krajina D. Markovinović |
| author_sort | S. Šamanović |
| collection | DOAJ |
| description | Urban Heat Islands (UHI) represent an increasing challenge in cities worldwide, including smaller urban centres such as Varaždin, Croatia. This study analyses UHI dynamics over a Varaždin city during a ten-year period (2014–2024) using exclusively Free and Open-Source Software (FOSS) and publicly available Earth Observation (EO) data. Landsat 8 thermal imagery was used to calculate Land Surface Temperature (LST), and to analyse its relationship with vegetation cover through the Normalized Difference Vegetation Index (NDVI) and the Proportion of Vegetation (PV). Urban expansion was examined using the Normalized Difference Built-up Index (NDBI). All indices were derived from multispectral and thermal bands using QGIS 3.24 and Python 3.12 libraries including GDAL, rasterio, NumPy, and Matplotlib. The results show a measurable increase in surface temperature, with the average LST rising by +4.41 °C, accompanied by a loss of 3,230 pixels in the dense vegetation class (NDVI > 0.4). Simultaneously, NDBI values indicate expansion of built-up areas across the southern and eastern parts of the city. These changes confirm the spatial transformation towards the urbanization and reduced vegetation cover as main cause of local thermal intensification. This study gives a standardized, open-sourced, transparent and reproducible analysis applicable to other medium-sized cities. The study also explores the potential integration of additional EO sources (Sentinel-3, MODIS, VIIRS) and supporting geospatial data (OpenStreetMap) for enhanced spatiotemporal resolution. The findings highlight the value of FOSS tools and open data in supporting evidence-based urban climate planning and advocate for scalable, cost-effective approaches to UHI mitigation through green infrastructure and adaptive design. |
| format | Article |
| id | doaj-art-9f9951568a964d4380fa40258aa44a79 |
| institution | Kabale University |
| issn | 1682-1750 2194-9034 |
| language | English |
| publishDate | 2025-07-01 |
| publisher | Copernicus Publications |
| record_format | Article |
| series | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| spelling | doaj-art-9f9951568a964d4380fa40258aa44a792025-08-20T03:28:26ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342025-07-01XLVIII-4-W13-202521722410.5194/isprs-archives-XLVIII-4-W13-2025-217-2025Tracking Urban Heat Island Dynamics Using Open Source Tools and Free DataS. Šamanović0O. Bjelotomić Oršulić1T. Krajina2D. Markovinović3Department of Geodesy and Geomatics, University North, 42000 Varaždin, CroatiaDepartment of Geodesy and Geomatics, University North, 42000 Varaždin, CroatiaDepartment of Geodesy and Geomatics, University North, 42000 Varaždin, CroatiaDepartment of Geodesy and Geomatics, University North, 42000 Varaždin, CroatiaUrban Heat Islands (UHI) represent an increasing challenge in cities worldwide, including smaller urban centres such as Varaždin, Croatia. This study analyses UHI dynamics over a Varaždin city during a ten-year period (2014–2024) using exclusively Free and Open-Source Software (FOSS) and publicly available Earth Observation (EO) data. Landsat 8 thermal imagery was used to calculate Land Surface Temperature (LST), and to analyse its relationship with vegetation cover through the Normalized Difference Vegetation Index (NDVI) and the Proportion of Vegetation (PV). Urban expansion was examined using the Normalized Difference Built-up Index (NDBI). All indices were derived from multispectral and thermal bands using QGIS 3.24 and Python 3.12 libraries including GDAL, rasterio, NumPy, and Matplotlib. The results show a measurable increase in surface temperature, with the average LST rising by +4.41 °C, accompanied by a loss of 3,230 pixels in the dense vegetation class (NDVI > 0.4). Simultaneously, NDBI values indicate expansion of built-up areas across the southern and eastern parts of the city. These changes confirm the spatial transformation towards the urbanization and reduced vegetation cover as main cause of local thermal intensification. This study gives a standardized, open-sourced, transparent and reproducible analysis applicable to other medium-sized cities. The study also explores the potential integration of additional EO sources (Sentinel-3, MODIS, VIIRS) and supporting geospatial data (OpenStreetMap) for enhanced spatiotemporal resolution. The findings highlight the value of FOSS tools and open data in supporting evidence-based urban climate planning and advocate for scalable, cost-effective approaches to UHI mitigation through green infrastructure and adaptive design.https://isprs-archives.copernicus.org/articles/XLVIII-4-W13-2025/217/2025/isprs-archives-XLVIII-4-W13-2025-217-2025.pdf |
| spellingShingle | S. Šamanović O. Bjelotomić Oršulić T. Krajina D. Markovinović Tracking Urban Heat Island Dynamics Using Open Source Tools and Free Data The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| title | Tracking Urban Heat Island Dynamics Using Open Source Tools and Free Data |
| title_full | Tracking Urban Heat Island Dynamics Using Open Source Tools and Free Data |
| title_fullStr | Tracking Urban Heat Island Dynamics Using Open Source Tools and Free Data |
| title_full_unstemmed | Tracking Urban Heat Island Dynamics Using Open Source Tools and Free Data |
| title_short | Tracking Urban Heat Island Dynamics Using Open Source Tools and Free Data |
| title_sort | tracking urban heat island dynamics using open source tools and free data |
| url | https://isprs-archives.copernicus.org/articles/XLVIII-4-W13-2025/217/2025/isprs-archives-XLVIII-4-W13-2025-217-2025.pdf |
| work_keys_str_mv | AT ssamanovic trackingurbanheatislanddynamicsusingopensourcetoolsandfreedata AT objelotomicorsulic trackingurbanheatislanddynamicsusingopensourcetoolsandfreedata AT tkrajina trackingurbanheatislanddynamicsusingopensourcetoolsandfreedata AT dmarkovinovic trackingurbanheatislanddynamicsusingopensourcetoolsandfreedata |