MONITORING THE URBAN HEAT ISLAND EFFECT IN BAGHDAD USING SENTINEL-3 AND OSM DATA INTEGRATION FOR SUSTAINABLE URBAN PLANNING

  • Lubna Alshammari Mustansiriyah University, College of Engineering, Baghdad, Iraq https://orcid.org/0000-0002-4758-765X
  • Suaad Ridha Mustansiriyah University, College of Engineering, Baghdad, Iraq
  • Mustafa Al-shammari Mustansiriyah University, College of Engineering, Baghdad, Iraq
Keywords: urban heat island (UHI), land surface temperature (LST), OpenStreetMap (OSM), sustainable urban planning, remote sensing and GIS

Abstract


The rapid expansion of urban areas has accelerated the urban heat island (UHI) phenomenon, exacerbated by climate change's effects. Therefore, the long-term sustainability of the urban regions faces a severe challenge. The study investigates the magnitude of the UHI phenomenon in Baghdad using Land Surface Temperature (LST) data acquired from the Sentinel-3 satellite and OpenStreetMap (OSM) urban infrastructure data. This study examines the changes in the UHI between 2016 and 2023. It tends to determine the spatial distribution of UHI concerning different cities and investigate the relationship between the effects of urban development and the magnitude of UHI. In this regard, the data indicated that the magnitude of UHI increased significantly during the measured period. The mean temperature rise has reached 1.34°C throughout the city, with a particularly significant increase of 2.6°C in the highly populated regions inside the municipality boundaries. An empirical investigation reveals a strong positive correlation between building density (0.89) and road density (0.823) with the intensity of the UHI. Conversely, the green areas display a moderate negative correlation (-0.56) linked to the UHI intensity. The results illustrate the substantial impact of urban infrastructure development on the UHI, defined by remarkably high UHI coefficients in heavily populated areas. Thus, the study results will provide valuable policy suggestions that will significantly help the relevant policymakers and urban planners in their efforts to enhance urban resilience and public health in Baghdad. It is also a systematic and organized approach that can be applied in other rapidly urbanizing areas.

References

Barbieri, T., Despini, F., and Teggi, S. (2018). A Multi-Temporal Analyses of Land Surface Temperature Using Landsat-8 Data and Open Source Software: The Case Study of Modena, Italy. Sustainability, vol. 10, no. 5, 1678, DOI: 10.3390/su10051678.

Mohamed, M. (2024). Urbanization and Heat Island Effect: A Comparative Study in Egypt. International Journal of Climatic Studies, vol. 3, no. 1, 12-23, DOI: 10.47604/ijcs.2479.

Wang, G. and Yang, H. (2024). Optimization of Green Space Pattern for Alleviating the Urban Heat Island Effect in Qiantang District. Proceedings of the 2023 5th International Conference on Hydraulic, Civil and Construction Engineering (HCCE 2023), p. 274-282.DOI: 10.2991/978-94-6463-398-6_27.

Tang, C. F. (2022). A Study of the Urban Heat Island Effect in Guangzhou. Iop Conference Series Earth and Environmental Science, vol. 1087, no. 1, 012015, DOI: 10.1088/1755-1315/1087/1/012015.

Tan, J., Zheng, Y., Tang, X., Guo, C., Zhang, L., Song, G.-J., Zhen, X., Dong, Y., Kalkstein, A. J., Feng, L., and Chen, H. t. (2009). The Urban Heat Island and Its Impact on Heat Waves and Human Health in Shanghai. International Journal of Biometeorology, vol. 54, no. 1, 75-84, DOI: 10.1007/s00484-009-0256-x.

Zhou, D., Xiao, J., Bonafoni, S., Berger, C., Deilami, K., Zhou, Y., Frolking, S., Yao, R., Qiao, Z., and Sobrino, J. A. (2018). Satellite Remote Sensing of Surface Urban Heat Islands: Progress, Challenges, and Perspectives. Remote Sensing, vol. 11, no. 1, 48, DOI: 10.3390/rs11010048.

Islam, H. E., Noha, S. D., and Effat, H. A. (2021). Monitoring the Urban Heat Island Phenomenon Using Thermal Infrared Bands of Lands at Images From 1998 to 2018, El-Senbellaween City, Egypt. Journal of Environmental Science, vol. 50, no. 8, 287-323, DOI: 10.21608/jes.2021.223394.

Jiao, Z. (2024). The Application of Remote Sensing Techniques in Ecological Environment Monitoring. Highlights in Science Engineering and Technology, vol. 81, 449-455, DOI: 10.54097/7dqegz64.

Cheng, J. X. (2021). Application of Remote Sensing Technology in Ecological Engineering—A Case Study of Phase I Tao River Water Diversion Project. 2021 5th International Conference on Water Conservancy, Hydropower and Building Engineering (WCHBE 2021), p. 01033(1-7).DOI: 10.1051/e3sconf/202127601033.

Zhang, Y., Jiang, P., Zhang, H., and Cheng, P. (2018). Study on Urban Heat Island Intensity Level Identification Based on an Improved Restricted Boltzmann Machine. International Journal of Environmental Research and Public Health, vol. 15, no. 2, 186, DOI: 10.3390/ijerph15020186.

Zhao, S., Wang, Q., Li, Y., Liu, S., Wang, Z., Zhu, L., and Wang, Z. (2017). An Overview of Satellite Remote Sensing Technology Used in China’s Environmental Protection. Earth Science Informatics, vol. 10, no. 2, 137-148, DOI: 10.1007/s12145-017-0286-6.

Murayama, Y. (2023). Editorial: Special Issue on Geographical Analysis and Modeling of Urban Heat Island Formation. Remote Sensing, vol. 15, no. 18, 4474, DOI: 10.3390/rs15184474.

Tsou, J. Y., Chao, M. C., Xiang, L., and Chen, K.(2014). Applying RS and GIS to Study the Impacts of Urban Regeneration on Thermal Environment in Built-Up Areas: A Case Study of Kowloon, Hong Kong. R. R. Issa and I. Flood (Eds.), Computing in Civil and Building Engineering. American Society of Civil Engineers, New York, p. 593-600, DOI: 10.1061/9780784413616.074.

Moussa, Y. K. H. and A. Alwehab, A. (2022). The Urban Expansion Impact on Climate Change for the City of Baghdad. Iraqi Journal of Science, vol. 63, no. 11, 5072-5085, DOI: 10.24996/ijs.2022.63.11.41.

Naif, S. S., Al-Jiboor, M., and Hadi, N. M. (2020). Study of Temporal Variations of Nocturnal and Daytime Urban Heat Island in Baghdad. Przegląd Naukowy Inżynieria I Kształtowanie Środowiska, vol. 29, no. 3, 355-365, DOI: 10.22630/pniks.2020.29.3.30.

Mukhlas, A. B., Nugraha, S. B., Hariyanto, H., and Tjahjono, H. (2022). The Relationship between Urban Heat Island on Land Use Changes and Environment Critical Index in Semarang City. Geographica: Science and Education Journal, vol. 4, no. 1, 7-20, DOI: 10.31327/gsej.v4i1.1732.

Al-Khuwaylidee, I. K. R., Hassoon, A. F., and Al-Ramahi, F. K. M. (2023). Assessment Vertical and Spatial Distribution of SO2 Concentration over Baghdad City (Case Study at 2022). IOP Conference Series: Earth and Environmental Science, vol. 1223, no. 1, 012013, DOI: 10.1088/1755-1315/1223/1/012013.

Nasir, B. (2024). Efficiency Assessment of an Inverter Based on Solar PV Energy in Baghdad. Engineering Technology & Applied Science Research, vol. 14, no. 2, 13425-13429, DOI: 10.48084/etasr.6948.

Chaichan, M. T., Mahdi, M. T., Kazem, H. A., Al‐Waeli, A. H., Fayad, M. A., Al-Amiery, A. A., Wan Nor Roslam Wan, I., Kadhum, A. A. H., and Takriff, M. S. (2022). Modified Nano-Fe2O3-Paraffin Wax for Efficient Photovoltaic/Thermal System in Severe Weather Conditions. Sustainability, vol. 14, no. 19, 12015, DOI: 10.3390/su141912015.

Wahab, B. I., Naif, S. S., and Al-Jiboori, M. H. (2022). Development of Annual Urban Heat Island in Baghdad Under Climate Change. Journal of Environmental Engineering and Landscape Management, vol. 30, no. 1, 179-187, DOI: 10.3846/jeelm.2022.16374.

Ali, J. M., Marsh, S., and Smith, M. J. (2017). A Comparison Between London and Baghdad Surface Urban Heat Islands and Possible Engineering Mitigation Solutions. Sustainable Cities and Society, vol. 29, no. February, 159-168, DOI: 10.1016/j.scs.2016.12.010.

Alwan, N. F. and Al-Nuaimi, M. (2018). The Role and Important of Internet of Things in Building Sustainable City. Engineering and Technology Journal, vol. 36, no. 1C, 22-29, DOI: 10.30684/etj.36.1c.5.

Majeed, F. A. and Abaas, Z. R. (2023). An Analysis of Baghdad’s Masterplans Based on the Development of Green Areas. Acta Scientiarum Polonorum Administratio Locorum, vol. 22, no. 2, 193-208, DOI: 10.31648/aspal.8234.

Fazaa, N. A., Ali, A. B., Al-Jabinawi, A. J., Francksen, R. M., and Whittingham, M. J. (2022). Land Use Change in Baghdad City and Assessment of the Jadriyah and Umm Al- Khanazeer Island Important Bird Area (IBA) From 1984 to 2020. Baghdad Science Journal, vol. 19, no. 6(Suppl.), 1471, DOI: 10.21123/bsj.2022.7033.

Al-Lami, A. M. (2023). Assessment of Some Bioclimatic Indices Using RayMan Model for Baghdad-Iraq. Iop Conference Series Earth and Environmental Science, vol. 1223, no. 1, 012019, DOI: 10.1088/1755-1315/1223/1/012019.

Jabar, S. S. and Hassan, F. M. (2022). Monitoring the Water Quality of Tigris River by Applied Overall Index of Pollution. Iop Conference Series Earth and Environmental Science, vol. 1088, no. 1, 012015, DOI: 10.1088/1755-1315/1088/1/012015.

Mohsen, A.-Z. A., Al-Jiboori, M. H., and Al-Timimi, Y. K. (2021). Investigating the Aerodynamic Surface Roughness Length Over Baghdad City Utilizing Remote Sensing and GIS Techniques. Baghdad Science Journal, vol. 18, no. 2(Suppl.), 1048, DOI: 10.21123/bsj.2021.18.2(suppl.).1048.

Al-Hameedi, W. M. M., Chen, J., Faichia, C., Al-Shaibah, B., Nath, B., Kafy, A. A., Hu, G., and Al-Aizari, A. (2021). Remote Sensing-Based Urban Sprawl Modeling Using Multilayer Perceptron Neural Network Markov Chain in Baghdad, Iraq. Remote Sensing, vol. 13, no. 20, 4034, DOI: 10.3390/rs13204034.

Smith, D. L., Hunt, S. E., Etxaluze, M., Peters, D. M., Nightingale, T., Mittaz, J. P. D., Woolliams, E., and Polehampton, E. T. (2021). Traceability of the Sentinel-3 SLSTR Level-1 Infrared Radiometric Processing. Remote Sensing, vol. 13, no. 3, 374, DOI: 10.3390/rs13030374.

Luo, B. and Minnett, P. J. (2020). Comparison of SLSTR Thermal Emissive Bands Clear-Sky Measurements With Those of Geostationary Imagers. Remote Sensing, vol. 12, no. 20, 3279, DOI: 10.3390/rs12203279.

Nie, J., Ren, H., Zheng, Y., Ghent, D., and Tansey, K. (2021). Land Surface Temperature and Emissivity Retrieval From Nighttime Middle-Infrared and Thermal-Infrared Sentinel-3 Images. Ieee Geoscience and Remote Sensing Letters, vol. 18, no. 5, 915-919, DOI: 10.1109/lgrs.2020.2986326.

Pérez-Planells, L., Niclòs, R., Puchades, J., Coll, C., Göttsche, F.-M., Valiente, J., Valor, E., and Galve, J. M. (2021). Validation of Sentinel-3 SLSTR Land Surface Temperature Retrieved by the Operational Product and Comparison With Explicitly Emissivity-Dependent Algorithms. Remote Sensing, vol. 13, no. 11, 2228, DOI: 10.3390/rs13112228.

Zheng, Y., Ren, H., Guo, J., Ghent, D., Tansey, K., Hu, X., Nie, J., and Chen, S. (2019). Land Surface Temperature Retrieval From Sentinel-3a Sea and Land Surface Temperature Radiometer, Using a Split-Window Algorithm. Remote Sensing, vol. 11, no. 6, 650, DOI: 10.3390/rs11060650.

Adeniran, I. A., Zhu, R., Yang, J., Zhu, X., and Wong, M. S. (2022). Cross-Comparison Between Sun-Synchronized and Geostationary Satellite-Derived Land Surface Temperature: A Case Study in Hong Kong. Remote Sensing, vol. 14, no. 18, 4444, DOI: 10.3390/rs14184444.

Musyimi, P. K., Sahbeni, G., Timár, G., Weidinger, T., and Székely, B. (2023). Analysis of Short-Term Drought Episodes Using Sentinel-3 SLSTR Data Under a Semi-Arid Climate in Lower Eastern Kenya. Remote Sensing, vol. 15, no. 12, 3041, DOI: 10.3390/rs15123041.

Kasmaee, S. and Tinti, F. (2018). A method to evaluate the impact of urbanization on ground temperature evolution at regional scale. Rudarsko-geološko-naftni zbornik, vol. 33, no. 5, DOI: 10.17794/rgn.2018.5.1.

Sánchez-Sánchez, F. A., Vega-De-Lille, M., Castillo-Atoche, A. A., López-Maldonado, J. T., Cruz-Fernandez, M., Camacho-Pérez, E., and Rodríguez-Reséndiz, J. (2024). Geo-Sensing-Based Analysis of Urban Heat Island in the Metropolitan Area of Merida, Mexico. Sensors, vol. 24, no. 19, 6289, DOI: 10.3390/s24196289.

Sanecharoen, W., Nakhapakorn, K., Mutchimwong, A., Jirakajohnkool, S., and Onchang, R. (2019). Assessment of Urban Heat Island Patterns in Bangkok Metropolitan Area Using Time-Series of LANDSAT Thermal Infrared Data. Environment and Natural Resources Journal, vol. 17, no. 4, 87-102, DOI: 10.32526/ennrj.17.4.2019.34.

Nandi, N. and Dede, M. (2021). Urban Heat Island Assessment Using Remote Sensing Data in West Java, Indonesia: From Literature Review to Experiments and Analyses. Indonesian Journal of Science and Technology, vol. 7, no. 1, 105-116, DOI: 10.17509/ijost.v7i1.44146.

Sameh, S., Zarzoura, F., and El-Mewafi, M. (2022). Automated Mapping of Urban Heat Island to Predict Land Surface Temperature and Land use/cover Change Using Machine Learning Algorithms: Mansoura City. International Journal of Geoinformatics, vol. 18, no. 6, 47-67, DOI: 10.52939/ijg.v18i6.2461.

Garcia, D. H. (2022). Analysis of Urban Heat Island and Heat Waves Using Sentinel-3 Images: a Study of Andalusian Cities in Spain. Earth Syst Environ, vol. 6, no. 1, 199-219, DOI: 10.1007/s41748-021-00268-9.

Shumilo, L., Shelestov, A., Yailymov, B., Brazhnyi, A., and Bilokonska, Y. (2021). Remote Sensing Data usage for Smart City Greening Strategy Planning. IEEE EUROCON 2021 - 19th International Conference on Smart Technologies, p. 92-97.DOI: 10.1109/EUROCON52738.2021.9535595.

Forghani, M. A. and Delavar, M. R. (2014). A Quality Study of the OpenStreetMap Dataset for Tehran. Isprs International Journal of Geo-Information, vol. 3, no. 2, 750-763, DOI: 10.3390/ijgi3020750.

Viana, C. M., Encalada, L., and Rocha, J. (2019). The Value of OpenStreetMap Historical Contributions as a Source of Sampling Data for Multi-Temporal Land Use/Cover Maps. Isprs International Journal of Geo-Information, vol. 8, no. 3, 116, DOI: 10.3390/ijgi8030116.

Zhou, X., Chen, Z., Zhang, X., and Ai, T. (2018). Change Detection for Building Footprints With Different Levels of Detail Using Combined Shape and Pattern Analysis. Isprs International Journal of Geo-Information, vol. 7, no. 10, 406, DOI: 10.3390/ijgi7100406.

Tawfeek, Y. Q., Jasim, F. H., and Al-Jiboori, M. H. (2020). A Study of Canopy Urban Heat Island of Baghdad, Iraq. Asian Journal of Atmospheric Environment, vol. 14, no. 3, 280-288, DOI: 10.5572/ajae.2020.14.3.280.

Mohammed, Y. and Salman, A. M. (2018). Effect of Urban Geometry and Green Area on the Formation of the Urban Heat Island in Baghdad City. The 3rd International Conference on Buildings, Construction and Environmental Engineering, BCEE3-2017, p. 05025.DOI: 10.1051/matecconf/201816205025.

Musa, H. and Hussien, A., M.; (2023). Impact of Urban Heat Island on Thermal Comfort in the Outdoor Spaces of Residential Complexes: Insights From the Durrat Karbala Residential Complex in Iraq. Journal of the International Society for the Study of Vernacular Settlements, vol. 10, no. 12, 544-564, DOI: 10.61275/isvsej-2023-10-12-38.

Boukari, W. and Long, F. (2023). Reducing Urban Sprawl by Optimizing Housing Production. Growth and Change, vol. 54, no. 2, 529-549, DOI: 10.1111/grow.12663.

Barriuso, F. and Urbano, B. (2021). Green Roofs and Walls Design Intended to Mitigate Climate Change in Urban Areas Across All Continents. Sustainability, vol. 13, no. 4, 2245, DOI: 10.3390/su13042245.

Ma, X., Liu, G., Luo, Z., Tan, Y., and Lei, J. (2017). Comprehensive Evaluation of Energy and Environmental Performances of an Extensive Green Roof of a Building in Subtropical Climate. Journal of Architectural Engineering Technology, vol. 06, no. 1, 1-8, DOI: 10.4172/2168-9717.1000192.

Treglia, M., McPhearson, T., Sanderson, E. W., Yetman, G., and Maxwell, E. N. (2022). Examining the Distribution of Green Roofs in New York City Through a Lens of Social, Ecological, and Technological Filters. Ecology and Society, vol. 27, no. 3, 1-15, DOI: 10.5751/es-13303-270320.

Halipah, B. I. S., Izzati, B. A. I. N., Julaihi, B. W., Rose, B. K. D., and Nawi, M. N. M. (2018). The Impact of Road Pavement on Urban Heat Island (UHI) Phenomenon. International Journal of Technology, vol. 9, no. 8, 1597, DOI: 10.14716/ijtech.v9i8.2755.

Turhan, C., Atalay, A. S., and Akkurt, G. G. (2023). An Integrated Decision-Making Framework for Mitigating the Impact of Urban Heat Islands on Energy Consumption and Thermal Comfort of Residential Buildings. Sustainability, vol. 15, no. 12, 9674, DOI: 10.3390/su15129674.

Hsu, K.-W. and Chao, J.-C. (2022). The Impact of Urban Green-Infrastructure Development on the Price of Surrounding Real Estate: A Case Study of Taichung City’s Central District. Iop Conference Series Earth and Environmental Science, vol. 1006, no. 1, 012012, DOI: 10.1088/1755-1315/1006/1/012012.

Shawly, H. (2022). Evaluating Compact City Model Implementation as a Sustainable Urban Development Tool to Control Urban Sprawl in the City of Jeddah. Sustainability, vol. 14, no. 20, 13218, DOI: 10.3390/su142013218.

Ziaeemehr, B., Jandaghian, Z., Ge, H., Lacasse, M., and Moore, T. (2023). Increasing Solar Reflectivity of Building Envelope Materials to Mitigate Urban Heat Islands: State-of-the-Art Review. Buildings, vol. 13, no. 11, 2868, DOI: 10.3390/buildings13112868.

Yenneti, K., Ding, L., Prasad, D., Ulpiani, G., Paolini, R., Haddad, S., and Santamouris, M. (2020). Urban Overheating and Cooling Potential in Australia: An Evidence-Based Review. Climate, vol. 8, no. 11, 126, DOI: 10.3390/cli8110126.

Zhang, Y., Long, E., Li, Y., and Pan, L. (2017). Solar Radiation Reflective Coating Material on Building Envelopes: Heat Transfer Analysis and Cooling Energy Saving. Energy Exploration & Exploitation, vol. 35, no. 6, 748-766, DOI: 10.1177/0144598717716285.

Chhetri, D. M., Wangmo, K., Dechen, K., Choden, S., and Chimi, C. (2022). Green Urbanism: Adopting Sustainable Transport in Phuntsholing City. Bhutan Journal of Research and Development, vol. Special Edition, 212-230, DOI: 10.17102/bjrd.rub.10.2.021.

Brik, B., Esseghir, M., Merghem-Boulahia, L., and Hentati, A. (2022). Providing Convenient Indoor Thermal Comfort in Real-Time Based on Energy-Efficiency IoT Network. Energies, vol. 15, no. 3, 808, DOI: 10.3390/en15030808.

Sayad, B., Helmi, M. R., Osra, O. A., Abed, A. M., and Alhubashi, H. H. (2024). Microscale Investigation of Urban Heat Island (UHI) in Annaba City: Unveiling Factors and Mitigation Strategies. Sustainability, vol. 16, no. 2, 747, DOI: 10.3390/su16020747.

Georgescu, I. and Nica, I. (2024). Evaluating the Determinants of Deforestation in Romania: Empirical Evidence From an Autoregressive Distributed Lag Model and the Bayer–Hanck Cointegration Approach. Sustainability, vol. 16, no. 13, 5297, DOI: 10.3390/su16135297.

Hazmi, M., Suryaningrum, D. A., Umarie, I., Oktarina, N., and Hari Swasono, M. A. (2023). Emerging Trends and Future Directions in Organic Agriculture and Environmentally-Friendly Farming Practices: A Bibliometric Analysis. West Science Interdisciplinary Studies, vol. 1, no. 07, 416-425, DOI: 10.58812/wsis.v1i07.124.

Fineschi, S. and Loreto, F. (2020). A Survey of Multiple Interactions Between Plants and the Urban Environment. Frontiers in Forests and Global Change, vol. 3, no. 1, 1-19, DOI: 10.3389/ffgc.2020.00030.

Published
2025/03/14
Section
Original Scientific Paper