SPATIAL MODELING OF URBAN GREEN SPACE IMPACTS ON HEAT ISLAND MITIGATION: INSIGHTS FROM TROPICAL HIGHLAND CITIES
DOI:
https://doi.org/10.18623/rvd.v23.6279Palavras-chave:
Urban Heat Island (UHI), Tropical Highland Cities, Spatial Configuration, Local Climate Zone (LCZ), 3D Spatial Modeling, Urban MorphologyResumo
Connectivity, patch density, and spatial patterns of green-blue spaces are critical for cooling efficiency, yet their performance is strongly modulated by local climate, urban form, and species selection. Despite the increasing recognition of urban heat islands (UHIs) as a pressing challenge in tropical highland cities, research efforts have been constrained by a lack of standardized, multi-scale, and policy-integrated approaches. This study employs spatial modeling approaches using multiview imagery to enhance UHI prediction and Local Climate Zone (LCZ) mapping accuracy. By integrating three-dimensional (3D) spatial models with LCZ frameworks and advanced machine learning techniques, the analysis provides a nuanced understanding of urban thermal dynamics in tropical highland contexts. The findings demonstrate that the spatial configuration and connectivity of both green and blue infrastructures are pivotal for cooling efficiency, while contextual factors such as local climate variations and urban morphology—including tree species selection and building density—play critical roles in modulating mitigation outcomes. However, methodological inconsistencies and limited attention to tropical highland contexts underscore the urgent need for comprehensive, scale-appropriate, and policy-relevant research to support climate-resilient urban development strategies in these regions.
Referências
Afionis, S., Mkwambisi, D. D., & Dallimer, M. (2020). Lack of cross-sector and cross-level policy coherence and consistency limits urban green infrastructure implementation in Malawi. Frontiers in Environmental Science, 8, Article 578733. https://doi.org/10.3389/fenvs.2020.578733
Ambrey, C., Byrne, J., Matthews, T., Davison, A., & Lo, A. (2017). Cultivating climate justice: Green infrastructure and suburban disadvantage in Australia. Applied Geography, 89, 52–60. https://doi.org/10.1016/j.apgeog.2017.09.007
Aram, F., Higueras García, E., Solgi, E., & Mansournia, S. (2019). Urban green space cooling effect in cities. Heliyon, 5(4), Article e01339. https://doi.org/10.1016/j.heliyon.2019.e01339
Arellano, B., & Roca, J. (2019). Multi-scale approach to quantify the influence of urban green spaces on urban climate. Proceedings of SPIE – The International Society for Optical Engineering, 11157, Article 111570C. https://doi.org/10.1117/12.2532463
Asibey, M. O., Budu-Arthur, E., Blija, D. K., & Boateng, E. A. (2025). The governance of urban green spaces in Kumasi, Ghana. Urban Forestry & Urban Greening, 98, Article 128402. https://doi.org/10.1016/j.ufug.2025.128402
Atkinson, B. W. (2003). Numerical modelling of urban heat-island intensity. Boundary-Layer Meteorology, 109(3), 285–310. https://doi.org/10.1023/A:1025820326672
Breed, C. A., Du Plessis, T., Engemann, K., & Pasgaard, M. (2023). Moving green infrastructure planning from theory to practice in sub-Saharan African cities requires collaborative operationalization. Urban Forestry & Urban Greening, 82, Article 127878. https://doi.org/10.1016/j.ufug.2023.127878
Breed, C. A., Engemann, K., & Pasgaard, M. (2024). A transdisciplinary multiscaled approach to engage with green infrastructure planning, restoration and use in sub-Saharan Africa. Urban Ecosystems, 27, 455–470. https://doi.org/10.1007/s11252-023-01428-7
Cardoso, R. S., Dorigon, L. P., Teixeira, D. C. F., & Amorim, M. C. C. T. (2017). Assessment of urban heat islands in small- and mid-sized cities in Brazil. Climate, 5(4), Article 78. https://doi.org/10.3390/cli5040078
Chatterjee, S., Khan, A., Dinda, A., Wang, Y., et al. (2019). Simulating micro-scale thermal interactions in different building environments for mitigating urban heat islands. Science of the Total Environment, 663, 610–622. https://doi.org/10.1016/j.scitotenv.2019.01.302
Chau, H.-W., Abuseif, M., Geng, S., & Jamei, E. (2025). Key barriers and challenges to green infrastructure implementation: Policy insights from the Melbourne case. Land, 14(2), Article 310. https://doi.org/10.3390/land14020310
Chen, X., Zhao, P., Hu, Y., Ni, G., et al. (2019). Canopy transpiration and its cooling effect of three urban tree species in a subtropical city — Guangzhou, China. Urban Forestry & Urban Greening, 44, Article 126398. https://doi.org/10.1016/j.ufug.2019.126398
Fadhlurrahman, M. M., & Nasrullah, N. (2020). Study of thermal comfort under the shade of varied tree canopy form and distance from the stem. IOP Conference Series: Earth and Environmental Science, 426, Article 012163. https://doi.org/10.1088/1755-1315/426/1/012163
Gonzalez-Trevizo, M. E., Martinez-Torres, K. E., Armendariz-Lopez, J. F., Luna-Leon, A., et al. (2021). Research trends on environmental, energy and vulnerability impacts of urban heat islands: An overview. Energy and Buildings, 231, Article 110601. https://doi.org/10.1016/j.enbuild.2020.110601
Guo, F., Schlink, U., Wu, W., Sun, J., et al. (2023). Scale-dependent and season-dependent impacts of 2D/3D building morphology on land surface temperature. Sustainable Cities and Society, 94, Article 104560. https://doi.org/10.1016/j.scs.2023.104560
Hoang, N.-D., & Nguyen, Q.-L. (2025). Geospatial analysis and machine learning framework for urban heat island intensity prediction: Natural gradient boosting and deep neural network regressors with multisource remote sensing data. Sustainability, 17(3), Article 1124. https://doi.org/10.3390/su17031124
Hsu, D., Lim, T. C., & Meng, T. (2020). Rocky steps towards adaptive management and adaptive governance in implementing green infrastructure at urban scale in Philadelphia. Urban Forestry & Urban Greening, 54, Article 126778. https://doi.org/10.1016/j.ufug.2020.126778
Hu, J., Zhou, Y., Yang, Y., Lai, F., et al. (2025). Multi-city local climate zone mapping and its quantitative applications on measuring surface urban heat island in China. Remote Sensing of Environment, 309, Article 113041. https://doi.org/10.1016/j.rse.2025.113041
Innocenti, L., Blanco, G., Barco, L., & Rossi, C. (2024). Maximum temperature prediction using remote sensing data via convolutional neural network. In IEEE International Workshop on Metrology for Living Environment (MetroLivEnv 2024) Proceedings (pp. 87–92). https://doi.org/10.1109/MetroLivEnv59429.2024.10412345
Intarat, K., Chuenkamol, S., Nuengjumnong, N., Chalamkate, T., et al. (2024). Enhancing urban heat island analysis through indices-based prediction of land surface temperature in Khon Kaen City, Thailand. In GIS-IDEAS 2024 Proceedings (pp. 115–122).
Irfandi, Munir, A., Muslimsyah, & Huda, K. (2021). The effect of plants on extensive green roofs in urban heat island mitigation efforts in humid tropical cities. IOP Conference Series: Earth and Environmental Science, 729, Article 012045. https://doi.org/10.1088/1755-1315/729/1/012045
Jato-Espino, D., Manchado, C., Roldán-Valcarce, A., & Moscardó, V. (2022). ArcUHI: A GIS add-in for automated modelling of the urban heat island effect through machine learning. Urban Climate, 41, Article 101069. https://doi.org/10.1016/j.uclim.2021.101069
Jiang, Y., Huang, J., Shi, T., & Li, X. (2021). Cooling island effect of blue-green corridors: Quantitative comparison of morphological impacts. International Journal of Environmental Research and Public Health, 18(14), Article 7481. https://doi.org/10.3390/ijerph18147481
Jiao, M., Zhou, W., Zheng, Z., Qian, Y., et al. (2017). Patch size of trees affects its cooling effectiveness: A perspective from shading and transpiration processes. Agricultural and Forest Meteorology, 247, 293–299. https://doi.org/10.1016/j.agrformet.2017.08.017
Keita, K., & Kourouma, S. (2023). Assessment of policy and legal frameworks of urban green infrastructure development: Republic of Guinea. Buildings, 13(6), Article 1560. https://doi.org/10.3390/buildings13061560
Khan, A., Carlosena, L., Khorat, S., Niyogi, D., et al. (2023a). Urban cooling potential and cost comparison of heat mitigation techniques for their impact on the lower atmosphere. Computational Urban Science, 3, Article 18. https://doi.org/10.1007/s43762-023-00065-4
Khan, A., Khorat, S., Doan, Q.-V., Niyogi, D., et al. (2023b). Exploring the meteorological impacts of surface and rooftop heat mitigation strategies over a tropical city. Journal of Geophysical Research: Atmospheres, 128(10), Article e2022JD037845. https://doi.org/10.1029/2022JD037845
Kim, J., Khouakhi, A., Corstanje, R., & Johnston, A. S. A. (2024). Greater local cooling effects of trees across globally distributed urban green spaces. Science of the Total Environment, 912, Article 168812. https://doi.org/10.1016/j.scitotenv.2023.168812
Kusumadewi, T., Surjono, S., Leksono, A. S., & Arif, Y. M. (2024). Exploring neighborhood green space to mitigate UHI effect based on a spatial approach in Malang, Indonesia. IOP Conference Series: Earth and Environmental Science, 1280, Article 012014. https://doi.org/10.1088/1755-1315/1280/1/012014
Lee, L. S. H., & Jim, C. Y. (2018). Thermal-cooling performance of subtropical green roof with deep substrate and woodland vegetation. Ecological Engineering.
Legutko-Kobus, P., Szulczewska, B., Gawryszewska, B., et al. (2024). Barriers in the green infrastructure governance in small and medium-sized cities in Poland. Economics and Environment.
Lemoine-Rodríguez, R., Inostroza, L., Falfán, I., & MacGregor-Fors, I. (2022). Too hot to handle? On the cooling capacity of urban green spaces in a Neotropical Mexican city. Urban Forestry & Urban Greening.
Li, M., & Liu, H. (2025). Enhancing the cooling effect of urban green infrastructure: An empirical analysis of interactive impacts and optimizing pathways over 310 Chinese cities. Landscape and Urban Planning.
Li, X., Yang, B., Liang, F., et al. (2023). Modeling urban canopy air temperature at city-block scale based on urban 3D morphology parameters. Building and Environment.
Li, Y., Zhao, L., Zheng, H., & Yang, X. (2025). Using New York City’s geographic data in an innovative application of generative adversarial networks (GANs) to produce cooling comparisons of urban design. Land.
Lin, B.-S., Tsai, Y.-H., Chang, H.-C., et al. (2025). Building with nature: Morphological spatial pattern of green infrastructure in urban heat mitigation. Building and Environment.
Lin, H., & Li, X. (2025). The role of urban green spaces in mitigating the urban heat island effect: A systematic review. Sustainability.
Lin, Y.-H., & Tsai, K.-T. (2017). Screening of tree species for improving outdoor human thermal comfort in a Taiwanese city. Sustainability.
Liu, C., Xu, T., Liang, D., et al. (2025). Mapping large-scale local climate zones from high-resolution multiview satellite imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.
Liu, J., Wu, X., Pan, L., & Hsieh, C.-M. (2025). Multi-scale analysis of the mitigation effect of green space morphology on urban heat islands. Atmosphere.
Liu, Z., Cheng, K. Y., Amati, M., et al. (2025). Creating a thermally comfortable city through urban green infrastructure: An international review of greening policies. Urban Forestry & Urban Greening.
Masoudi, M., & Tan, P. Y. (2019). Multi-year comparison of the effects of spatial pattern of urban green spaces on urban land surface temperature. Landscape and Urban Planning.
Masoudi, M., Tan, P. Y., & Liew, S. C. (2019). Multi-city comparison of the relationships between spatial pattern and cooling effect of urban green spaces. Ecological Indicators.
Meenar, M., Rahman, M. S., Russack, J., et al. (2023). The urban poor and vulnerable are hit hardest by the heat. Land.
N-yanbini, N. N. (2023). Governing urban green spaces in the context of climate change in Ghana. In Climate change in Africa: Adaptation, resilience, and policy innovations.
Oukawa, G. Y., Krecl, P., Targino, A. C., & Batista, L. F. A. (2024). Advantages of modeling the urban heat island intensity: A tool for implementing nature-based solutions. Sustainable Cities and Society.
Priya, U. K., & Senthil, R. (2025). Enhancing sustainable urban planning to mitigate urban heat island effects through residential greening. Sustainable Cities and Society.
Qiao, Z., Jia, R., Liu, J., et al. (2024). Remote sensing-based analysis of urban heat island driving factors: A local climate zone perspective. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.
Qin, Y., Ghalambaz, S., Sheremet, M., et al. (2024). Deciphering urban heat island mitigation: A comprehensive analysis of application categories and research trends. Sustainable Cities and Society.
Rahaman, S., Jahangir, S., Haque, M. S., et al. (2021). Spatio-temporal changes of green spaces and their impact on urban environment of Mumbai, India. Environment, Development and Sustainability.
Ramadhani, A. N. R. (2023). An analysis of the three-dimensional modelling using LiDAR data and unmanned aerial vehicle (UAV). IOP Conference Series: Earth and Environmental Science.
Saaroni, H., Amorim, J. H., Hiemstra, J. A., & Pearlmutter, D. (2018). Urban green infrastructure as a tool for urban heat mitigation. Urban Climate.
Sari, D. P. (2021). A review of how building mitigates the urban heat island in Indonesia and tropical cities. Earth.
Sharmin, M., Tjoelker, M. G., Pfautsch, S., et al. (2023). Tree traits and microclimatic conditions determine cooling benefits of urban trees. Atmosphere.
Sheng, S., Xiao, H., & Wang, Y. (2022). The cooling effects of hybrid landscapes at the district scale in mega-cities. Journal of Cleaner Production.
Silveira, C., Dias, A. T. C., Amaral, F. G., et al. (2024). The importance of private gardens and their spatial composition and configuration to urban heat island mitigation. Sustainable Cities and Society.
Tsai, M.-C., Mabon, L., Moncaster, A., & Fraser-McDonald, A. (2025). Policymaking and developments towards governance in green infrastructure design. Journal of Environmental Policy and Planning.
Wang, C., Wang, Z.-H., Kaloush, K. E., & Shacat, J. (2021a). Cool pavements for urban heat island mitigation: A synthetic review. Renewable and Sustainable Energy Reviews.
Wang, C., Wang, Z.-H., Kaloush, K. E., & Shacat, J. (2021b). Perceptions of urban heat island mitigation and implementation strategies. Sustainable Cities and Society.
Wang, M., Song, H., Zhu, W., & Wang, Y. (2023). The cooling effects of landscape configurations of green–blue spaces. Atmosphere.
Wang, X., Rahman, M. A., Mokroš, M., et al. (2023). The influence of vertical canopy structure on the cooling and humidifying urban microclimate. Landscape and Urban Planning.
Wang, Y., He, Z., Zhai, W., et al. (2024). How do the 3D urban morphological characteristics affect the urban thermal environment? Building and Environment.
Wang, Z., Zhou, R., Rui, J., & Yu, Y. (2025). Revealing the impact of urban spatial morphology on land surface temperature using explainable machine learning. Sustainable Cities and Society.
Wu, X., Zhang, X., Liao, W., et al. (2025). Contrasting 2D/3D urban morphology drivers of surface and canopy temperatures. Building and Environment.
Xu, Y., Ren, C., Cai, M., & Wang, R. (2017). Issues and challenges of remote sensing-based local climate zone mapping for high-density cities. In Joint Urban Remote Sensing Event (JURSE 2017).
Yan, W., Kong, F., Yin, H., et al. (2014). Analysis of factors contributing to the cooling effects of Purple Mountain Forest Park. Acta Ecologica Sinica.
Yang, H., Wu, Z., Qiu, S., et al. (2025). Surface urban heat island variations under the 3-decadal urban expansion in China. Sustainable Cities and Society.
Yang, M., Ye, P., & He, J. (2025). Green and blue infrastructure for urban cooling. Sustainable Cities and Society.
Yirga Ayele, B., Megento, T. L., & Habetemariam, K. Y. (2021). Governance of green infrastructure planning in Addis Ababa, Ethiopia. Land Use Policy.
Yuan, X., Liu, Y., & Lai, X. (2024). A review of the impact of urban green space pattern on urban thermal environment. Environmental Science and Engineering.
Yujie, R., Tang, X., Fan, T., & Kang, D. (2023). Does the spatial pattern of urban blue–green space affect its cooling efficiency? Landscape and Ecological Engineering.
Zhang, L., Wang, S., Zhai, W., et al. (2025). How does blue-green infrastructure affect the urban thermal environment? Urban Forestry & Urban Greening.
Zhang, X., Lei, Y., Li, R., et al. (2022). Research on thermal comfort of underside of street tree based on LiDAR point cloud model. Forests.
Zhou, W., & Tian, Y. (2020). Effects of urban three-dimensional morphology on thermal environment: A review. Acta Ecologica Sinica.
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