Fusing urban informatics and weather modelling in digital twins for city-scale heat-health mapping
L. L. Vitanova , D. Petrova-Antonova , E. Shirinyan , D. N. Khanh , T. K. Trendafilova , S. Subasinghe , A. Khan , Q. V. Doan
Computational Urban Science ›› 2026, Vol. 6 ›› Issue (1) : 32
Urban expansion and population growth intensify the Urban Heat Island (UHI) effect, increasing energy demands for cooling and amplifying public health risks, particularly when compounded by extreme weather events such as heatwaves. This study introduces a conceptual framework for Urban Digital Twins (UDTs) to assess and mitigate UHI impacts by integrating advanced urban informatics, high-resolution atmospheric modelling, and 3D visualisation. Using Sofia, Bulgaria, as a case study, the framework incorporates energy consumption data and street-level urban features, including tree cover and solar radiation, combined with the Weather Research and Forecasting (WRF) model simulations to characterise the urban thermal environment. The outputs are translated into public health metrics, such as the Wet Bulb Globe Temperature (WBGT), and visualised in 3D to identify high-risk areas, thereby informing decision-making for residents and policymakers. The modelling system was rigorously calibrated and validated through case studies, demonstrating strong accuracy in simulating urban thermal dynamics and associated health risks. Results highlight critical zones in central Sofia where WBGT exceeded 25.2 °C at 1600 LST on 22 August 2018, indicating moderate-to-high daily activity levels and potential discomfort for residents. The proposed framework supports climate-sensitive urban planning by linking surface thermal exposure, energy use, and public health vulnerability, and demonstrates scalability for application across diverse urban environments under current and future climate conditions.
Temperature / Energy / Urban heat islands / WBGT / WRF model / Urban digital twin / Urban informatics
| [1] |
Agency for Sustainable Energy Development. (2024). Building reports - characteristics. https://portal.seea.government.bg/en/IndustrialSystemsReport. Accessed 13 Oct 2024. |
| [2] |
|
| [3] |
Bulgarian-Swiss Cooperation Program. (2019). Sustainable Urban Mobility Plan (SUMP). |
| [4] |
|
| [5] |
Chen F, Kusaka H, Bornstein R, et al. (2011a). The Integrated WRF/Urban Modeling System: Development, Evaluation, and Applications to Urban Development, Evaluation, and Applications to Urban Environmental Problems. |
| [6] |
|
| [7] |
Copernicus Land Monitoring Service. (2024). CORINE Land Cover. https://land.copernicus.eu/en/products/corine-land-cover. Accessed 18 May 2024. |
| [8] |
|
| [9] |
|
| [10] |
|
| [11] |
|
| [12] |
|
| [13] |
|
| [14] |
|
| [15] |
EU Urban Mobility Observatory. (2022). The city of Sofia is to introduce a Low Emissions Zone. |
| [16] |
EU Urban Mobility Observatory. (2023). Sofia’s SUMP 2019–2035: Addressing Urban Mobility Challenges. https://urban-mobility-observatory.transport.ec.europa.eu/resources/case-studies/sofias-sump-2019-2035-addressing-urban-mobility-challenges_en. Accessed 27 Jul 2024. |
| [17] |
European Environment Agency. (2024). Public register of automatic measuring stations for ambient air quality monitoring. |
| [18] |
European Union. (2026). Airthings. https://platform.airthings-project.com/. Accessed 18 Apr 2026. |
| [19] |
FME Form. (2024). Feature Manipulation Engine (FME). https://docs.safe.com/fme/html/FME-Form-Documentation/FME-Form/Workbench/What_is_FME.htm. Accessed 11 Nov 2024. |
| [20] |
Geodesy cartography and cadastre agency. (2025). Open data. https://kais.cadastre.bg/en/OpenData. Accessed 25 Feb 2025. |
| [21] |
|
| [22] |
|
| [23] |
|
| [24] |
|
| [25] |
|
| [26] |
Japanese Society of Biometeorology. (2024). Guidelines for the prevention of heat illness in daily life. https://seikishou.jp/cms/wp-content/uploads/Guidlines-for-the-prevention-of-heat-illness-in-daily-life-Ver.4-in-English-2023.pdf. Accessed 08 Dec 2024 |
| [27] |
|
| [28] |
|
| [29] |
|
| [30] |
|
| [31] |
|
| [32] |
Koleva T, Vitanova L, Petrova-Antonova D, Kostadinov A. (2024). Semantic Enrichment and Analysis of Building Energy Consumption Data for the City of Sofia. pp 462–475. |
| [33] |
|
| [34] |
|
| [35] |
Ladybug Tools. (2024). Incident Radiation. https://docs.ladybug.tools/ladybug-primer/components/3_analyzegeometry/incident_radiation. Accessed 17 Feb 2026. |
| [36] |
|
| [37] |
|
| [38] |
|
| [39] |
|
| [40] |
|
| [41] |
National Statistical Institute. (2022). Population of Sofia. https://www.nsi.bg/en/content/21551/bg001c-sofia. Accessed 26 Sep 2024. |
| [42] |
|
| [43] |
|
| [44] |
|
| [45] |
|
| [46] |
|
| [47] |
|
| [48] |
|
| [49] |
|
| [50] |
Skamarock WC, Klemp JB, Dudhia J, et al. (2008). A Description of the Advanced Research WRF Version 3. |
| [51] |
Sofiaplan. (2021). Tree Map of Sofia Municipality. https://sofiaplan.bg/portfolio/trees-index/. Accessed 21 Jul 2025. |
| [52] |
Sofiaplan. (2024). Open data. https://sofiaplan.bg/api/. Accessed 24 Feb 2025. |
| [53] |
StringMeteo. (2024). Bulgarian Webpage of Weather and Climate . https://www.stringmeteo.com/. Accessed 6 Dec 2024. |
| [54] |
Sukma AI, Koeva MN, Reckien D, et al. (2024). 3D City Digital Twin Simulation to Mitigate Heat Risk of Urban Heat Islands. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLVIII-4/W11-2024:129–136. https://doi.org/10.5194/isprs-archives-XLVIII-4-W11-2024-129-2024 |
| [55] |
|
| [56] |
|
| [57] |
|
| [58] |
Vitanova LL, Petrova-Antonova D, Hristov PO, Shirinyan E. (2023). TOWARDS ENERGY ATLAS OF SOFIA CITY IN BULGARIA. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLVIII-1/W2-2023:123–129. https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-123-2023 |
| [59] |
|
| [60] |
|
| [61] |
Vitanova LL, Trendafilova T, Petrova-Antonova D. (2025c). Transport Energy Atlas of Sofia: Evaluating Present and Low Energy Scenarios Using Private Vehicle Traffic Data. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences X-G-2025:907–914. https://doi.org/10.5194/isprs-annals-X-G-2025-907-2025 |
| [62] |
|
| [63] |
|
| [64] |
Weather. (2024). Weather. https://vremeto.v.bg/index.pl?place=15&action=real&lang=_eng. Accessed 6 Dec 2024. |
| [65] |
|
| [66] |
|
| [67] |
|
The Author(s)
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