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Abstract

Assessing Heat Vulnerability in Toulouse: A Spatiotemporal Approach Using Google Earth Engine †

Capgemini Engineering, 31700 Blagnac, France
*
Author to whom correspondence should be addressed.
Presented at the 11th World Sustainability Forum (WSF11), Barcelona, Spain, 2–3 October 2025.
Proceedings 2025, 131(1), 54; https://doi.org/10.3390/proceedings2025131054
Published: 26 November 2025
(This article belongs to the Proceedings of The 11th World Sustainability Forum (WSF11))
Urban heat vulnerability is a growing concern for public health, particularly in rapidly urbanizing regions. This study presents a case analysis of Toulouse, France, to assess the Heat Vulnerability Index (HVI) by integrating environmental, socioeconomic, and demographic factors. Key environmental indicators such as ground-level ozone, PM10, PM2.5, land surface temperature (LST), land use/land cover (LULC), Normalized Difference Vegetation Index (NDVI), Normalized Difference Built-up Index (NDBI), and Normalized Difference Water Index (NDWI) were derived using satellite remote sensing data from Google Earth Engine, including Landsat 8 and Sentinel-5P datasets. Socioeconomic and demographic variables, such as population density, elderly residents (65+), socially isolated elders, literacy rates, and poverty levels, were also incorporated. Additionally, mortality data of the city related to urban heat and air quality impacts in recent years were analyzed and it shows that urban heat and air pollution are closely linked, and their combined effects can significantly increase health risks every year, especially in densely populated cities. Temporal HVI maps were generated and analyzed to observe recent years trends, revealing a persistent increase in vulnerability across the city especially in areas with limited vegetation and large expanses of high heat absorptive building and pavements materials. These findings highlight the urgent need for targeted mitigation strategies to improve public health, strengthen urban resilience, and enhance overall human well-being. Particularly by guiding urban planners and municipalities in designing greener, more heat-resilient environments.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/proceedings2025131054/s1, Conference Poster. Refs. [1,2] have been cited in Supplementary Materials.

Author Contributions

Conceptualization, A.M.Q.; methodology, A.M.Q.; software, A.M.Q. and O.D.; validation, A.M.Q.; formal analysis, A.M.Q. and O.D.; writing—review and editing, A.M.Q.; visualization, A.M.Q., K.S. and O.D.; supervision, K.S. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

The raw data supporting the conclusions of this article will be made available by the authors on request.

Conflicts of Interest

Authors A.M.Q, K.S and O.D were employed by the company Capgemini Engineering. The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

References

  1. Qureshi, A.M.; Rachid, A. Heat Vulnerability Index Mapping: A Case Study of a Medium-Sized City (Amiens). Climate 2022, 10, 113. [Google Scholar] [CrossRef]
  2. Li, H.; Meier, F.; Lee, X.; Chakraborty, T.; Liu, J.; Schaap, M.; Sodoudi, S. Interaction between urban heat island and urban pollution island during summer in Berlin. Sci. Total. Environ. 2018, 636, 818–828. [Google Scholar] [CrossRef] [PubMed]
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Share and Cite

MDPI and ACS Style

Qureshi, A.M.; Sioud, K.; Debono, O. Assessing Heat Vulnerability in Toulouse: A Spatiotemporal Approach Using Google Earth Engine. Proceedings 2025, 131, 54. https://doi.org/10.3390/proceedings2025131054

AMA Style

Qureshi AM, Sioud K, Debono O. Assessing Heat Vulnerability in Toulouse: A Spatiotemporal Approach Using Google Earth Engine. Proceedings. 2025; 131(1):54. https://doi.org/10.3390/proceedings2025131054

Chicago/Turabian Style

Qureshi, Aiman Mazhar, Khairi Sioud, and Olivier Debono. 2025. "Assessing Heat Vulnerability in Toulouse: A Spatiotemporal Approach Using Google Earth Engine" Proceedings 131, no. 1: 54. https://doi.org/10.3390/proceedings2025131054

APA Style

Qureshi, A. M., Sioud, K., & Debono, O. (2025). Assessing Heat Vulnerability in Toulouse: A Spatiotemporal Approach Using Google Earth Engine. Proceedings, 131(1), 54. https://doi.org/10.3390/proceedings2025131054

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