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Assessing Urban Vulnerability to Emergencies: A Spatiotemporal Approach Using K-Means Clustering

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  • Ibrahim Mutambik

    (Department of Information Science, College of Humanities and Social Sciences, King Saud University, Riyadh P.O. Box 11451, Saudi Arabia)

Abstract

Today, urban areas across the world are increasingly vulnerable to emergencies due to expanding populations and the impact of climate change. This paper presents a data-driven method for assessing the susceptibility of urban regions to emergencies, using publicly available data and a clustering-based algorithm. The study incorporates both spatial and temporal dynamics, capturing the fluctuating nature of urban infrastructure and patterns of human movement over time. By introducing the notion of Points of Temporal Influence (PTIs) and a new “susceptibility level” parameter, the proposed model offers an innovative approach to understanding urban susceptibility. Experiments conducted in London, the UK, demonstrated the effectiveness of the Spatiotemporal K-means Clustering algorithm in identifying areas with heightened time-sensitive susceptibility. The findings highlight the value of incorporating both spatial and temporal data to enhance emergency response strategies and optimize urban planning efforts. This study contributes to the literature on smart cities by providing a scalable and adaptable method for improving urban resilience in the face of evolving challenges.

Suggested Citation

  • Ibrahim Mutambik, 2024. "Assessing Urban Vulnerability to Emergencies: A Spatiotemporal Approach Using K-Means Clustering," Land, MDPI, vol. 13(11), pages 1-22, October.
    • Handle: RePEc:gam:jlands:v:13:y:2024:i:11:p:1744-:d:1505434
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    References listed on IDEAS

    as
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    5. Ibrahim Mutambik, 2024. "The Sustainability of Smart Cities: Improving Evaluation by Combining MCDA and PROMETHEE," Land, MDPI, vol. 13(9), pages 1-28, September.
    6. Ibrahim Abaker Targio Hashem & Raja Sher Afgun Usmani & Mubarak S. Almutairi & Ashraf Osman Ibrahim & Abubakar Zakari & Faiz Alotaibi & Saadat Mehmood Alhashmi & Haruna Chiroma, 2023. "Urban Computing for Sustainable Smart Cities: Recent Advances, Taxonomy, and Open Research Challenges," Sustainability, MDPI, vol. 15(5), pages 1-32, February.
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    12. Ibrahim Mutambik & John Lee & Abdullah Almuqrin & Abdulrhman Alkhanifer & Mohammed Baihan, 2023. "Gulf Cooperation Council Countries and Urbanisation: Are Open Government Data Portals Helping?," Sustainability, MDPI, vol. 15(17), pages 1-22, August.
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