COVID-19 and urban vitality: The association between built environment elements and changes in local points of interest using social media data in South Korea
IF 10.5 1区 工程技术Q1 CONSTRUCTION & BUILDING TECHNOLOGY
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引用次数: 0
Abstract
The COVID-19 pandemic has disturbed urban life, requiring an evaluation of public space use and resilience. Social media-based POIs are used to measure urban vitality in Seoul's major commercial areas during the pandemic. DBSCAN clustering found seven significant commercial areas with distinct characteristics. A temporal change of POIs in seven areas showed gradual decline, decline followed by recovery, and stable or growing activity. Non-parametric Kruskal–Wallis tests and negative binomial regression analysis focused on density, land use, street connectivity, and public transportation variables to examine built environment elements affecting these patterns. The findings show that building coverage area, commercial facility, land use mix, and building entrance encourage urban vitality. In contrast, road density and office-dominated areas dismiss urban activity. Morphological diversity and accessible design were more important than population density in determining POI levels. These findings suggest that resilient urban planning should emphasize morphological density, pedestrian-friendly connectivity, and mixed land uses. This study extends previous work on epidemics, urban form, and resilience, highlighting the complex interplay between the built environment and discretionary activities and the strategies needed for sustainable, epidemic-resilient cities. This study's cross-sectional design and social media data may exclude specific demographic groups and limit causal findings.
期刊介绍:
Sustainable Cities and Society (SCS) is an international journal that focuses on fundamental and applied research to promote environmentally sustainable and socially resilient cities. The journal welcomes cross-cutting, multi-disciplinary research in various areas, including:
1. Smart cities and resilient environments;
2. Alternative/clean energy sources, energy distribution, distributed energy generation, and energy demand reduction/management;
3. Monitoring and improving air quality in built environment and cities (e.g., healthy built environment and air quality management);
4. Energy efficient, low/zero carbon, and green buildings/communities;
5. Climate change mitigation and adaptation in urban environments;
6. Green infrastructure and BMPs;
7. Environmental Footprint accounting and management;
8. Urban agriculture and forestry;
9. ICT, smart grid and intelligent infrastructure;
10. Urban design/planning, regulations, legislation, certification, economics, and policy;
11. Social aspects, impacts and resiliency of cities;
12. Behavior monitoring, analysis and change within urban communities;
13. Health monitoring and improvement;
14. Nexus issues related to sustainable cities and societies;
15. Smart city governance;
16. Decision Support Systems for trade-off and uncertainty analysis for improved management of cities and society;
17. Big data, machine learning, and artificial intelligence applications and case studies;
18. Critical infrastructure protection, including security, privacy, forensics, and reliability issues of cyber-physical systems.
19. Water footprint reduction and urban water distribution, harvesting, treatment, reuse and management;
20. Waste reduction and recycling;
21. Wastewater collection, treatment and recycling;
22. Smart, clean and healthy transportation systems and infrastructure;