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Spatiotemporal Evolution and Maintenance Mechanisms of Urban Vitality in Mountainous Cities Using Multiscale Geographically and Temporally Weighted Regression

Author

Listed:
  • Man Shu

    (School of Architecture and Urban Planning, Guizhou University, Guiyang 550003, China)

  • Honggang Tang

    (School of Architecture and Urban Planning, Guizhou University, Guiyang 550003, China)

  • Sicheng Wang

    (School of Architecture and Urban Planning, Guizhou University, Guiyang 550003, China)

Abstract

Investigating the characteristics and influencing mechanisms of urban vitality in mountainous cities can contribute to enhanced urban resilience, optimised resource allocation, and sustainable development. However, most existing studies have focused on static analyses at single spatial scales, making it difficult to fully reveal the evolutionary trends of urban vitality under complex topographic constraints or the spatiotemporal heterogeneity of its influencing factors. This study examines Guiyang, one of China’s fastest-growing cities, focusing on both its economic development and population growth. Based on social media data and geospatial big data from 2019 to 2024, the spatiotemporal permutation scan statistics (STPSS) model was employed to identify spatiotemporal areas of interest (ST-AOIs) and to analyse the spatial distribution and day-night dynamics of urban vitality across different phases. Furthermore, by incorporating transportation and topographic factors characteristic of mountainous cities, the multiscale geographically and temporally weighted regression (MGTWR) model was applied to reveal the driving mechanisms of urban vitality. The main findings are as follows: (1) Urban vitality exhibits a multi-center, clustered structure, gradually expanding from gentle to steeper slopes over time, with activity patterns shifting from an afternoon peak to an all-day distribution. (2) Significant differences in regional vitality resilience were observed: the core vitality areas exhibited stable ST-AOI spatial patterns, flexible temporal rhythms, and strong adaptability; the emerging vitality areas recovered quickly with low losses, while low-vitality areas showed slow recovery and insufficient resilience. (3) The density of commercial service facilities and the level of housing prices were continuously enhancing factors for vitality improvement, whereas the density of subway stations and the degree of functional mix played key roles in supporting resilience during the COVID-19 pandemic. (4) The synergistic effect between transportation systems and commercial facilities is crucial for forming high-vitality zones in mountainous cities. In contrast, reliance on a single factor tends to lead to vitality spillover. This study provides a crucial foundation for promoting sustainable urban development in Guiyang and other mountainous regions.

Suggested Citation

  • Man Shu & Honggang Tang & Sicheng Wang, 2026. "Spatiotemporal Evolution and Maintenance Mechanisms of Urban Vitality in Mountainous Cities Using Multiscale Geographically and Temporally Weighted Regression," Sustainability, MDPI, vol. 18(2), pages 1-33, January.
  • Handle: RePEc:gam:jsusta:v:18:y:2026:i:2:p:1059-:d:1844839
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