Revealing the driving factors of urban wetland park cooling effects using Random Forest regression and SHAP algorithm

Sustainable Cities and Society, Journal Year: 2025, Volume and Issue: unknown, P. 106151 - 106151

Published: Jan. 1, 2025

Language: Английский

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Synergistic Optimization and Interaction Evaluation of Water-Energy-Food-Ecology Nexus under Uncertainty from the Perspective of Urban Agglomeration

Sustainable Cities and Society, Journal Year: 2025, Volume and Issue: unknown, P. 106291 - 106291

Published: March 1, 2025

Language: Английский

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Exploring the Spatiotemporal Influence of Community Regeneration on Urban Vitality: Unraveling Spatial Nonstationarity with Difference-in-Differences and Nonlinear Effect with Gradient Boosting Decision Tree Regression

Sustainability, Journal Year: 2025, Volume and Issue: 17(8), P. 3509 - 3509

Published: April 14, 2025

Community regeneration plays a pivotal role in creating human-centered spaces by transforming spatial configurations, enhancing multifunctional uses, and optimizing designs that promote sustainability vibrancy. However, the influence of such on vitality—particularly its heterogeneity nonlinear effects—remains insufficiently explored. This study presents comprehensive framework combines Difference-in-Differences (DID) method with multiple socio-spatial correlated factors, including place agglomeration, individual social perception, offering systematic assessment urban vitality evaluating impact interventions. By leveraging street-level imagery to capture environmental changes pre- post-regeneration, this research applies Gradient Boosting Decision Tree Regression (GBDT) uncover built environment dynamics affecting vitality. Empirical analysis from six districts Suzhou reveals following: (1) A pronounced increase is seen core areas, while peripheral exhibit more moderate improvements, highlighting spatially uneven outcomes. (2) In historically significant areas as Wuzhong, limited gains underscore complex interplay among historical preservation, development trajectories. (3) Furthermore, transformations, variations sky visibility, nonprivate vehicles, architectural elements, introduction glass-wall structures, impacts distinct threshold effects. advances discourse sustainable proposing context-sensitive, data-driven tools reconcile heritage conservation contemporary goals. It underscores need for integrated, adaptive strategies align local conditions, contexts, trajectories, informing policies green, inclusive, digitally transformed cities.

Language: Английский

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Spatial-Temporal Variation of Surface Temperature and Cold Island Network Construction in the Yangtze River Delta Urban Agglomeration: Perspectives from Current and Future Scenarios

Sustainable Cities and Society, Journal Year: 2025, Volume and Issue: unknown, P. 106396 - 106396

Published: April 1, 2025

Language: Английский

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A multi-source data-driven innovative evaluation approach for assessing low-carbon city performance

Sustainable Cities and Society, Journal Year: 2025, Volume and Issue: unknown, P. 106416 - 106416

Published: April 1, 2025

Language: Английский

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Exploring the factors influencing visits to urban parks: A case study of Beijing's central urban area

Applied Geography, Journal Year: 2025, Volume and Issue: 178, P. 103613 - 103613

Published: April 3, 2025

Language: Английский

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Exploring the integrating factors and size thresholds affecting cooling effects in urban parks: A diurnal balance perspective

Sustainable Cities and Society, Journal Year: 2025, Volume and Issue: 126, P. 106386 - 106386

Published: April 23, 2025

Language: Английский

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