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September 23, 2025SustainabilityOpen Access

Exploring the Complex Relationships Between Influential Factors of Urban Land Development Patterns and Urban Thermal Environment: A Study on Downtown Shanghai

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Authors

HYHao-rong YangYLYanhe LiWWWenjia Wu

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Overview

This observational analysis reveals urban land development patterns impact urban green infrastructure and thermal effects in Shanghai, suggesting improvements for UHI mitigation.

Key Points

  • Enhanced regression models improved predictive power by 14.59% for training data and 32.15% for testing data.
  • Support vector regression models demonstrated the best performance, with increases of 8.33–37.43% for training data.
  • Impervious surfaces contribute positively to urban warming, while urban green infrastructure serves as a negative contributor.
  • Urban land development metrics significantly affect the thermal environment, particularly the arrangement of UGI.

Cite This Study

Yang et al. (2025) studied this question.

synapsesocial.com/papers/68d4759931b076d99fa6db57https://doi.org/10.3390/su17198547
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