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Impact of Changes in Blue and Green Spaces on the Spatiotemporal Evolution of the Urban Heat Island Effect in Ningbo and Its Implications for Sustainable Development

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  • Hao Yang

    (School of Media Engineering, Communication University of Zhejiang, Hangzhou 310018, China)

  • Hao Zeng

    (School of Media Engineering, Communication University of Zhejiang, Hangzhou 310018, China)

Abstract

Blue and green spaces (BGS) play a crucial role in mitigating the urban heat island (UHI) effect by not only lowering land surface temperature (LST) but also regulating the urban microclimate and enhancing ecosystem services. In this study, Ningbo City is selected as the research area. LST data for the years 2014, 2017, 2020, and 2023 were retrieved using Landsat 8 imagery processed via the Google Earth Engine platform, employing an atmospheric correction approach. Simultaneously, land use types were classified using the random forest algorithm. Based on these datasets, a Geographically and Temporally Weighted Regression model was employed to quantitatively assess the spatial and temporal impacts of BGS changes on the UHI effect. The results reveal that (1) from 2014 to 2023, BGS in Ningbo exhibited a consistent decline, while construction land expanded significantly, leading to a gradual increase in the annual average LST; (2) strong UHI zones were primarily concentrated in urbanized zones and closely aligned with regions of elevated LST; the minimum, maximum, and average LST values in blue and green spaces were significantly lower than those observed in cultivated land and construction land; (3) the variation in the influence coefficient of blue space on LST was greater than that of green space, suggesting stronger spatiotemporal heterogeneity in its regulatory effect on the urban thermal environment. Additionally, the green-to-blue space area ratio increased from 9.7:1 in 2014 to 12.8:1 in 2023, deviating progressively from the optimal ecological balance. To promote sustainable urban development, it is imperative for Ningbo to strengthen the conservation and restoration of BGS, optimize their spatial configuration through evidence-based planning, and ensure the long-term stability of ecological functions.

Suggested Citation

  • Hao Yang & Hao Zeng, 2025. "Impact of Changes in Blue and Green Spaces on the Spatiotemporal Evolution of the Urban Heat Island Effect in Ningbo and Its Implications for Sustainable Development," Sustainability, MDPI, vol. 17(9), pages 1-20, May.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:9:p:4156-:d:1649178
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    References listed on IDEAS

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    1. Liuying Wang & Gaoyuan Wang & Tian Chen & Junnan Liu, 2023. "The Regulating Effect of Urban Large Planar Water Bodies on Residential Heat Islands: A Case Study of Meijiang Lake in Tianjin," Land, MDPI, vol. 12(12), pages 1-22, December.
    2. Jinsil Park & Yeeun Shin & Suyeon Kim & Sang-Woo Lee & Kyungjin An, 2022. "Efficient Plant Types and Coverage Rates for Optimal Green Roof to Reduce Urban Heat Island Effect," Sustainability, MDPI, vol. 14(4), pages 1-17, February.
    3. Abdul Munaf Mohamed Irfeey & Hing-Wah Chau & Mohamed Mahusoon Fathima Sumaiya & Cheuk Yin Wai & Nitin Muttil & Elmira Jamei, 2023. "Sustainable Mitigation Strategies for Urban Heat Island Effects in Urban Areas," Sustainability, MDPI, vol. 15(14), pages 1-26, July.
    4. Hongyu Du & Fengqi Zhou, 2022. "Mitigating Extreme Summer Heat Waves with the Optimal Water-Cooling Island Effect Based on Remote Sensing Data from Shanghai, China," IJERPH, MDPI, vol. 19(15), pages 1-14, July.
    5. Cheng, Xuanmei & Ge, Fangting & Xu, Mark & Li, Ying, 2024. "The heat island effect, digital technology, and urban economic resilience: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
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