IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v16y2024i16p6886-d1453961.html
   My bibliography  Save this article

A Quantitative Analysis of the Complex Response Relationship between Urban Green Infrastructure (UGI) Structure/Spatial Pattern and Urban Thermal Environment in Shanghai

Author

Listed:
  • Zhenru Guan

    (Department of Environmental Science and Engineering, Jiangwan Campus, Fudan University, 2005 Songhu Road, Yangpu District, Shanghai 200438, China)

  • Hao Zhang

    (Department of Environmental Science and Engineering, Jiangwan Campus, Fudan University, 2005 Songhu Road, Yangpu District, Shanghai 200438, China)

Abstract

The urban heat island (UHI) effect has evolved into one of the key environmental problems affecting the urban ecological environment and sustainable development. Based on 52 Urban Thermal Heat spots (UTHSs) with significant differences between land use structure and urban green infrastructure (UGI) spatial layout within the influence range of UHI in Shanghai, Landsat-8/9 satellite images were used to construct a high-dimensional dataset reflecting the impact of built environment components on urban thermal environment. Descriptive statistical analysis was used to analyze the spatial difference qualitatively. Using the stepwise regression (SWR) model and partial least square regression (PLSR) model, the complex response relationship between UGI’s structure/spatial pattern differentiation and urban thermal environment in three spatial stratification ranges of UTHSs was quantitatively analyzed. Overall, the statistical explanatory power of the PLSR model is much better than the stepwise regression model. The PLSR model points out that moderately increasing the average building height, class area (CA), percentage of landscape (PLAND), landscape shape index (LSI), and largest patch index (LPI) play a positive role in inhibiting the growth of land surface temperature (LST), and the cooling effect of index weights decreases in order. However, the interaction effects of the box-cox transformed indices with underlines, e.g., CA × Cohesion × AI × LPI and PLAND × CA × Cohesion × AI × LPI, exert relatively small weight on the cooling effect. According to the results, suggestions such as optimization of the UGI structure and urban construction layout were proposed, which can effectively mitigate the UHI effect.

Suggested Citation

  • Zhenru Guan & Hao Zhang, 2024. "A Quantitative Analysis of the Complex Response Relationship between Urban Green Infrastructure (UGI) Structure/Spatial Pattern and Urban Thermal Environment in Shanghai," Sustainability, MDPI, vol. 16(16), pages 1-19, August.
  • Handle: RePEc:gam:jsusta:v:16:y:2024:i:16:p:6886-:d:1453961
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/16/16/6886/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/16/16/6886/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Mevik, Björn-Helge & Wehrens, Ron, 2007. "The pls Package: Principal Component and Partial Least Squares Regression in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 18(i02).
    2. Lei Zhao & Xuhui Lee & Ronald B. Smith & Keith Oleson, 2014. "Strong contributions of local background climate to urban heat islands," Nature, Nature, vol. 511(7508), pages 216-219, July.
    3. Jiejie Han & Xi Zhao & Hao Zhang & Yu Liu, 2021. "Analyzing the Spatial Heterogeneity of the Built Environment and Its Impact on the Urban Thermal Environment—Case Study of Downtown Shanghai," Sustainability, MDPI, vol. 13(20), pages 1-17, October.
    4. Gielen, Dolf & Changhong, Chen, 2001. "The CO2 emission reduction benefits of Chinese energy policies and environmental policies:: A case study for Shanghai, period 1995-2020," Ecological Economics, Elsevier, vol. 39(2), pages 257-270, November.
    5. Gómez-Baggethun, Erik & Barton, David N., 2013. "Classifying and valuing ecosystem services for urban planning," Ecological Economics, Elsevier, vol. 86(C), pages 235-245.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Taiyun Xia & Liwei Zhang & Yu Zou, 2025. "Mismatch Between Heat Exposure Risk and Blue-Green Exposure in Wuhan: A Coupled Spatial Analysis," Sustainability, MDPI, vol. 17(18), pages 1-17, September.
    2. Hao-Rong Yang & Yan-He Li & Wen-Jia Wu & Ai-Lian Zhao & Hao Zhang, 2025. "Exploring the Complex Relationships Between Influential Factors of Urban Land Development Patterns and Urban Thermal Environment: A Study on Downtown Shanghai," Sustainability, MDPI, vol. 17(19), pages 1-27, September.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Bing Li & Zhifeng Liu & Ying Nan & Shengnan Li & Yanmin Yang, 2018. "Comparative Analysis of Urban Heat Island Intensities in Chinese, Russian, and DPRK Regions across the Transnational Urban Agglomeration of the Tumen River in Northeast Asia," Sustainability, MDPI, vol. 10(8), pages 1-16, July.
    2. Giuseppina A. Giorgio & Maria Ragosta & Vito Telesca, 2017. "Climate Variability and Industrial-Suburban Heat Environment in a Mediterranean Area," Sustainability, MDPI, vol. 9(5), pages 1-10, May.
    3. Tapio Riepponen & Mikko Moilanen & Jaakko Simonen, 2023. "Themes of resilience in the economics literature: A topic modeling approach," Regional Science Policy & Practice, Wiley Blackwell, vol. 15(2), pages 326-356, April.
    4. Veerkamp, Clara J. & Schipper, Aafke M. & Hedlund, Katarina & Lazarova, Tanya & Nordin, Amanda & Hanson, Helena I., 2021. "A review of studies assessing ecosystem services provided by urban green and blue infrastructure," Ecosystem Services, Elsevier, vol. 52(C).
    5. Yangang Xing & Phil Jones & Iain Donnison, 2017. "Characterisation of Nature-Based Solutions for the Built Environment," Sustainability, MDPI, vol. 9(1), pages 1-20, January.
    6. Evans, Nicole M. & Carrozzino-Lyon, Amy L. & Galbraith, Betsy & Noordyk, Julia & Peroff, Deidre M. & Stoll, John & Thompson, Aaron & Winden, Matthew W. & Davis, Mark A., 2019. "Integrated ecosystem service assessment for landscape conservation design in the Green Bay watershed, Wisconsin," Ecosystem Services, Elsevier, vol. 39(C).
    7. Massoni, Emma Soy & Barton, David N. & Rusch, Graciela M. & Gundersen, Vegard, 2018. "Bigger, more diverse and better? Mapping structural diversity and its recreational value in urban green spaces," Ecosystem Services, Elsevier, vol. 31(PC), pages 502-516.
    8. Yu Qiao & Zehui Yang & Yi-Xuan Li, 2025. "Urban Thermal Regulation Through Cold Island Network Evolution: Patterns, Drivers, and Scenario-Based Planning Insights from Southwest China," Land, MDPI, vol. 14(9), pages 1-24, September.
    9. Shunqian Gao & Liu Yang & Hongzan Jiao, 2022. "Changes in and Patterns of the Tradeoffs and Synergies of Production-Living-Ecological Space: A Case Study of Longli County, Guizhou Province, China," Sustainability, MDPI, vol. 14(14), pages 1-18, July.
    10. Wensheng Yu & Lijie Wei & Zhenxing Jin & Yuzhen Lin & Chengxin Wang, 2025. "Spatiotemporal Variations and Driving Forces of Ecosystem Service Value: A Case Study of the Yellow River Basin," Land, MDPI, vol. 14(9), pages 1-18, September.
    11. Yong Zeng & Yanpeng Cai & Guohe Huang & Jing Dai, 2011. "A Review on Optimization Modeling of Energy Systems Planning and GHG Emission Mitigation under Uncertainty," Energies, MDPI, vol. 4(10), pages 1-33, October.
    12. Elton Mammadov & Michael Denk & Frank Riedel & Cezary Kaźmierowski & Karolina Lewinska & Remigiusz Łukowiak & Witold Grzebisz & Amrakh I. Mamedov & Cornelia Glaesser, 2022. "Determination of Mehlich 3 Extractable Elements with Visible and Near Infrared Spectroscopy in a Mountainous Agricultural Land, the Caucasus Mountains," Land, MDPI, vol. 11(3), pages 1-24, March.
    13. Giacomo Crucil & Fabio Castaldi & Emilien Aldana-Jague & Bas van Wesemael & Andy Macdonald & Kristof Van Oost, 2019. "Assessing the Performance of UAS-Compatible Multispectral and Hyperspectral Sensors for Soil Organic Carbon Prediction," Sustainability, MDPI, vol. 11(7), pages 1-18, March.
    14. Park, Mi Sun & Shin, Seongmin & Lee, Haeun, 2021. "Media frames on urban greening in the Democratic People's Republic of Korea," Forest Policy and Economics, Elsevier, vol. 124(C).
    15. Christoph Schneider & Bianca Achilles & Hendrik Merbitz, 2014. "Urbanity and Urbanization: An Interdisciplinary Review Combining Cultural and Physical Approaches," Land, MDPI, vol. 3(1), pages 1-26, January.
    16. SangHyeok Lee & Donghyun Kim, 2022. "Multidisciplinary Understanding of the Urban Heating Problem and Mitigation: A Conceptual Framework for Urban Planning," IJERPH, MDPI, vol. 19(16), pages 1-15, August.
    17. Gallez, Elsa & Canters, Frank & Gadeyne, Sylvie & Baró, Francesc, 2024. "A multi-indicator distributive justice approach to assess school-related green infrastructure benefits in Brussels," Ecosystem Services, Elsevier, vol. 70(C).
    18. Jeroen Degerickx & Martin Hermy & Ben Somers, 2020. "Mapping Functional Urban Green Types Using High Resolution Remote Sensing Data," Sustainability, MDPI, vol. 12(5), pages 1-35, March.
    19. Jonas Smit Andersen & Sara Maria Lerer & Antje Backhaus & Marina Bergen Jensen & Hjalte Jomo Danielsen Sørup, 2017. "Characteristic Rain Events: A Methodology for Improving the Amenity Value of Stormwater Control Measures," Sustainability, MDPI, vol. 9(10), pages 1-18, October.
    20. Jingheng Wang & Meichen Fu & Xiangxue Han & Yuting Wu & Hongyan Wen, 2025. "Research on Human Needs and the Valorization of Supply–Need Relationships in Ecosystem Services—A Case Study of the Southwest Karst Region," Land, MDPI, vol. 14(3), pages 1-28, March.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:16:y:2024:i:16:p:6886-:d:1453961. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.