IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v13y2021i24p13706-d700481.html
   My bibliography  Save this article

Comparative Study of Factors Contributing to Land Surface Temperature in High-Density Built Environments in Megacities Using Satellite Imagery

Author

Listed:
  • Frankie Fanjie Zeng

    (School of Marine Science, Nanjing University of Information Science and Technology, Nanjing 210044, China
    Center for Housing Innovations and Institute of Asia-Pacific Studies, Chinese University of Hong Kong, Shatin, New Territories, Hong Kong, China)

  • Jiajun Feng

    (School of Marine Science, Nanjing University of Information Science and Technology, Nanjing 210044, China)

  • Yuanzhi Zhang

    (School of Marine Science, Nanjing University of Information Science and Technology, Nanjing 210044, China
    Center for Housing Innovations and Institute of Asia-Pacific Studies, Chinese University of Hong Kong, Shatin, New Territories, Hong Kong, China)

  • Jin Yeu Tsou

    (Center for Housing Innovations and Institute of Asia-Pacific Studies, Chinese University of Hong Kong, Shatin, New Territories, Hong Kong, China)

  • Tengfei Xue

    (EarthStar Inc., Beijing 100101, China)

  • Yu Li

    (Faculty of Information Science, Beijing University of Technology, Beijing 100124, China)

  • Rita Yi Man Li

    (Department of Economics and Finance/Sustainable Real Estate Research Center, Hong Kong Shue Yan University, Hong Kong, China)

Abstract

In this study, the root sources contributing to the urban heat island (UHI) effect between megacities, such as Hong Kong and Shenzhen, were integrated and compared using satellite remote sensing data. Classification and multilayer perceptron regression tree (CARTMLP) algorithms were used to classify land use. The radiative transfer equation method was applied to retrieve the land surface temperatures (LSTs) in the study area. Multiple linear regression analysis was applied to determine the relationship between land-use types and UHIs. The experimental results show a large area of relatively high temperature dispersed within Shenzhen, and comparatively small areas highly centralized in Hong Kong, with the retrieved LST in Hong Kong lower than that in Shenzhen. In addition, the surface temperature of large complex buildings decorated with high-albedo materials in Hong Kong was higher than in Shenzhen (e.g., Hong Kong International Airport, 25.12 °C; Shenzhen Bao’an International Airport, 23.38 °C), with artificial heat being an important contributor to these differences. These results also imply that high-albedo materials are sufficient to alleviate high temperatures. These findings are integrated to propose an organic combination strategy for reducing UHI effects in urban areas in megacities worldwide, such as Hong Kong and Shenzhen in China.

Suggested Citation

  • Frankie Fanjie Zeng & Jiajun Feng & Yuanzhi Zhang & Jin Yeu Tsou & Tengfei Xue & Yu Li & Rita Yi Man Li, 2021. "Comparative Study of Factors Contributing to Land Surface Temperature in High-Density Built Environments in Megacities Using Satellite Imagery," Sustainability, MDPI, vol. 13(24), pages 1-14, December.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:24:p:13706-:d:700481
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/13/24/13706/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/13/24/13706/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Anna Laura Pisello & Federico Rossi & Franco Cotana, 2014. "Summer and Winter Effect of Innovative Cool Roof Tiles on the Dynamic Thermal Behavior of Buildings," Energies, MDPI, vol. 7(4), pages 1-19, April.
    2. Cristina Piselli & Anna Laura Pisello & Mohammad Saffari & Alvaro de Gracia & Franco Cotana & Luisa F. Cabeza, 2019. "Cool Roof Impact on Building Energy Need: The Role of Thermal Insulation with Varying Climate Conditions," Energies, MDPI, vol. 12(17), pages 1-20, August.
    3. Rita Yi Man Li & Ka Yi Cheng & Muhammad Shoaib, 2018. "Walled Buildings, Sustainability, and Housing Prices: An Artificial Neural Network Approach," Sustainability, MDPI, vol. 10(4), pages 1-17, April.
    4. Xinjun Wang & Haoming Cheng & Juan Xi & Guoying Yang & Yanwen Zhao, 2018. "Relationship between Park Composition, Vegetation Characteristics and Cool Island Effect," Sustainability, MDPI, vol. 10(3), pages 1-14, February.
    5. Fei Zhang & Hsiang-te Kung & Verner Carl Johnson, 2017. "Assessment of Land-Cover/Land-Use Change and Landscape Patterns in the Two National Nature Reserves of Ebinur Lake Watershed, Xinjiang, China," Sustainability, MDPI, vol. 9(5), pages 1-22, May.
    Full references (including those not matched with items on IDEAS)

    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. Anna Laura Pisello & Gloria Pignatta & Veronica Lucia Castaldo & Franco Cotana, 2014. "Experimental Analysis of Natural Gravel Covering as Cool Roofing and Cool Pavement," Sustainability, MDPI, vol. 6(8), pages 1-17, July.
    2. Zhuang, Chaoqun & Gao, Yafeng & Zhao, Yingru & Levinson, Ronnen & Heiselberg, Per & Wang, Zhiqiang & Guo, Rui, 2021. "Potential benefits and optimization of cool-coated office buildings: A case study in Chongqing, China," Energy, Elsevier, vol. 226(C).
    3. Hao Wang & Yunfeng Hu, 2021. "Simulation of Biocapacity and Spatial-Temporal Evolution Analysis of Loess Plateau in Northern Shaanxi Based on the CA–Markov Model," Sustainability, MDPI, vol. 13(11), pages 1-17, May.
    4. Alice Barreca & Rocco Curto & Giorgia Malavasi & Diana Rolando, 2022. "Energy Retrofitting for the Modern Heritage Enhancement in Weak Real Estate Markets: The Olivetti Housing Stock in Ivrea," Sustainability, MDPI, vol. 14(6), pages 1-24, March.
    5. Arnold Mahonko Banda & Kawawa Banda & Enock Sakala & Machaya Chomba & Imasiku Anayawa Nyambe, 2023. "Assessment of land use change in the wetland of Barotse Floodplain, Zambezi River Sub-Basin, Zambia," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 115(2), pages 1193-1211, January.
    6. Anna Laura Pisello, 2015. "Experimental Analysis of Cool Traditional Solar Shading Systems for Residential Buildings," Energies, MDPI, vol. 8(3), pages 1-14, March.
    7. Valeria Tomaselli & Giuseppe Veronico & Maria Adamo, 2021. "Monitoring and Recording Changes in Natural Landscapes: A Case Study from Two Coastal Wetlands in SE Italy," Land, MDPI, vol. 10(1), pages 1-32, January.
    8. Balati Maihemuti & Tayierjiang Aishan & Zibibula Simayi & Yilinuer Alifujiang & Shengtian Yang, 2020. "Temporal Scaling of Water Level Fluctuations in Shallow Lakes and Its Impacts on the Lake Eco-Environments," Sustainability, MDPI, vol. 12(9), pages 1-14, April.
    9. Farooq, Abdul Samad & Zhang, Peng & Gao, Yongfeng & Gulfam, Raza, 2021. "Emerging radiative materials and prospective applications of radiative sky cooling - A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 144(C).
    10. Cristina Piselli & Alessio Guastaveglia & Jessica Romanelli & Franco Cotana & Anna Laura Pisello, 2020. "Facility Energy Management Application of HBIM for Historical Low-Carbon Communities: Design, Modelling and Operation Control of Geothermal Energy Retrofit in a Real Italian Case Study," Energies, MDPI, vol. 13(23), pages 1-18, December.
    11. Seong-Il Park & Taek-Hyoung Ryu & Ick-Chang Choi & Jung-Sup Um, 2019. "Evaluating the Operational Potential of LRV Signatures Derived from UAV Imagery in Performance Evaluation of Cool Roofs," Energies, MDPI, vol. 12(14), pages 1-14, July.
    12. Luca Evangelisti & Claudia Guattari & Paola Gori & Roberto De Lieto Vollaro, 2015. "In Situ Thermal Transmittance Measurements for Investigating Differences between Wall Models and Actual Building Performance," Sustainability, MDPI, vol. 7(8), pages 1-11, August.
    13. Wendy Miller & Glenn Crompton & John Bell, 2015. "Analysis of Cool Roof Coatings for Residential Demand Side Management in Tropical Australia," Energies, MDPI, vol. 8(6), pages 1-16, June.
    14. Zingre, Kishor T. & Wan, Man Pun & Wong, Swee Khian & Toh, Winston Boo Thian & Lee, Irene Yen Leng, 2015. "Modelling of cool roof performance for double-skin roofs in tropical climate," Energy, Elsevier, vol. 82(C), pages 813-826.
    15. Fabiana Frota de Albuquerque Landi & Claudia Fabiani & Anna Laura Pisello, 2021. "Experimental Winter Monitoring of a Light-Weight Green Roof Assembly for Building Retrofit," Sustainability, MDPI, vol. 13(9), pages 1-20, April.
    16. Beatrice Castellani & Elena Morini & Mirko Filipponi & Andrea Nicolini & Massimo Palombo & Franco Cotana & Federico Rossi, 2014. "Clathrate Hydrates for Thermal Energy Storage in Buildings: Overview of Proper Hydrate-Forming Compounds," Sustainability, MDPI, vol. 6(10), pages 1-15, September.
    17. Cristina Piselli & Matteo Di Grazia & Anna Laura Pisello, 2020. "Combined Effect of Outdoor Microclimate Boundary Conditions on Air Conditioning System’s Efficiency and Building Energy Demand in Net Zero Energy Settlements," Sustainability, MDPI, vol. 12(15), pages 1-13, July.
    18. Ferdinando Salata & Iacopo Golasi & Emanuele De Lieto Vollaro & Fabio Bisegna & Fabio Nardecchia & Massimo Coppi & Franco Gugliermetti & Andrea De Lieto Vollaro, 2015. "Evaluation of Different Urban Microclimate Mitigation Strategies through a PMV Analysis," Sustainability, MDPI, vol. 7(7), pages 1-19, July.
    19. Kaihua Zhang & Guoliang Yun & Peihao Song & Kun Wang & Ang Li & Chenyu Du & Xiaoli Jia & Yuan Feng & Meng Wu & Kexin Qu & Xiaoxue Zhu & Shidong Ge, 2023. "Discover the Desirable Landscape Structure of Urban Parks for Mitigating Urban Heat: A High Spatial Resolution Study Using a Forest City, Luoyang, China as a Lens," IJERPH, MDPI, vol. 20(4), pages 1-26, February.
    20. Eusébio Conceição & Hazim Awbi, 2021. "Evaluation of Integral Effect of Thermal Comfort, Air Quality and Draught Risk for Desks Equipped with Personalized Ventilation Systems," Energies, MDPI, vol. 14(11), pages 1-19, June.

    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:13:y:2021:i:24:p:13706-:d:700481. 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.