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Assessing the Impact of Land Cover Changes on Surface Urban Heat Islands with High-Spatial-Resolution Imagery on a Local Scale: Workflow and Case Study

Author

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  • Peng Ren

    (State Key Laboratory of Subtropical Building Science, Department of Architecture, South China University of Technology, Guangzhou 510640, China)

  • Xinxin Zhang

    (State Key Laboratory of Subtropical Building Science, Department of Architecture, South China University of Technology, Guangzhou 510640, China
    Architectural Design Research Institute of SCUT, Guangzhou 510640, China)

  • Haoyan Liang

    (State Key Laboratory of Subtropical Building Science, Department of Architecture, South China University of Technology, Guangzhou 510640, China
    Institute of Geography and Tourism, Guangdong University of Finance & Economics, Guangzhou 510320, China)

  • Qinglin Meng

    (State Key Laboratory of Subtropical Building Science, Department of Architecture, South China University of Technology, Guangzhou 510640, China)

Abstract

Low-altitude remote sensing platform has been increasingly applied to observing local thermal environments due to its obvious advantage in spatial resolution and apparent flexibility in data acquisition. However, there is a general lack of systematic analysis for land cover (LC) classification, surface urban heat island (SUHI), and their spatial and temporal change patterns. In this study, a workflow is presented to assess the LC’s impact on SUHI, based on the visible and thermal infrared images with high spatial resolution captured by an unmanned airship in the central area of the Sino-Singapore Guangzhou Knowledge City in 2012 and 2015. Then, the accuracy assessment of LC classification and land surface temperature (LST) retrieval are performed. Finally, the commonly-used indexes in the field of satellites are applied to analyzing the spatial and temporal changes in the SUHI pattern on a local scale. The results show that the supervised maximum likelihood algorithm can deliver satisfactory overall accuracy and Kappa coefficient for LC classification; the root mean square error of the retrieved LST can reach 1.87 °C. Moreover, the LST demonstrates greater consistency with land cover type (LCT) and more fluctuation within an LCT on a local scale than on an urban scale. The normalized LST classified by the mean and standard deviation (STD) is suitable for the high-spatial situation; however, the thermal field level and the corresponded STD multiple need to be judiciously selected. This study exhibits an effective pathway to assess SUHI pattern and its changes using high-spatial-resolution images on a local scale. It is also indicated that proper landscape composition, spatial configuration and materials on a local scale exert greater impacts on SUHI.

Suggested Citation

  • Peng Ren & Xinxin Zhang & Haoyan Liang & Qinglin Meng, 2019. "Assessing the Impact of Land Cover Changes on Surface Urban Heat Islands with High-Spatial-Resolution Imagery on a Local Scale: Workflow and Case Study," Sustainability, MDPI, vol. 11(19), pages 1-24, September.
    • Handle: RePEc:gam:jsusta:v:11:y:2019:i:19:p:5188-:d:269598
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    References listed on IDEAS

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    1. Younha Kim & Seung Man An & Jeong-Hee Eum & Jung-Hun Woo, 2016. "Analysis of Thermal Environment over a Small-Scale Landscape in a Densely Built-Up Asian Megacity," Sustainability, MDPI, vol. 8(4), pages 1-17, April.
    2. Alessandra Battisti & Flavia Laureti & Michele Zinzi & Giulia Volpicelli, 2018. "Climate Mitigation and Adaptation Strategies for Roofs and Pavements: A Case Study at Sapienza University Campus," Sustainability, MDPI, vol. 10(10), pages 1-30, October.
    3. John Paravantis & Mat Santamouris & Constantinos Cartalis & Chrysanthi Efthymiou & Nikoletta Kontoulis, 2017. "Mortality Associated with High Ambient Temperatures, Heatwaves, and the Urban Heat Island in Athens, Greece," Sustainability, MDPI, vol. 9(4), pages 1-22, April.
    4. Mehdi Makvandi & Baofeng Li & Mohamed Elsadek & Zeinab Khodabakhshi & Mohsen Ahmadi, 2019. "The Interactive Impact of Building Diversity on the Thermal Balance and Micro-Climate Change under the Influence of Rapid Urbanization," Sustainability, MDPI, vol. 11(6), pages 1-20, March.
    5. Wei Zhang & Feng Chen, 2018. "Impacts of Grading Rule on Urban Thermal Landscape Pattern Research," Sustainability, MDPI, vol. 10(7), pages 1-16, July.
    6. Weihua Dong & Zhao Liu & Lijie Zhang & Qiuhong Tang & Hua Liao & Xian'en Li, 2014. "Assessing Heat Health Risk for Sustainability in Beijing’s Urban Heat Island," Sustainability, MDPI, vol. 6(10), pages 1-24, October.
    7. Yujiro Hirano & Tomohiko Ihara & Kei Gomi & Tsuyoshi Fujita, 2019. "Simulation-Based Evaluation of the Effect of Green Roofs in Office Building Districts on Mitigating the Urban Heat Island Effect and Reducing CO 2 Emissions," Sustainability, MDPI, vol. 11(7), pages 1-16, April.
    8. Firozjaei, Mohammad Karimi & Nematollahi, Omid & Mijani, Naeim & Shorabeh, Saman Nadizadeh & Firozjaei, Hamzeh Karimi & Toomanian, Ara, 2019. "An integrated GIS-based Ordered Weighted Averaging analysis for solar energy evaluation in Iran: Current conditions and future planning," Renewable Energy, Elsevier, vol. 136(C), pages 1130-1146.
    9. Mat Santamouris & Shamila Haddad & Francesco Fiorito & Paul Osmond & Lan Ding & Deo Prasad & Xiaoqiang Zhai & Ruzhu Wang, 2017. "Urban Heat Island and Overheating Characteristics in Sydney, Australia. An Analysis of Multiyear Measurements," Sustainability, MDPI, vol. 9(5), pages 1-21, April.
    10. Chunxia Liu & Yuechen Li, 2018. "Spatio-Temporal Features of Urban Heat Island and Its Relationship with Land Use/Cover in Mountainous City: A Case Study in Chongqing," Sustainability, MDPI, vol. 10(6), pages 1-15, June.
    11. Tommaso Barbieri & Francesca Despini & Sergio Teggi, 2018. "A Multi-Temporal Analyses of Land Surface Temperature Using Landsat-8 Data and Open Source Software: The Case Study of Modena, Italy," Sustainability, MDPI, vol. 10(5), pages 1-23, May.
    12. Cláudia Reis & António Lopes, 2019. "Evaluating the Cooling Potential of Urban Green Spaces to Tackle Urban Climate Change in Lisbon," Sustainability, MDPI, vol. 11(9), pages 1-17, April.
    13. Zhijie Wu & Yixin Zhang, 2019. "Water Bodies’ Cooling Effects on Urban Land Daytime Surface Temperature: Ecosystem Service Reducing Heat Island Effect," Sustainability, MDPI, vol. 11(3), pages 1-11, February.
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    2. Jamal Suliman Alawamy & Siva K. Balasundram & Ahmad Husni Mohd. Hanif & Christopher Teh Boon Sung, 2020. "Detecting and Analyzing Land Use and Land Cover Changes in the Region of Al-Jabal Al-Akhdar, Libya Using Time-Series Landsat Data from 1985 to 2017," Sustainability, MDPI, vol. 12(11), pages 1-24, June.
    3. Owais Bashir & Shabir Ahmad Bangroo & Wei Guo & Gowhar Meraj & Gebiaw T. Ayele & Nasir Bashir Naikoo & Shahid Shafai & Perminder Singh & Mohammad Muslim & Habitamu Taddese & Irfan Gani & Shafeeq Ur Ra, 2022. "Simulating Spatiotemporal Changes in Land Use and Land Cover of the North-Western Himalayan Region Using Markov Chain Analysis," Land, MDPI, vol. 11(12), pages 1-18, December.

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