基于当地气候带的城市结构对杭州小学周边地表温度的影响

IF 10.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Sustainable Cities and Society Pub Date : 2024-07-31 DOI:10.1016/j.scs.2024.105724
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引用次数: 0

摘要

城市结构多样化导致的地表温度(LST)变化引起了广泛关注。小学生作为最大的受教育群体,尤其容易受到影响。然而,很少有研究对这种变化在学生集中的小学周围的表现形式进行调查。在此,研究人员借助基于遥感技术的地方气候区(LCZ)识别了杭州的城市结构,分析了 458 所小学周围的土地利用/土地覆被特征。此外,还采用随机森林回归模型探讨了LCZs与小学周边季节性LST之间的关系以及LCZs的相对重要性。结果表明(1) 小学周围的土地利用强度和 LST 均较高。(2) 不同 LCZ 的 LST 表现出显著的季节性差异。(3)LCZ 与 LST 之间存在非线性关系,其中紧凑型中层建筑、开放式高层建筑、茂密树木、零星树木和水域是五种最相关的类型。(4) 小学周围的 LST 与人工地面的城市形态密切相关,其中建筑密度是主要因素。这些研究结果为小学周边地区的土地利用规划提供了有价值的参考。
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Effect of urban structure on land surface temperature around elementary schools in Hangzhou based on local climate zones

Changes in land surface temperature (LST) caused by the diversification of urban structures have garnered widespread attention. Elementary school students, the largest group receiving education, are particularly vulnerable. However, few studies have investigated how such changes manifest around elementary schools where students are concentrated. Herein, the urban structure of Hangzhou was identified with the help of local climate zones (LCZs) based on remote sensing to analyze the land use/land cover characteristics around 458 elementary schools. Moreover, a random forest regression model was employed to explore the relation between LCZs and seasonal LST around elementary schools and the relative importance of LCZs. Results indicate the following: (1) The land use intensity and LST around elementary schools were higher. (2) The LST of different LCZs exhibited significant seasonal differences. (3) A nonlinear relationship existed between LCZs and LST around elementary schools, of which compact midrise, open high-rise, dense trees, scattered trees and water were the five most relevant types. (4) The LST around elementary schools was closely related to the urban morphology of artificial surfaces, in which building density was the dominant factor. These findings provide valuable references for land use planning in the surrounding areas of elementary schools.

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来源期刊
Sustainable Cities and Society
Sustainable Cities and Society Social Sciences-Geography, Planning and Development
CiteScore
22.00
自引率
13.70%
发文量
810
审稿时长
27 days
期刊介绍: Sustainable Cities and Society (SCS) is an international journal that focuses on fundamental and applied research to promote environmentally sustainable and socially resilient cities. The journal welcomes cross-cutting, multi-disciplinary research in various areas, including: 1. Smart cities and resilient environments; 2. Alternative/clean energy sources, energy distribution, distributed energy generation, and energy demand reduction/management; 3. Monitoring and improving air quality in built environment and cities (e.g., healthy built environment and air quality management); 4. Energy efficient, low/zero carbon, and green buildings/communities; 5. Climate change mitigation and adaptation in urban environments; 6. Green infrastructure and BMPs; 7. Environmental Footprint accounting and management; 8. Urban agriculture and forestry; 9. ICT, smart grid and intelligent infrastructure; 10. Urban design/planning, regulations, legislation, certification, economics, and policy; 11. Social aspects, impacts and resiliency of cities; 12. Behavior monitoring, analysis and change within urban communities; 13. Health monitoring and improvement; 14. Nexus issues related to sustainable cities and societies; 15. Smart city governance; 16. Decision Support Systems for trade-off and uncertainty analysis for improved management of cities and society; 17. Big data, machine learning, and artificial intelligence applications and case studies; 18. Critical infrastructure protection, including security, privacy, forensics, and reliability issues of cyber-physical systems. 19. Water footprint reduction and urban water distribution, harvesting, treatment, reuse and management; 20. Waste reduction and recycling; 21. Wastewater collection, treatment and recycling; 22. Smart, clean and healthy transportation systems and infrastructure;
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