热浪事件中二维/三维城市形态对特大城市功能区热岛效应的影响及阈值检测

IF 10.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY
Yicong Chen , Weibo Ma , Yamei Shao , Nan Wang , Zhaowu Yu , Haidong Li , Qingwu Hu
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引用次数: 0

摘要

城市形态(UM)及其关键阈值对热浪事件期间城市热岛(UHI)强度的贡献尚不明确。针对这一问题,利用高分辨率遥感和地理信息系统数据,包括与建筑体积、植被体积等相关的 57 个二维/三维城市形态指数,采用逐步多元线性回归(SMLR)和基于 XGBoost 的 SHAP 可解释方法,量化了热浪事件期间城市形态对上海特大城市夏季白天地表温度(LST)的影响和阈值。结果表明,增加城市功能区(UFZs)内的树木覆盖率不再能有效缓解 UHI;相反,减少建筑物与植被体积的差异才是与植被相关的关键降温因素。我们提出的三维建筑-植被综合形态指数对低温热量有很好的解释作用,与二维城市功能区指数(29%-44%)一起主要控制城市功能区的低温热量变化。在热浪事件期间,UM 的影响也出现了阈值效应,当其值分别低于 11.9 % 和 98.9 % 时,堆积物的比例和内聚力一般对 LST 的影响较小。基于这些研究结果,我们建议,在热浪事件期间,根据大冠层树种的生态建设情况来减少建筑物与植被之间的体积差,可作为减缓 UFZ 中 UHI 的有效方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The impacts and thresholds detection of 2D/3D urban morphology on the heat island effects at the functional zone in megacity during heatwave event
The contributions of urban morphology (UM) and their key thresholds to urban heat island (UHI) intensity during heatwave events lack clarity. In response to this problem, the impacts and thresholds of UM on summer daytime land surface temperature (LST) in megacity, Shanghai, during the heatwave event were quantified by high-resolution remote sensing and GIS data, including 57 2D/3D UM indices associated with building volumes, vegetation volumes and so on, using stepwise multiple linear regression (SMLR), and XGBoost-based SHAP interpretable methods. The results show that increasing the proportion of tree cover within urban functional zones (UFZs) no longer effectively mitigates UHI; instead, reducing the difference in building and vegetation volume is the key cooling factor related to vegetation. The 3D building-vegetation integrated morphology indices, we proposed, show a fine explanatory on LST, and predominantly govern LST variations in UFZs together with the 2D UM indices (29 %-44 %). Threshold effects are also observed in the impacts of UM during the heatwave event, and the proportion and cohesion of built-up generally has a low impact on LST, when their values are lower than 11.9 % and 98.9 % respectively. Based on these findings, we proposed that the reduction of the volume difference between buildings and vegetation depending on ecological construction of tree species with large canopy may serve as an effective approach to mitigate UHI in UFZs during heatwave events.
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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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