Urban–rural gradients in cooling efficiency trends of tree covers across global cities

IF 12.9 1区 地球科学 Q1 GEOGRAPHY, PHYSICAL
Chunli Wang , Kaiyuan Li , Wenfeng Zhan , Long Li , Chenguang Wang , Shasha Wang , Sida Jiang , Shuang Ge , Zihan Liu
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Abstract

Understanding how cooling efficiency (CE) trends of tree covers respond to background climate change and local urbanization is essential for optimizing urban greening strategies. However, previous studies have largely focused on city-wide CE trends, often with a limited number of cities or with limited geographic scope. Consequently, the spatial heterogeneity in CE trends across urban–rural gradients, and their underlying drivers remain poorly understood, especially across cities worldwide. Here we quantified summer daytime CE trends from 2003 to 2020 across six urban–rural gradients (i.e., urban cores, new towns, urban fringes, suburbs, rural fringes, and rural backgrounds) in more than 5,000 global cities, utilizing MODIS-derived land surface temperature and tree cover data. We observed an inverse-V shape in CE trends along urban–rural gradient, with peak values in urban fringes (0.10 ± 0.01 °C/%/century, mean ± one standard error), followed by new towns, cores, and three rural gradients. The trends in CE were generally positive across most climate zones, yet arid regions exhibited a decline (−0.06 ± 0.06 °C/%/century). CE trends strengthened with increasing city size in urban fringes, yet they decreased in cores and new towns. Using a LightGBM-SHAP algorithm, we found that the macro-scale background climate dominated the CE trends in urban areas (43%), whereas micro-scale local surface properties emerged as the primary contributors in rural areas (48%). Our findings provide critical insights into the spatial heterogeneity of CE trends of urban tree covers at a global scale.
全球城市树木覆盖降温效率趋势的城乡梯度
了解树木覆盖的冷却效率(CE)趋势如何响应背景气候变化和当地城市化,对于优化城市绿化策略至关重要。然而,以前的研究主要集中在城市范围内的CE趋势,通常是有限数量的城市或有限的地理范围。因此,城乡梯度间消费成本趋势的空间异质性及其潜在驱动因素仍然知之甚少,特别是在世界各地的城市之间。在此,我们利用modis获取的地表温度和树木覆盖数据,量化了2003 - 2020年全球5000多个城市的6个城乡梯度(即城市核心、新城、城市边缘、郊区、农村边缘和农村背景)的夏季日间CE趋势。我们观察到城乡梯度的CE趋势呈倒v型,城市边缘的峰值(0.10±0.01°C/%/世纪,平均值±一个标准误差),其次是新城、核心和三个农村梯度。大部分气候带的CE总体呈正趋势,而干旱区则呈下降趋势(- 0.06±0.06°C/%/世纪)。随着城市规模的增加,城市边缘地区的CE趋势增强,而核心和新市镇的CE趋势减弱。使用LightGBM-SHAP算法,我们发现宏观尺度的背景气候主导了城市地区的CE趋势(43%),而微观尺度的局部地表性质成为农村地区的主要贡献者(48%)。我们的研究结果为全球范围内城市树木覆盖CE趋势的空间异质性提供了重要的见解。
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来源期刊
ISPRS Journal of Photogrammetry and Remote Sensing
ISPRS Journal of Photogrammetry and Remote Sensing 工程技术-成像科学与照相技术
CiteScore
21.00
自引率
6.30%
发文量
273
审稿时长
40 days
期刊介绍: The ISPRS Journal of Photogrammetry and Remote Sensing (P&RS) serves as the official journal of the International Society for Photogrammetry and Remote Sensing (ISPRS). It acts as a platform for scientists and professionals worldwide who are involved in various disciplines that utilize photogrammetry, remote sensing, spatial information systems, computer vision, and related fields. The journal aims to facilitate communication and dissemination of advancements in these disciplines, while also acting as a comprehensive source of reference and archive. P&RS endeavors to publish high-quality, peer-reviewed research papers that are preferably original and have not been published before. These papers can cover scientific/research, technological development, or application/practical aspects. Additionally, the journal welcomes papers that are based on presentations from ISPRS meetings, as long as they are considered significant contributions to the aforementioned fields. In particular, P&RS encourages the submission of papers that are of broad scientific interest, showcase innovative applications (especially in emerging fields), have an interdisciplinary focus, discuss topics that have received limited attention in P&RS or related journals, or explore new directions in scientific or professional realms. It is preferred that theoretical papers include practical applications, while papers focusing on systems and applications should include a theoretical background.
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