Planar vs. Vertical Dominance? A Nonlinear Analysis of the Urban Landscape-Land Surface Temperature Nexus

IF 1.9 4区 社会学 Q3 ENVIRONMENTAL STUDIES
Chaohui Yin, Jinlong Yan, Qian Wen, Yang Zhang, Zihao An, Yueyang Wang
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引用次数: 0

Abstract

Urban landscape modifications are proposed as a potential solution to mitigate urban heat islands (UHIs). Previous research has explored the effects of planar and vertical urban landscape characteristics on land surface temperature (LST). However, these studies predominantly assume a yet-to-be-validated linearity in these effects, and overlook the multifaceted nature of these characteristics. As a result, the nuanced impact of urban landscapes and the accurate relative importance of planar versus vertical characteristics in shaping LST remain unclear. This study, focusing on Wuhan, China, investigates the nonlinear associations between planar and vertical urban landscapes and LST using random forest models. Our findings indicate that planar landscape characteristics contribute more significantly to LST variation than vertical characteristics (73% vs. 11%). Nevertheless, despite the seemingly small contribution of vertical characteristics, their impact is nearly equivalent to that of location characteristics (12%) and substantially surpasses that of socioeconomic factors (4%). Water area proportion, building density, greenspace proportion, and floor area ratio emerge as the most influential urban landscape characteristics. Moreover, our results reveal prevalent but distinct nonlinear relationships between urban landscapes and LST, identifying four patterns: L−/inverted-L- shape, stepwise-decline−/increase, inverted-U-shaped, and N-shaped patterns. Our research provides valuable insights into multidimensional urban planning strategies for effective UHI mitigation. Taking into account the revealed nonlinearity, we also propose planning strategies to address the complex challenges of regulating urban thermal environments.

平面优势vs垂直优势?城市景观-地表温度关系的非线性分析
城市景观改造被认为是缓解城市热岛(UHIs)的潜在解决方案。以往的研究主要探讨了平面和垂直城市景观特征对地表温度的影响。然而,这些研究主要假设这些影响中存在有待验证的线性关系,而忽略了这些特征的多面性。因此,城市景观的微妙影响以及平面与垂直特征在形成地表温度方面的准确相对重要性仍不清楚。本文以武汉市为研究对象,利用随机森林模型研究了城市平面和垂直景观与地表温度之间的非线性关系。研究结果表明,平面景观特征对地表温度变化的影响比垂直景观特征更显著(73%比11%)。然而,尽管垂直特征的贡献看似很小,但其影响几乎与位置特征相当(12%),并大大超过社会经济因素(4%)。水体面积占比、建筑密度、绿地占比和容积率成为最具影响力的城市景观特征。此外,我们的研究结果揭示了城市景观与地表温度之间普遍但明显的非线性关系,确定了四种模式:L- /倒L型、逐步下降/增加、倒u型和n型模式。我们的研究为有效缓解城市热岛问题的多维城市规划战略提供了宝贵的见解。考虑到所揭示的非线性,我们还提出了规划策略来解决调节城市热环境的复杂挑战。
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来源期刊
CiteScore
3.80
自引率
5.30%
发文量
57
期刊介绍: Description The journal has an applied focus: it actively promotes the importance of geographical research in real world settings It is policy-relevant: it seeks both a readership and contributions from practitioners as well as academics The substantive foundation is spatial analysis: the use of quantitative techniques to identify patterns and processes within geographic environments The combination of these points, which are fully reflected in the naming of the journal, establishes a unique position in the marketplace. RationaleA geographical perspective has always been crucial to the understanding of the social and physical organisation of the world around us. The techniques of spatial analysis provide a powerful means for the assembly and interpretation of evidence, and thus to address critical questions about issues such as crime and deprivation, immigration and demographic restructuring, retailing activity and employment change, resource management and environmental improvement. Many of these issues are equally important to academic research as they are to policy makers and Applied Spatial Analysis and Policy aims to close the gap between these two perspectives by providing a forum for discussion of applied research in a range of different contexts  Topical and interdisciplinaryIncreasingly government organisations, administrative agencies and private businesses are requiring research to support their ‘evidence-based’ strategies or policies. Geographical location is critical in much of this work which extends across a wide range of disciplines including demography, actuarial sciences, statistics, public sector planning, business planning, economics, epidemiology, sociology, social policy, health research, environmental management.   FocusApplied Spatial Analysis and Policy will draw on applied research from diverse problem domains, such as transport, policing, education, health, environment and leisure, in different international contexts. The journal will therefore provide insights into the variations in phenomena that exist across space, it will provide evidence for comparative policy analysis between domains and between locations, and stimulate ideas about the translation of spatial analysis methods and techniques across varied policy contexts. It is essential to know how to measure, monitor and understand spatial distributions, many of which have implications for those with responsibility to plan and enhance the society and the environment in which we all exist.   Readership and Editorial BoardAs a journal focused on applications of methods of spatial analysis, Applied Spatial Analysis and Policy will be of interest to scholars and students in a wide range of academic fields, to practitioners in government and administrative agencies and to consultants in private sector organisations. The Editorial Board reflects the international and multidisciplinary nature of the journal.
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