基于热环境空间网络的城市热传递和流量严重程度评估

IF 6 2区 工程技术 Q1 ENVIRONMENTAL SCIENCES
Yue Shi, Qiang Fan, Xiaonan Song, Dandan Li
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引用次数: 0

摘要

分析城市热环境空间网络的演化可以有效地评价城市热岛效应的发展模式,对城市的可持续发展具有重要意义。我们采用“热源-热阻面-热环境空间网络”的研究框架进行实验。特别是,通过关注热环境空间网络中的阻力面问题,我们开发了一种集成XGBoost模型和SHAP的构造阻力面的方法。利用多时相遥感数据,建立了不同年份的热环境空间网络,得出以下结论:2010年和2023年高温和高温的分布范围明显扩大;1992 - 2023年,低、低、中、高4个高温区向高温区的转换面积不断增加,累计达304.6986 km2;归一化差分构建指数(NDBI)是构建阻力面最重要的因素;1992年为69条,1999年为55条,2010年为81条,2023年为65条;2010年热环境空间网络结构最为复杂,闭环数量最多,网络连通性达到峰值;2023年的传热和流动更为严峻。这些发现可为城市规划和管理提供有价值的参考,同时也丰富了城市热环境相关研究的结构框架。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Assessing the severity of urban heat transfer and flow across years: Evidence from thermal environment spatial networks
Analysis of the evolution of urban thermal environment spatial networks can effectively assess the development patterns of the urban heat island effect, which is important for sustainable urban development. We employed a research framework of “heat sources - thermal resistance surfaces - thermal environment spatial network “ to conduct our experiments. Particularly, by focusing on the issue of resistance surfaces within the spatial network of a thermal environment, we developed a method for constructing resistance surfaces that integrates the XGBoost model and SHAP. Using multi-temporal remote sensing data, we established thermal environment spatial networks for different years and reached the following conclusions: the distribution range of high and higher temperatures in 2010 and 2023 is significantly broad; the conversion area from low, lower, middle, and higher temperature zones to high temperature zones has continuously increased, totaling 304.6986 km2 from 1992 to 2023; the Normalized Difference Built-up Index (NDBI) is the most significant factor in constructing the resistance surface; the number of thermal corridors was 69 in 1992, 55 in 1999, 81 in 2010, and 65 in 2023; the thermal environment spatial network structure in 2010 was the most complex, with the number of closed loops was the highest, and the network connectivity was at its peak; and the heat transfer and flow in 2023 are more severe. These findings can serve as a valuable reference for urban planning and management, while also enriching the structural framework for studies related to the urban thermal environment.
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来源期刊
Urban Climate
Urban Climate Social Sciences-Urban Studies
CiteScore
9.70
自引率
9.40%
发文量
286
期刊介绍: Urban Climate serves the scientific and decision making communities with the publication of research on theory, science and applications relevant to understanding urban climatic conditions and change in relation to their geography and to demographic, socioeconomic, institutional, technological and environmental dynamics and global change. Targeted towards both disciplinary and interdisciplinary audiences, this journal publishes original research papers, comprehensive review articles, book reviews, and short communications on topics including, but not limited to, the following: Urban meteorology and climate[...] Urban environmental pollution[...] Adaptation to global change[...] Urban economic and social issues[...] Research Approaches[...]
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