Detailed height mapping of trees and buildings (HiTAB) in Chicago and its implications to urban climate studies

IF 5.8 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Peiyuan Li and Ashish Sharma
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Abstract

The vertical dimensions of urban morphology, specifically the heights of trees and buildings, exert significant influence on wind flow fields in urban street canyons and the thermal environment of the urban fabric, subsequently affecting the microclimate, noise levels, and air quality. Despite their importance, these critical attributes are less commonly available and rarely utilized in urban climate models compared to planar land use and land cover data. In this study, we explicitly mapped the height of trees and buildings (HiTAB) across the city of Chicago at 1 m spatial resolution using a data fusion approach. This approach integrates high-precision light detection and ranging (LiDAR) cloud point data, building footprint inventory, and multi-band satellite images. Specifically, the digital terrain and surface models were first created from the LiDAR dataset to calculate the height of surface objects, while the rest of the datasets were used to delineate trees and buildings. We validated the derived height information against the existing building database in downtown Chicago and the Meter-scale Urban Land Cover map from the Environmental Protection Agency, respectively. The co-investigation on trees and building heights offers a valuable initiative in the effort to inform urban land surface parameterizations using real-world data. Given their high spatial resolution, the height maps can be adopted in physical-based and data-driven urban models to achieve higher resolution and accuracy while lowering uncertainties. Moreover, our method can be extended to other urban regions, benefiting from the growing availability of high-resolution urban informatics globally. Collectively, these datasets can substantially contribute to future studies on hyper-local weather dynamics, urban heterogeneity, morphology, and planning, providing a more comprehensive understanding of urban environments.
芝加哥树木和建筑物高度详图(HiTAB)及其对城市气候研究的影响
城市形态的垂直维度,特别是树木和建筑物的高度,对城市街道峡谷中的风流场和城市结构的热环境有重大影响,进而影响小气候、噪音水平和空气质量。尽管这些属性非常重要,但与平面土地利用和土地覆盖数据相比,这些关键属性在城市气候模型中并不常见,也很少被利用。在这项研究中,我们采用数据融合方法,以 1 米的空间分辨率明确绘制了芝加哥市的树木和建筑物高度图(HiTAB)。这种方法整合了高精度光探测与测距(LiDAR)云点数据、建筑物足迹清单和多波段卫星图像。具体来说,首先利用激光雷达数据集创建数字地形和地表模型,计算地表物体的高度,然后利用其他数据集划分树木和建筑物。我们分别根据芝加哥市中心现有的建筑物数据库和环境保护局的米级城市土地覆盖图验证了得出的高度信息。对树木和建筑物高度的联合调查是利用真实世界数据为城市地表参数化提供信息的一项有价值的举措。由于高度图具有很高的空间分辨率,因此可用于基于物理和数据驱动的城市模型,以实现更高的分辨率和精度,同时降低不确定性。此外,我们的方法还可以扩展到其他城市地区,从而受益于全球范围内不断增长的高分辨率城市信息数据。总之,这些数据集可为未来超本地天气动力学、城市异质性、形态学和规划研究做出重大贡献,提供对城市环境更全面的理解。
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来源期刊
Environmental Research Letters
Environmental Research Letters 环境科学-环境科学
CiteScore
11.90
自引率
4.50%
发文量
763
审稿时长
4.3 months
期刊介绍: Environmental Research Letters (ERL) is a high-impact, open-access journal intended to be the meeting place of the research and policy communities concerned with environmental change and management. The journal''s coverage reflects the increasingly interdisciplinary nature of environmental science, recognizing the wide-ranging contributions to the development of methods, tools and evaluation strategies relevant to the field. Submissions from across all components of the Earth system, i.e. land, atmosphere, cryosphere, biosphere and hydrosphere, and exchanges between these components are welcome.
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