Separating urban heat island circulation and convective cells through dynamic mode decomposition

IF 2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES
Takuto Sato, Hideitsu Hino, Hiroyuki Kusaka
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Abstract

This study applies dynamic mode decomposition (DMD) to three-dimensional simulation results of urban heat island circulation (UHIC, which is horizontal circulation) and thermals (vertical convections). The aim of this study is to revisit how these phenomena coexist based on the characteristics of temporal changes in the flow field. We used DMD to obtain the dominant spatial patterns and information on temporal changes. One of the modes of horizontal wind, which does not change temporally (no oscillation or amplification), exhibits a spatial UHIC pattern. The unique feature of this UHIC mode is that there are small-scale striated structures (150–200 m) and large-scale convergence. The other modes are time-varying (oscillating and decaying) and represent smaller spatial-scale phenomena (150–250 m), such as thermals. The frequency of each mode takes various values, some of which are lower than the lifetime of thermals in accordance with the Deardorff convective scale (~10 min). These low-frequency modes showed striated structures similar to that observed in the UHIC modes. These results suggest that UHIC and thermals deform each other through components that vary in long temporal scales.

Abstract Image

通过动态模态分解分离城市热岛环流和对流单体
本文将动态模态分解(DMD)方法应用于城市热岛环流(UHIC,即水平环流)和热气流(垂直对流)的三维模拟结果。本研究的目的是根据流场的时间变化特征重新审视这些现象如何共存。我们利用DMD获得了主要的空间格局和时间变化信息。其中一种不随时间变化(无振荡或放大)的水平风模态表现出空间超高压模式。该模式的独特之处在于存在小尺度(150-200 m)的条状结构和大尺度的辐合。其他模态是时变的(振荡和衰减),代表较小的空间尺度现象(150-250 m),如热现象。各模态的频率值各不相同,有的低于Deardorff对流尺度下的热源寿命(~10 min)。这些低频模式显示出类似于在超高压模式中观察到的条纹结构。这些结果表明,超高压和热流通过在长时间尺度上变化的分量相互变形。
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来源期刊
Atmospheric Science Letters
Atmospheric Science Letters METEOROLOGY & ATMOSPHERIC SCIENCES-
CiteScore
4.90
自引率
3.30%
发文量
73
审稿时长
>12 weeks
期刊介绍: Atmospheric Science Letters (ASL) is a wholly Open Access electronic journal. Its aim is to provide a fully peer reviewed publication route for new shorter contributions in the field of atmospheric and closely related sciences. Through its ability to publish shorter contributions more rapidly than conventional journals, ASL offers a framework that promotes new understanding and creates scientific debate - providing a platform for discussing scientific issues and techniques. We encourage the presentation of multi-disciplinary work and contributions that utilise ideas and techniques from parallel areas. We particularly welcome contributions that maximise the visualisation capabilities offered by a purely on-line journal. ASL welcomes papers in the fields of: Dynamical meteorology; Ocean-atmosphere systems; Climate change, variability and impacts; New or improved observations from instrumentation; Hydrometeorology; Numerical weather prediction; Data assimilation and ensemble forecasting; Physical processes of the atmosphere; Land surface-atmosphere systems.
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