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Mesoscale weather influenced by auroral gravity waves contributing to conditional symmetric instability release? 受极光重力波影响的中尺度天气是否有助于条件对称不稳定性的释放?
Q2 Earth and Planetary Sciences Pub Date : 2024-07-15 DOI: 10.5194/asr-21-1-2024
P. Prikryl
Abstract. We consider possible influence on severe weather occurrence in the context of solar wind coupling to the magnetosphere–ionosphere–atmosphere system, mediated by aurorally excited atmospheric gravity waves. Solar wind high-speed streams from coronal holes cause intensifications of ionospheric currents at high latitudes launching gravity waves propagating in the upper and lower atmosphere. While these gravity waves reach the troposphere with much attenuated amplitudes, they can contribute to conditional symmetric instability release and intensification of storms. Severe weather events, including winter storms and heavy rainfall causing floods and flash floods, show a tendency to follow arrivals of solar wind high-speed streams from coronal holes. The ERA5 re-analysis is used to evaluate slantwise convective available potential energy and vertically integrated extent of realizable symmetric instability to assess the likelihood of slantwise convection in frontal zones of extratropical cyclones during severe snowstorms and flash floods. The observed low-level southerly winds and high wind shears in these regions are favorable conditions for over-reflection of down-going aurorally excited gravity waves potentially contributing to conditional symmetric instability release leading to slantwise convection and high-rate precipitation.
摘要。我们在太阳风与磁层-电离层-大气层系统耦合的背景下,通过极光激发的大气重力波,考虑了对恶劣天气发生的可能影响。来自日冕洞的太阳风高速流导致高纬度电离层电流增强,从而引发重力波在上下大气层传播。虽然这些重力波到达对流层时的振幅会大大减弱,但它们可以促进条件对称不稳定的释放和风暴的加剧。包括冬季风暴和造成洪水和山洪暴发的强降雨在内的恶劣天气事件显示出一种趋势,即太阳风高速流从日冕洞到达后,太阳风高速流也会随之到达。ERA5再分析用于评估斜向对流的可用势能和可实现的对称不稳定性的垂直综合范围,以评估在严重暴风雪和山洪暴发期间,外热带气旋锋面区发生斜向对流的可能性。在这些区域观测到的低层偏南风和高风切变是下行极光激发重力波过度反射的有利条件,有可能导致有条件的对称不稳定性释放,从而导致斜向对流和高速降水。
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引用次数: 0
Probabilistic end-to-end irradiance forecasting through pre-trained deep learning models using all-sky-images 通过使用全天空图像的预训练深度学习模型进行端到端辐照度概率预测
Q2 Earth and Planetary Sciences Pub Date : 2024-01-02 DOI: 10.5194/asr-20-129-2024
Samer Chaaraoui, Sebastian Houben, Stefanie Meilinger
Abstract. This work proposes a novel approach for probabilistic end-to-end all-sky imager-based nowcasting with horizons of up to 30 min using an ImageNet pre-trained deep neural network. The method involves a two-stage approach. First, a backbone model is trained to estimate the irradiance from all-sky imager (ASI) images. The model is then extended and retrained on image and parameter sequences for forecasting. An open access data set is used for training and evaluation. We investigated the impact of simultaneously considering global horizontal (GHI), direct normal (DNI), and diffuse horizontal irradiance (DHI) on training time and forecast performance as well as the effect of adding parameters describing the irradiance variability proposed in the literature. The backbone model estimates current GHI with an RMSE and MAE of 58.06 and 29.33 W m−2, respectively. When extended for forecasting, the model achieves an overall positive skill score reaching 18.6 % compared to a smart persistence forecast. Minor modifications to the deterministic backbone and forecasting models enables the architecture to output an asymmetrical probability distribution and reduces training time while leading to similar errors for the backbone models. Investigating the impact of variability parameters shows that they reduce training time but have no significant impact on the GHI forecasting performance for both deterministic and probabilistic forecasting while simultaneously forecasting GHI, DNI, and DHI reduces the forecast performance.
摘要这项工作提出了一种新方法,利用 ImageNet 预训练的深度神经网络进行基于全天空成像仪的概率端到端预报,预报视角可达 30 分钟。该方法包括两个阶段。首先,训练一个骨干模型,以估计来自全天空成像仪(ASI)图像的辐照度。然后在图像和参数序列上对模型进行扩展和再训练,以进行预测。训练和评估使用的是一个开放数据集。我们研究了同时考虑全球水平辐照度(GHI)、直接法线辐照度(DNI)和漫反射水平辐照度(DHI)对训练时间和预报性能的影响,以及添加文献中提出的辐照度变化参数的效果。骨干模型估算的当前 GHI 的均方根误差和最大均方根误差分别为 58.06 W m-2 和 29.33 W m-2。当扩展到预报时,与智能持续预报相比,该模式的总体技能得分达到了 18.6%。对确定性骨干模型和预测模型稍作修改后,该架构就能输出非对称概率分布,并减少了训练时间,同时导致骨干模型出现类似误差。对变量参数影响的研究表明,这些参数减少了训练时间,但对确定性和概率性预测的 GHI 预测性能没有显著影响,而同时预测 GHI、DNI 和 DHI 则降低了预测性能。
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引用次数: 0
Intercomparing the quality of recent reanalyses for offshore wind farm planning in Germany's exclusive economic zone of the North Sea 德国北海专属经济区海上风电场规划近期再分析质量的相互比较
Q2 Earth and Planetary Sciences Pub Date : 2023-11-17 DOI: 10.5194/asr-20-109-2023
T. Spangehl, M. Borsche, Deborah Niermann, Frank Kaspar, S. Schimanke, Susanne Brienen, Thomas Möller, Maren Brast
Abstract. In order to facilitate offshore wind farm tenders, Deutscher Wetterdienst (DWD, Germany's national meteorological service) provides reanalysis data and quality assessments to Bundesamt für Seeschifffahrt und Hydrographie (BSH, Federal Maritime and Hydrographic Agency). The regional reanalysis COSMO-REA6 is used besides the global reanalysis ERA5. New reanalyses and derived products getting available are (i) the regional reanalysis CERRA (C3S), (ii) COSMO-R6G2, a successor of COSMO-REA6 which is currently produced by DWD and (iii) HoKliSim-De, a convection-permitting climate simulation for Germany with COSMO-CLM as a regional downscaling of ERA5. In the present study, the quality of the different data sets for offshore wind energy application is compared using in-situ measurements of the wind speed and wind direction from the top anemometer and vane of the FINO1 research platform and satellite-based data of the near-surface wind speed from the Copernicus Marine Environment Monitoring Service (CMEMS) and the EUMETSAT Satellite Application Facility on Climate Monitoring (CM SAF). Evaluation at FINO1 focuses on the time period prior to the installation of nearby wind farms to avoid wake effects. COSMO-REA6, CERRA and HoKliSim-De show only small biases and resemble the observed distribution of the wind speed at FINO1 whereas ERA5 shows slightly lower values of the wind speed at 100 m. All model-based products tend to slightly underestimate the occurrence of south-westerly wind directions and overestimate wind directions from West to Northwest. Smallest directional biases are analysed for COSMO-REA6. Analysis of the windstorm CHRISTIAN suggests that ensemble information is required for the representation of individual extreme events. Evaluation of the near-surface wind speed using satellite-based data is performed for an area around the German Exclusive Economic Zone (EEZ) of the North Sea. The median bias of ERA5 and COSMO-REA6 is close to zero. CERRA shows a systematic overestimation of the near-surface wind speed compared to the satellite-based reference datasets. By contrast, a slight underestimation is analysed for HoKliSim-De. The bias distribution analysed for a first simulation stream of COSMO-R6G2 is similar to COSMO-REA6 which provides initial indication for the applicability of the new product.
摘要为方便海上风电场招标,德国国家气象局(DWD)向联邦海洋和水文局(BSH)提供再分析数据和质量评估。除全球再分析 ERA5 外,还使用区域再分析 COSMO-REA6。新的再分析和衍生产品有:(i) 区域再分析 CERRA (C3S);(ii) COSMO-R6G2,这是 COSMO-REA6 的后续产品,目前由 DWD 生产;(iii) HoKliSim-De,这是德国的对流允许气候模拟,采用 COSMO-CLM 作为 ERA5 的区域降尺度。在本研究中,利用 FINO1 研究平台顶部风速计和风向标的现场风速和风向测量数据,以及哥白尼海洋环境监测服务(CMEMS)和欧洲气象卫星应用组织气候监测卫星应用设施(CM SAF)的近地面风速卫星数据,对海上风能应用的不同数据集的质量进行了比较。FINO1 的评估侧重于附近风电场安装之前的时间段,以避免尾流效应。COSMO-REA6、CERRA 和 HoKliSim-De 显示的偏差很小,与 FINO1 观测到的风速分布相似,而 ERA5 显示的 100 米处风速值略低。所有基于模式的产品都倾向于略微低估西南风向的出现,高估从西部到西北部的风向。COSMO-REA6 的风向偏差最小。对风暴 CHRISTIAN 的分析表明,在表示单个极端事件时需要集合信息。利用卫星数据对北海德国专属经济区(EEZ)周围地区的近地表风速进行了评估。ERA5和COSMO-REA6的偏差中值接近于零。与基于卫星的参考数据集相比,CERRA 显示近地面风速被系统地高估了。相比之下,HoKliSim-De 的分析结果略有低估。对 COSMO-R6G2 第一模拟流进行分析后发现,其偏差分布与 COSMO-REA6 相似,这初步表明了新产品的适用性。
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引用次数: 0
Internal boundary layer characteristics at the southern Bulgarian Black Sea coast 保加利亚黑海南部海岸的内边界层特征
Q2 Earth and Planetary Sciences Pub Date : 2023-09-28 DOI: 10.5194/asr-20-97-2023
Damyan Barantiev, Ekaterina Batchvarova
Abstract. The marine Atmospheric Boundary Layer (ABL) over the southern Bulgarian Black Sea coast is studied based on remote sensing measurements with a monostatic Doppler sodar system located at about 400 m inland. Long-term profile data (August 2008–October 2016) with high spatial (10 m) and temporal (20 min running averages at every 10 min) resolution was analysed to reveal the complex vertical structure of the coastal ABL at marine airflow. The processes of air masses transformation due to the sharp change in physical characteristics of the underlying surface lead to Internal Boundary Layer (IBL) formation. Its spatial scales as a sublayer of the coastal ABL depend on the distance from the shore. In the absence of temperature and humidity profile measurements, the turbulent profiles of marine air masses of different fetch over land (400 to 2500 m) were used to examine the characteristics of the IBL. Different fetch or distance passed by the marine airflow before reaching the sodar is considered selecting intervals of wind directions. IBL heights between 60 and 150 m depending on the fetch are obtained.
摘要利用位于内陆约400 m的单站多普勒雷达系统遥感测量,研究了保加利亚黑海南部海岸上空的海洋大气边界层。对2008年8月至2016年10月的高空间分辨率(10米)和高时间分辨率(每10分钟20分钟运行平均值)的长期剖面数据进行分析,揭示了海洋气流作用下沿海ABL复杂的垂直结构。由于下垫面物理特性的急剧变化,气团的转变过程导致了内边界层的形成。其作为海岸ABL亚层的空间尺度取决于离海岸的距离。在没有温度和湿度廓线测量的情况下,利用陆地(400 ~ 2500 m)不同高度海洋气团的湍流廓线来研究IBL的特征。考虑海洋气流在到达雷达前经过的不同距离或距离,选择风向间隔。IBL高度在60至150米之间,取决于fetch。
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引用次数: 0
Recent improvements in the E-OBS gridded data set for daily mean wind speed over Europe in the period 1980–2021 1980-2021年欧洲日平均风速E-OBS网格数据集的最新改进
Q2 Earth and Planetary Sciences Pub Date : 2023-08-23 DOI: 10.5194/asr-20-91-2023
Jouke H. S. de Baar, Linh Nhat Luu, G. van der Schrier, E. V. D. van den Besselaar, Irene Garcia‐Marti
Abstract. In this work, we present the most recent updates in the E-OBS gridded data set for daily mean wind speed over Europe. The data set is provided as an ensemble of 20 equally likely realisations. The main improvements of this data set are the use of forward selection linear regression for the monthly background field, as well as a method to ensure the reliability of the ensemble dispersion. In addition, we make a preliminary study into possible causes of the observed terrestrial wind stilling effect, such as local changes in surface roughness length.
摘要在这项工作中,我们提供了欧洲地区每日平均风速的E-OBS网格数据集的最新更新。该数据集作为20个等可能实现的集合提供。该数据集的主要改进是使用了月背景场的前向选择线性回归,以及一种确保集合离散度可靠性的方法。此外,我们还对观测到的陆地风静止效应的可能原因进行了初步研究,如局部地表粗糙度长度的变化。
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引用次数: 1
Preparing for the unprecedented 准备迎接前所未有的挑战
Q2 Earth and Planetary Sciences Pub Date : 2023-07-31 DOI: 10.5194/asr-20-85-2023
B. Golding, Elizabeth Ebert, D. Hoffmann, S. Potter
Abstract. In 2021, several weather disasters occurred in which conditions surpassed recorded extremes. Analysis of the performance of warning systems in these disasters by the WWRP HIWeather project shows that in most, but not all cases, there was adequate forewarning of the magnitude of the event, but that lack of preparedness and/or communication failures led to loss of life in particularly vulnerable groups. Using information from the HIWeather value chain database, we present an overview of key aspects of each event – the weather and its impact, the forecasts, the warnings, and the responses – followed by some results of a comparative analysis of warning performance and some conclusions about critical components of a successful warning system. In the light of this analysis we conclude with a checklist of key components in the design of an effective warning system for unprecedented weather events.
摘要2021年,发生了几起天气灾害,其条件超过了有记录以来的极端条件。世界粮食计划署HIWeather项目对这些灾害中预警系统性能的分析表明,在大多数情况下,但不是所有情况下,对事件的严重程度都有充分的预警,但缺乏准备和/或通信失败导致了特别脆弱群体的生命损失。利用来自HIWeather价值链数据库的信息,我们概述了每个事件的关键方面-天气及其影响,预报,警报和响应-随后是对警报性能进行比较分析的一些结果和关于成功警报系统的关键组成部分的一些结论。根据这一分析,我们总结了设计一个有效的前所未有天气事件预警系统的关键组成部分的清单。
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引用次数: 1
Fog formation, smog situations and air quality in high school physics education 高中物理教学中雾的形成、雾霾情况与空气质量
Q2 Earth and Planetary Sciences Pub Date : 2023-07-27 DOI: 10.5194/asr-19-159-2023
Beáta Molnár, Tamás Weidinger, Péter Tasnádi
Abstract. It has become a worldwide expectation that the physics curriculum includes everyday knowledge as well. One important field that can make the curriculum more colourful and exciting is the field of meteorology. In our paper, a three-lesson-long curriculum for high schools will be presented on how to teach the connection between fog formation and air quality. The international educational experience of this particular topic will be surveyed, mainly in the countries of the Carpathian Basin, moreover, the measurement processes and education methods used in the GLOBE Program will also be presented. The experimental curriculum consists of three parts. In the first part air humidity and the concepts of absolute and relative humidity are discussed. Through a few specific exercises, the students participating in the program learn to specify relative humidity and become acquainted with fog formation. It is shown via an experiment that air cooling at a saturated state is not enough to form fog because condensational nuclei are needed for the formation of tiny water drops. In the 2nd lesson, the concept of temperature inversion and its connection to fog and air pollution are discussed. Using Internet websites the students collect information about the formation of smog, its types, occurrence, and the conditions for declaring smog alerts. In the 3rd lesson, the methods of air pollution analysis and different air pollutants are discussed. Websites, where the students can follow the air pollution data of their area, are used. Based on these, problems related to the interpretation of the data will be solved. The information which is available on the website of the European Environment Agency is also touched on.
摘要物理课程包括日常知识已经成为全世界的期望。能使课程更加丰富多彩和令人兴奋的一个重要领域是气象学领域。在我们的论文中,我们将为高中提供一个三节课的课程,内容是如何教授雾的形成和空气质量之间的联系。将调查这一特定主题的国际教育经验,主要是在喀尔巴阡盆地国家,此外,还将介绍GLOBE计划中使用的测量过程和教育方法。实验课程由三个部分组成。第一部分讨论了空气湿度、绝对湿度和相对湿度的概念。通过一些具体的练习,参与项目的学生学会了指定相对湿度,并熟悉了雾的形成。实验表明,空气在饱和状态下冷却不足以形成雾,因为微小水滴的形成需要冷凝核。第二课讨论逆温的概念及其与雾和空气污染的关系。学生们利用互联网网站收集有关雾霾的形成、类型、发生以及发布雾霾警报的条件的信息。在第三课中,讨论了空气污染分析的方法和不同的空气污染物。学生们可以通过网站了解他们所在地区的空气污染数据。在此基础上,将解决与数据解释相关的问题。欧洲环境署网站上提供的信息也被提及。
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引用次数: 0
Decentralized forecasting of wind energy generation with an adaptive machine learning approach to support ancillary grid services 用自适应机器学习方法支持辅助电网服务的风能发电分散预测
Q2 Earth and Planetary Sciences Pub Date : 2023-07-17 DOI: 10.5194/asr-20-81-2023
L. Holicki, Manuel Dröse, G. Schürmann, M. Letzel
Abstract. We report on an approach to distributed wind power forecasting,which supports wind energy integration in power grid operation duringexceptional and critical situations. Forecasts are generated on-site thewind power plant (WPP) in order to provide blackout-robust data transmissiondirectly from the WPP to the grid operator. An adaptively trainedforecasting model uses locally available sensor data to predict theavailable active power (AAP) signal in a probabilistic fashion. A forecastgenerated off-site based on numerical weather prediction (NWP) is depositedand combined on-site the WPP with the locally generated forecast. Weevaluate the performance of the method in a case study and find that thelocally generated forecast significantly improves forecast reliability for ashort-term horizon, which is highly relevant for enabling power reserveprovision from WPPs.
摘要我们报告了一种分布式风电预测方法,该方法支持在特殊和关键情况下电网运行中的风能整合。预测是在风力发电厂(WPP)现场生成的,以便直接从WPP向电网运营商提供停电可靠的数据传输。自适应训练的预测模型使用本地可用的传感器数据以概率方式预测可用的有功功率(AAP)信号。基于数值天气预报(NWP)在场外生成的预报被储存起来,并将现场的数值天气预报与本地生成的预报结合起来。我们在一个案例研究中评估了该方法的性能,发现本地生成的预测显著提高了短期预测的可靠性,这与wpp实现电力储备供应高度相关。
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引用次数: 0
Using value chain approaches to evaluate the end-to-end warning chain 使用价值链方法评估端到端预警链
Q2 Earth and Planetary Sciences Pub Date : 2023-07-11 DOI: 10.5194/asr-20-73-2023
D. Hoffmann, Elizabeth Ebert, Carla J. Mooney, B. Golding, Sally Potter
Abstract. The weather information value chain provides a framework for characterising the production, communication, and use of information by all stakeholders in an end-to-end warning system covering weather and hazard monitoring, modelling and forecasting, risk assessment, communication and preparedness activities. Warning services are typically developed and provided through a multitude of complex and malleable value chains (networks), often established through co-design, co-creation and co-provision. In November 2020, a 4-year international project under the World Meteorological Organization (WMO) World Weather Research Programme was instigated to explore value chain approaches to describe and evaluatewarning systems for high impact weather by integrating physical and socialscience. It aims to create a framework with guidance and tools for usingvalue chain approaches, and to develop a database of high impact weatherwarning case studies for scientists and practitioners to review, analyse andlearn from previous experience using value chain approaches. Here we describe a template for high-impact weather event case studycollection that provides a tool for scientists and practitioners involved inresearching, designing and evaluating weather-related warning systems toreview previous experience of high impact weather events and assess theirefficacy.
摘要天气信息价值链提供了一个框架,用于描述端到端警报系统中所有利益相关者对信息的生产、交流和使用,该系统涵盖天气和灾害监测、建模和预报、风险评估、交流和准备活动。预警服务通常是通过许多复杂和可扩展的价值链(网络)开发和提供的,通常是通过共同设计、共同创造和共同提供来建立的。2020年11月,世界气象组织(WMO)世界天气研究计划启动了一个为期四年的国际项目,通过整合物理科学和社会科学,探索价值链方法来描述和评估高影响天气的预警系统。它旨在创建一个框架,为使用价值链方法提供指导和工具,并为科学家和从业者开发一个高影响天气预警案例研究数据库,以审查、分析和学习以前使用价值链方法的经验。在这里,我们描述了一个高影响天气事件案例研究收集的模板,为参与研究、设计和评估天气相关预警系统的科学家和从业者提供了一个工具,以回顾以往的高影响天气事件经验并评估其有效性。
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引用次数: 1
Investigation of the ENVI-met model sensitivity to different wind direction forcing data in a heterogeneous urban environment 异质城市环境下ENVI-met模式对不同风向强迫数据敏感性的研究
Q2 Earth and Planetary Sciences Pub Date : 2023-07-10 DOI: 10.5194/asr-20-65-2023
Nils Eingrüber, W. Korres, U. Löhnert, K. Schneider
Abstract. As the frequency of extreme heat events in cities issignificantly increasing due to climate change, the implementation ofadaptation measures is important for urban planning. Microclimate modellingapproaches enable scenario analyses and evaluations of adaptationpotentials. An ENVI-met microclimate model was setup for a heterogeneousurban study area in Cologne/Germany characterized by closed buildingstructures in the eastern part and an urban park area in the western part.The goal of this paper is to evaluate the model sensitivity and performanceto different wind direction forcing and demonstrate the importance ofaccurate wind forcing data for precise microclimate modelling evaluated withsensor measurements. To this end, we compared simulated air temperatures at3 m height level using measured wind direction forcing data with simulatedair temperatures using constant wind direction forcing from west, north,east and south direction. All other forcing data like wind speed were keptexactly the same as in the reference run. This sensitivity study wasperformed for a warm summer day in 2022. The model results of all five modelruns (reference plus four scenarios) were compared to microclimatologicalmeasurements derived from one station of a dense meteorological sensornetwork located in the study area using the simulated mean air temperatures.We found significant temperature differences between the four sensitivitytests and the reference run as well as to the sensor measurements.Temperature differences between the reference run and the measurements weresmall and a high statistical model fit could be determined (Nash SutcliffeModel Efficiency Coefficient/NSE = 0.91). The four model runs withconstant wind directions showed significantly larger differences tomeasurement data and a worse statistical correlation between simulated andobserved data (NSE between 0.62 and 0.15). For constant west winds, coolerair temperatures and higher wind speeds were found in the urban park and inthe streets and courtyards east of the park. Constant east wind causeswarmer air temperatures in the urban park area and lower wind speeds in thestreet canyons and inner courtyards. This shows that cooling effects inadjacent building blocks due to the greened urban park largely depend on thewind direction. The sensitivity tests show that the wind direction effectcan result in local air temperature differences of up to 4 K onaverage. These results shows that even on summer days with low wind speeds,accurate wind direction data is highly relevant for accurate air temperaturesimulation. This finding can have important implications for urban planningand the design of green infrastructures in cities, e. g. for the design offresh air corridors.
摘要由于气候变化的影响,城市极端高温事件的发生频率显著增加,实施适应措施对城市规划具有重要意义。小气候模拟方法使情景分析和适应潜力评估成为可能。以德国科隆为研究区,以东部为封闭建筑结构,西部为城市公园为特征,建立了ENVI-met微气候模型。本文的目的是评估模型对不同风向强迫的敏感性和性能,并证明精确的风强迫数据对于用传感器测量评估精确的小气候模拟的重要性。为此,我们将利用实测风向强迫数据模拟的3米高度的气温与利用恒定风向强迫从西、北、东、南方向模拟的气温进行了比较。所有其他强迫数据,如风速,都与参考运行完全相同。这项敏感性研究是在2022年一个温暖的夏日进行的。所有五个模型运行(参考外加四个情景)的模型结果与位于研究区域的密集气象传感器网络的一个站点使用模拟的平均气温获得的小气候测量结果进行了比较。我们发现四种灵敏度测试与参考运行以及传感器测量之间存在显着的温度差异。参考运行与测量值之间的温差很小,可以确定较高的统计模型拟合(Nash sutcliffe模型效率系数/NSE = 0.91)。在恒定风向条件下,4个模式运行与实测数据的差异显著较大,模拟数据与观测数据的统计相关性较差(NSE在0.62 ~ 0.15之间)。对于持续的西风,在城市公园以及公园以东的街道和庭院中发现了较低的空气温度和较高的风速。持续的东风导致城市公园区域的空气温度升高,街道峡谷和内部庭院的风速降低。这表明,由于绿化城市公园,相邻建筑块的降温效果在很大程度上取决于风向。灵敏度试验表明,风向效应可导致局部气温差异平均达4 K。这些结果表明,即使在低风速的夏季,准确的风向数据也与准确的气温模拟高度相关。这一发现对城市规划和城市绿色基础设施的设计具有重要意义,例如设计新鲜空气走廊。
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