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Satellite data geoprocessing to estimate PM2.5 over the Megalopolis of Central Mexico 对卫星数据进行地理处理以估计墨西哥中部大城市的PM2.5
4区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-09-25 DOI: 10.20937/atm.53227
Marco Antonio Mora-Ramírez, Edgar Martínez-Luna, Xochitl Cruz-Núñez
The Megalopolis of Central Mexico experiences high levels above the Official Mexican Standard (NOM) of PM2.5, leading to various respiratory diseases ranging from acute symptoms to chronic illnesses such as asthma and lung cancer. It is crucial to measure PM2.5 levels accurately to warn the public about the risks of exposure to particulate matter. Unfortunately, the Megalopolis of Central Mexico has a shortage of monitoring sites, limiting data availability. This study addresses this issue using satellite data to develop a multiple linear regression model. Our model uses aerosol optical depth (AOD), relative humidity (RH), temperature (T), the planetary boundary layer height (PBLH), and the normalized difference vegetation index (NDVI) as independent variables to estimate PM2.5 concentrations in the region under study. The relationship between AOD and PM2.5 concentrations was found to be strongly influenced by RH and T. However, this effect is compensated for by a low PBLH (< 400 m), which enables AOD and PM2.5 measurements to be similar in magnitude. Our findings have important implications for estimating PM2.5 concentrations using satellite data. This study could help improve air quality monitoring in the Megalopolis of Central Mexico by providing more spatial and temporal data on particle concentrations in the atmosphere.
墨西哥中部大都市的PM2.5水平高于墨西哥官方标准(NOM),导致各种呼吸系统疾病,从急性症状到哮喘和肺癌等慢性疾病。准确测量PM2.5水平对警告公众接触颗粒物的风险至关重要。不幸的是,墨西哥中部的大城市缺乏监测点,限制了数据的可用性。本研究利用卫星数据建立多元线性回归模型来解决这一问题。该模型使用气溶胶光学深度(AOD)、相对湿度(RH)、温度(T)、行星边界层高度(PBLH)和归一化植被指数(NDVI)作为自变量来估算研究区域的PM2.5浓度。空气质量指数(AOD)和PM2.5浓度之间的关系受到湿度和温度的强烈影响。然而,这种影响被较低的PBLH (<400 m),这使得AOD和PM2.5的测量值在量级上相似。我们的发现对利用卫星数据估计PM2.5浓度具有重要意义。这项研究可以通过提供更多关于大气中颗粒浓度的时空数据,帮助改善墨西哥中部大都市的空气质量监测。
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引用次数: 0
Occurrence and characteristics of snowfall on the highest mountain of Mexico (Citlaltépetl volcano) through the ground’s surface temperature 通过地表温度分析墨西哥最高山(citlaltsamupetl火山)降雪的发生和特征
4区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-08-01 DOI: 10.20937/atm.53204
Victor Soto, Hugo Delgado Granados
Snow has great environmental importance. Its physical properties influence the ground temperature; its long-term accumulation adds to the mass of glaciers and is also a clear indicator of climate variability. However, despite the frequency of snowfall in tropical high-mountain environments, its quantitative study is very scarce, and it is non-existent in the case of Mexico. Due to the altitude of a large part of the Mexican territory and the high ecosystem value of the snow, in this work we analyze the temporality, accumulation, and duration of the snow cover on the highest mountain in the country. The data obtained through continuous monitoring of the surface temperature of the ground allowed us to identify that snowfall occurs with greater frequency and volume during the summer and autumn months, while during the winter snowfall of less intensity occurs. The accumulation values are mostly less than 30 cm thick, and the duration of the snowpack is on average less than two weeks; however, there are episodes of greater depth and duration.
雪对环境有很大的重要性。其物理性质影响地温;它的长期积累增加了冰川的质量,也是气候变化的一个明确指标。然而,尽管热带高山环境的降雪频率很高,但对其进行定量研究却非常少,在墨西哥更是不存在。由于墨西哥大部分领土的海拔高度和雪的高生态价值,在这项工作中,我们分析了该国最高山上积雪的时间性,积累和持续时间。通过对地面温度的连续监测得到的数据,我们发现在夏季和秋季,降雪的频率和量都较大,而在冬季,降雪的强度较小。累积值大多小于30 cm厚,积雪持续时间平均小于2周;然而,有些情节的深度和持续时间更大。
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引用次数: 0
Drought Potential in Borneo Based on the RCP 4.5 Scenario 基于RCP 4.5情景的婆罗洲干旱潜力
4区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-08-01 DOI: 10.20937/atm.53185
Amalia Nurlatifah, Fildzah Adany, Aulia Darojatun, Bambang Siswanto, Sinta Berliana Sipayung
One of the impacts of climate change is an increase in the frequency and intensity of hydrometeorological disasters such as prolonged droughts. Borneo is one of the areas threatened by drought due to climate change. Therefore, it is important to identify and implement appropriate mitigation and adaptation measures. This study used the dynamical downscaling method by the Conformal Cubic Atmospheric Model (CCAM) to evaluate the potential for drought events in Borneo based on the RCP 4.5 scenario. The annual rainfall in Borneo for 2021-2050 is projected to increase compared to 1991-2020. However, the increase in annual rainfall does not free Borneo from the possibility of drought events in the future. This study’s results indicate that areas in southern Borneo, such as Banjarmasin, Pangkalan Bun, and Pontianak, will have a higher frequency of meteorological drought events and are also expected to experience longer periods of consecutive dry days between 2021-2050 compared to 1991-2020.
气候变化的影响之一是水文气象灾害的频率和强度增加,例如长期干旱。婆罗洲是由于气候变化而受到干旱威胁的地区之一。因此,必须确定和实施适当的缓解和适应措施。本研究采用共形立方大气模式(CCAM)的动态降尺度方法,基于RCP 4.5情景对婆罗洲干旱事件的可能性进行了评估。预计2021-2050年婆罗洲的年降雨量将比1991-2020年有所增加。然而,年降雨量的增加并不能使婆罗洲免于未来发生干旱事件的可能性。这项研究的结果表明,与1991-2020年相比,2021-2050年期间,婆罗洲南部地区,如Banjarmasin、Pangkalan Bun和Pontianak将有更高频率的气象干旱事件,并且预计将经历更长的连续干旱天数。
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引用次数: 0
Modeling tropical storm Elsa: Flood map simulation using multisensory precipitation in Connecticut 模拟热带风暴艾尔莎:洪水地图模拟使用多感官降水在康涅狄格
IF 1.4 4区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-08-01 DOI: 10.20937/atm.53234
J. Stella
A flood map simulation in the Fenton River watershed, Connecticut, was conducted for Tropical Storm Elsa occurred in early July 2021, using Multi Radar Multi Sensor-Quantitative Precipitation Estimation (MRMS-QPE) as input to force the Hydrologic Engineering Center-Hydrologic Modeling System (HEC-HMS) to simulate discharges in the mainstream of the watershed. The simulated discharges were calibrated using observed discharges at the Old Turnpike Bridge USGS station, and they were used to force a Hydrologic Engineering Center-River Analysis System (HEC-RAS) 2D model of the Fenton River watershed. The simulated stages were calibrated using observed stages at Old Turnpike Bridge USGS station to simulate flood maps in the mainstream of the watershed. The resulting use of HEC-HMS and HEC-RAS 2D models coupled with MRMS-QPE precipitation shows that these models set up is user-friendly. The model shows stability and the capacity to simulate flood maps along the whole mainstream of the Fenton River with good accuracy.
对2021年7月初发生在康涅狄格州芬顿河流域的热带风暴艾尔莎进行了洪水地图模拟,使用多雷达多传感器定量降水估算(MRMS-QPE)作为输入,迫使水文工程中心-水文建模系统(HEC-HMS)模拟流域主流的流量。模拟的流量使用美国地质勘测局在Old Turnpike Bridge站观测到的流量进行校准,并用于芬顿河流域水文工程中心-河流分析系统(HEC-RAS)的2D模型。模拟阶段是根据美国地质勘探局在老收费公路大桥站观测到的阶段进行校准的,以模拟流域主流的洪水地图。将HEC-HMS和HEC-RAS 2D模型与MRMS-QPE降水相结合的结果表明,这些模型的建立是用户友好的。该模型具有较好的稳定性和较好的模拟芬顿河全干流洪水图的能力。
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引用次数: 0
Evaluation of the SACZ index as a prognostic tool based on GFS forecasts 基于GFS预测的SACZ指数作为预测工具的评价
IF 1.4 4区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-08-01 DOI: 10.20937/atm.53248
Louise da Fonseca Aguiar, M. Cataldi, E. Marton, Eric Miguel Ribeiro, Priscila da Cunha Luz
The South Atlantic Convergence Zone (SACZ) is an atmospheric phenomenon typical of summertime where a band of nebulosity causes intense or persistent rainfall in many regions of Brazil. SACZ episodes can be responsible for many natural disasters. Besides, the impacts of rainfall on water availability and consequently on the energy sector are extensive. The main objective of this study was to investigate the implementation of the SACZ index as an objective forecasting tool using input data from the Global Forecast System (GFS) model. Initially, we compared the index with the SACZ events identified by the Center for Weather Forecasting and Climate Studies (CPTEC ) from 2017 to 2021. Results showed that the index represented all events identified SACZs by CPTEC. Finally, we used data from the GFS 0.25 Degree from 2017 to 2021 to calculate Accuracy, Probability of detection, and False alarm ratio to evaluate the SACZ index as a prediction tool. Three thresholds are defined for the binary classification of a possible SACZ event. Results showed that above the most sensitive threshold (h1), within 10 days in advance, the sign of a possible SACZ can be detected. For the intermediate threshold (h2), a forecast of 96 h can detect a sign. For the most specific threshold (h3), the index can detect the event within 72 h in advance with a probability of detection of almost 90%. The SACZ index proved to be an efficient tool for detecting the dynamics of the phenomenon and can be used to assist operationally and in decision-making.
南大西洋辐合带(SACZ)是一种典型的夏季大气现象,在那里,一团云雾导致巴西许多地区出现强烈或持续降雨。SACZ事件可能导致许多自然灾害。此外,降雨对供水的影响是广泛的,因此对能源部门也有影响。本研究的主要目的是利用全球预测系统(GFS)模型的输入数据,调查SACZ指数作为客观预测工具的实施情况。首先,我们将该指数与2017年至2021年天气预报和气候研究中心(CPTEC)确定的SACZ事件进行了比较。结果表明,该指数代表了CPTEC鉴定出的sacz的所有事件。最后,我们使用2017 - 2021年GFS 0.25度的数据计算准确率、检测概率和虚警率,以评估SACZ指数作为预测工具的可行性。为可能的SACZ事件的二元分类定义了三个阈值。结果表明,在最敏感阈值(h1)以上,提前10天就可以检测到可能的SACZ迹象。对于中间阈值(h2), 96小时的预测可以检测到信号。对于最具体的阈值(h3),该指数可以提前72 h内检测到事件,检测概率几乎为90%。事实证明,SACZ指数是一种有效的工具,可用于探测这种现象的动态,并可用于协助业务和决策。
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引用次数: 0
Development and evaluation of a bulk three-moment parameterization scheme incorporating the processes of sedimentation and collision-coalescence 包含沉降和碰撞合并过程的体积三矩参数化方案的发展和评价
4区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-08-01 DOI: 10.20937/atm.53181
Lainer Felipe Donet Vasconcellos, Lester Augusto Alfonso Diaz
There are a few three-moment schemes that consider other processes besides sedimentation. Thus, a performance assessment of these types of schemes due to the combined effect of sedimentation and other microphysical processes is a matter of interest. In this study, a warm rain bulk three-moment parameterized scheme was developed and evaluated through a detailed comparison with a bin microphysical scheme. To evaluate the impact of sedimentation and the combined effect of sedimentation and collision-coalescence on the droplet size distribution (DSD), a rain shaft model was applied to the DSD with different initial values of the shape parameter. For pure sedimentation, a good correspondence was obtained between the three-moment scheme and the explicit model, with a practically perfect coincidence of bulk quantities for larger values of the gamma distribution’s initial shape parameter and, in general, the three-moment parameterization scheme performing much better than the two-moment scheme. The simulations performed for this case confirm (as reported in previous studies) that for pure sedimentation, the three-moment parameterization schemes deliver a physically more complete representation of the evolution of droplet size distribution. The impact of the combined effect of sedimentation and collision-coalescence processes on DSD was also assessed. We could observe that certain differences arise between the parameterized scheme and the spectral model when the collision-coalescence process is incorporated, as the onset of precipitation occurs earlier in the three-moment parameterized scheme. It can be concluded that, in general, the three-moment warm rain bulk microphysics scheme is able to reproduce the results of the reference bin microphysical model.
有几个三矩方案考虑了除沉积作用外的其他过程。因此,由于沉积和其他微物理过程的综合影响,对这些类型的方案进行性能评估是一个令人感兴趣的问题。在本研究中,开发了一个暖雨体三矩参数化方案,并通过与bin微物理方案的详细比较进行了评估。为了评价沉降作用以及沉降与碰撞聚并作用对水滴粒径分布的影响,采用不同形状参数初始值的雨轴模型对水滴粒径分布进行了模拟。对于纯沉降,三矩方案与显式模型之间具有良好的对应关系,对于较大的伽玛分布初始形状参数,其体积量几乎完全重合,总体而言,三矩参数化方案的性能远好于两矩方案。在这种情况下进行的模拟证实(如以前的研究报告),对于纯沉积,三矩参数化方案提供了一个物理上更完整的液滴尺寸分布演变的表示。并对沉降和碰撞聚结过程对DSD的综合影响进行了评价。我们可以观察到,当考虑碰撞-合并过程时,参数化方案与光谱模型之间存在一定的差异,因为三矩参数化方案的降水开始时间更早。总的来说,三时刻暖雨体微物理方案能够再现参考bin微物理模型的结果。
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引用次数: 0
Dense fog simulation in southern Brazil using the WRF model with high spatial resolution 利用高空间分辨率WRF模型模拟巴西南部的大雾
IF 1.4 4区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-08-01 DOI: 10.20937/atm.53232
Judith Rodrigues Cardoso, E. Marton, Flávia Rodrigues Pinheiro, William Cossich, Nilton Oliveira Moraes
Fog is an atmospheric phenomenon that reduces horizontal visibility to 1000 m or less. These phenomena affect different human activities, mainly those associated with air, maritime, and road transport. Rio Grande city, located in southern Brazil, has one of the main Brazilian ports, and fog occurrences at this location cause several inconveniences, such as the interruption of port activities and increases in operating costs. Thus, a better understanding of fog formation and dissipation, and the consequent improvement in its forecasts, can bring significant help to the port activities in that region. Therefore, this work seeks to evaluate the WRF model’s ability to simulate fog events in Rio Grande city. Four study cases of dense fogs were performed for this goal, as well as a sensitivity test to select the best vertical resolution configuration of the model. Meteorological data from the Rio Grande pilotage station and the Brazilian Coastal Monitoring System buoys were analyzed. Satellite images and synoptic charts were also analyzed for the study cases. The numerical simulations were performed using the WRF model with three nested domains, where 1 km was the highest horizontal resolution. The Fog Stability Index (FSI) and two estimates of horizontal visibility were evaluated. Simulations show promising results, highlighting the ability of the model to identify the fog occurrence in the area of interest and represent aspects of its dissipation process. Furthermore, it is noteworthy that the FSI and the evaluated visibility estimates were sensitive to the occurrence of the events.
雾是一种将水平能见度降低到1000米或更低的大气现象。这些现象影响着不同的人类活动,主要是与航空、海运和公路运输有关的活动。位于巴西南部的里奥格兰德市是巴西的主要港口之一,该地的大雾天气造成了一些不便,例如港口活动中断和运营成本增加。因此,更好地了解雾的形成和消散,以及随之而来的预报改进,可以为该地区的港口活动带来重大帮助。因此,本工作旨在评估WRF模型模拟格兰德河城市雾事件的能力。为了实现这一目标,进行了四个浓雾研究案例,并进行了灵敏度测试,以选择模型的最佳垂直分辨率配置。对格兰德河引航站和巴西海岸监测系统浮标的气象数据进行了分析。还对研究案例的卫星图像和天气图进行了分析。使用具有三个嵌套域的WRF模型进行数值模拟,其中1km是最高的水平分辨率。对雾稳定性指数(FSI)和两个水平能见度估计值进行了评估。模拟显示了有希望的结果,突出了该模型识别感兴趣区域雾发生情况并表示其消散过程的能力。此外,值得注意的是,FSI和评估的能见度估计对事件的发生很敏感。
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引用次数: 0
Cold fronts responsible for intense winds in the Santos Basin, Brazilian Southeast Offshore Region 冷锋对巴西东南近海地区桑托斯盆地的强风负责
4区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-06-08 DOI: 10.20937/atm.53187
Jamyle Magalhães Jamyle Magalhães, Fernanda Cerqueira Vasconcellos, Claudine Pereira Dereczynski, Amanda Rehbein, Michelle Simões Reboita
This work aimed to identify the synoptic conditions associated with the cold fronts (CFs) passage that causes intense winds in the Santos Basin. Furthermore, the atmospheric characteristics of the CFs, which generated intense (INTW) and moderate (MODW) winds in the studied area, were identified. For this purpose, INTW and MODW composites of CFs episodes were elaborated. First, the INTW and MODW cases were selected from the 10 m wind intensity observed in the Santos buoy, belonging to the Brazilian National Buoys Program. Satellite images and synoptic surface charts were analyzed to identify the synoptic systems responsible for INTW and MODW in the Santos buoy, keeping only the cases generated by CFs. From the comparison between the composites, it was possible to observe in INTW: (i) a stronger pressure gradient over the Santos Basin, with the isobars presenting an almost meridional position near the basin, which caused the intense winds registered in the buoy; (ii) a baroclinic trough at medium and high levels reaching the Santos Basin region, located westward of the surface system; (iii) stronger 1000-500 hPa layer thickness and dew point temperature gradients over the continent, reaching the Santos Basin region, and (iv) a colder and drier air mass over southern Brazil. On a large scale, the Rossby wave tracings were analyzed, where different wavenumbers were noticed for each composite. In INTW, the wavenumber was 2, while in MODW, it was 2 and 3. Finally, the main characteristics found in the composites were observed in the case studies.
这项工作旨在确定与冷锋(CFs)通道相关的天气条件,冷锋(CFs)通道导致桑托斯盆地的强风。此外,本文还分析了在研究区产生强风(INTW)和中风(MODW)的环流的大气特征。为此,对CFs集的INTW和MODW组合进行了阐述。首先,从Santos浮标观测到的10 m风强度中选择INTW和MODW案例,该浮标属于巴西国家浮标计划。分析了卫星图像和天气地面图,以确定造成Santos浮标INTW和MODW的天气系统,仅保留cf产生的情况。通过对复合材料的比较,可以观察到INTW:(i) Santos盆地上空的压力梯度更强,等压线在盆地附近几乎呈经向位置,这导致了浮标上记录的强风;(ii)一条中、高空斜压槽到达桑托斯盆地地区,位于地面系统西侧;(iii)大陆上空的1000-500 hPa层厚度和露点温度梯度增强,到达桑托斯盆地地区;(iv)巴西南部上空的气团更冷、更干燥。在大尺度上,分析了罗斯比波跟踪,其中每个合成都注意到不同的波数。在INTW中,波数为2,而在MODW中,波数为2和3。最后,在案例研究中观察了复合材料的主要特征。
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引用次数: 0
Assessing the skill of gridded satellite and reanalysis precipitation products over in East and Southern Africa 评估东非和南部非洲网格化卫星和再分析降水产品的能力
4区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-06-05 DOI: 10.20937/atm.53177
Francis Kamau Muthoni, Exavery Kigosi
Validation of gridded precipitation products (GPP) increases the users’ confidence and highlights possible improvements in the algorithms to handle complex rain-forming processes. We evaluated the skill of three GGPs (CHIRPS-v2, CHELSA, and TerraClimate) in estimating the rain gauge observations and compared the precipitation trends derived from these products across the East and Southern Africa (ESA) region. We used Taylor diagrams and Kling-Gupta Efficiency (KGE) to assess the accuracy. A modified Mann-Kendal test and a Sen’s slope estimator were utilized to determine the trends’ significance and magnitude, respectively. The three GPPs had varied performance over temporal and altitudinal ranges. The skill of the three GPPs, at a monthly scale, was generally high but showed lower performance at elevations over 1500 masl, especially during the October-November-December (OND) season. The three GPPs performed equally well between the 1001 – 1500 masl elevation range. CHELSA-v2.1 was most accurate at 0-500 masl but had the lowest skill in both 501 – 1000 and above 1500 masl elevations, which caused over-estimation of the annual and seasonal precipitation trends over mountainous terrain and large inland water bodies. The quantified precipitation trends revealed high spatial-temporal variability. Generally, the skill and precipitation trends derived from CHIRPS-v2 and TC data showed substantial convergence except in Tanzania. Our results emphasize the importance of validating climate datasets to avoid error propagation in different models and applications. Moreover, we demonstrate that new or higher-resolution precipitation data are not always accurate since an algorithm update can introduce artifacts or biases.
网格降水产品(GPP)的验证增加了用户的信心,并突出了处理复杂降雨过程的算法可能的改进。我们评估了三个GGPs (CHIRPS-v2、CHELSA和terrclimate)估算雨量计观测值的能力,并比较了这些产品在东非和南部非洲(ESA)地区的降水趋势。我们使用Taylor图和Kling-Gupta效率(KGE)来评估准确性。采用改进的Mann-Kendal检验和Sen ' s斜率估计分别确定趋势的显著性和幅度。3种gpp在时间和海拔上表现不同。在月尺度上,3个gpp的技能总体较高,但在海拔1500米以上表现较差,特别是在10 - 11 - 12月(OND)季节。三个gpp在1001 - 1500米海拔范围内表现同样良好。CHELSA-v2.1在0-500 mal海拔高度最准确,但在501 - 1000 mal海拔高度和1500 mal海拔高度以上的技能最低,这导致了对山地地形和大型内陆水体的年和季节降水趋势的高估。量化降水趋势显示出较高的时空变异性。总的来说,CHIRPS-v2和TC数据得出的技能和降水趋势除坦桑尼亚外显示出实质性的趋同。我们的研究结果强调了验证气候数据集的重要性,以避免在不同的模式和应用中误差传播。此外,我们证明了新的或更高分辨率的降水数据并不总是准确的,因为算法更新可能会引入伪影或偏差。
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引用次数: 0
Application of vine copulas to estimate dew point temperature 葡萄球菌估算露点温度的应用
4区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-06-05 DOI: 10.20937/atm.53197
Yousef Ramezani, Mohammad Nazeri Tahroudi, Matina Pronoos Sedighi
In this study, the accuracy of the copula-based model in the simulation of the dew point temperature in various climates of Iran was investigated, using simulations based on vine copulas such as C-, D-, and R-vine copulas. By examining the various vine copulas and their tree sequences, the best copula and best tree sequence based on AIC, BIC, and log-likelihood were selected. The results show that based on the complete similarity in our case between C-, D- and R-vine copulas, the selected best C-vine copulas fit well the dependence between the minimum and maximum air temperatures and dew point temperature. The simulation results were analyzed using root mean square error (RMSE), Nash-Sutcliffe efficiency (NSE) coefficient, and violin plots. The results show that the copula-based model has high accuracy at all stations. The min (max) RMSE is related to Kerman (Ahvaz) station with RMSE = 0.396 oC (0.617 oC). Also, the min (max) NSE is related to Ahvaz (Urmia) station with NSE = 0.925 (0.955). Also, according to the violin plot, it is possible to appreciate the acceptable certainty of the copula-based model. Due to the diversity of the tree sequences of vine copulas and the use of the rotated states of the internal vine copulas, as well as the possibility of interfering with the effective parameters in high dimensions, the simulation results are reliable and have no restrictions. This model can be used as the best model to estimate dew point temperature due to the full coverage of the range of changes in data.
在本研究中,研究了基于copula的模型在模拟伊朗不同气候条件下露点温度的准确性,使用了基于C-, D-和R-vine copula的模拟。通过对各种藤蔓联结体及其树序列的分析,选择了基于AIC、BIC和对数似然的最佳联结体和最佳树序列。结果表明:基于本研究中C-、D-和r -葡萄球菌之间的完全相似性,所选择的最佳C-葡萄球菌很好地拟合了最低气温和最高气温与露点温度之间的关系。采用均方根误差(RMSE)、Nash-Sutcliffe效率系数(NSE)和小提琴图对仿真结果进行分析。结果表明,基于copula的模型在所有站点都具有较高的精度。最小(最大)RMSE与Kerman (Ahvaz)站相关,RMSE = 0.396 oC (0.617 oC)。最小(最大)NSE与Ahvaz (Urmia)站相关,NSE = 0.925(0.955)。此外,根据小提琴的情节,可以欣赏基于copula的模型的可接受的确定性。由于藤连体树序列的多样性和内部藤连体的旋转状态的使用,以及高维有效参数干扰的可能性,使得仿真结果可靠且不受限制。由于该模型完全覆盖了数据变化的范围,可以作为估计露点温度的最佳模型。
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引用次数: 0
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Atmosfera
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