首页 > 最新文献

The EGU General Assembly最新文献

英文 中文
Quality assessment of three years of Sentinel-5p TROPOMI NO2 data  Sentinel-5p TROPOMI NO2 3年数据质量评价
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-7499
T. Verhoelst, S. Compernolle, G. Pinardi, J. Granville, J. Lambert, K. Eichmann, H. Eskes, S. Niemeijer, A. M. Fjæraa, A. Pazmino, A. Bazureau, F. Goutail, J. Pommereau, A. Cede, Martin Tiefengraber

For more than three years now, the first atmospheric satellite of the Copernicus EO programme, Sentinel-5p (S5P) TROPOMI, has acquired spectral measurements of the Earth radiance in the visible range, from which near-real-time (NRTI) and offline (OFFL) processors retrieve the total, tropospheric and stratospheric  column abundance of  NO2.   The S5P Mission Performance Centre  performs continuous QA/QC of these data products enabling users to verify the fitness-for-purpose of the S5P data. Quality Indicators are derived from comparisons to ground-based reference data, both station-by-station in the S5P Automated Validation Server (AVS), and globally in more in-depth analyses.  Complementary quality information is obtained from product intercomparisons (NRTI vs. OFFL) and from satellite-to-satellite comparisons.  After three years of successful operation we present here a consolidated overview of the quality of the S5P TROPOMI NO2 data products, with particular attention paid to the impact of the various processor improvements, especially in the latest version (v1.4), activated on 2 December 2020, which introduces an updated cloud retrieval resulting in higher NO2 columns in polluted regions. Also the upcoming v2, due in April 2021 but already used to produce a Diagnostic Data Set, is discussed.

S5P NO2 data are compared to ground-based measurements collected through either the ESA Validation Data Centre (EVDC) or network data archives (NDACC, PGN). Measurements from the Pandonia Global Network (PGN) serve as a reference for total NO2 validation, Multi-Axis DOAS data for tropospheric  NO2 validation, and NDACC zenith-scattered-light DOAS data for stratospheric NO2 validation.  Comparison methods are optimized to limit spatial and temporal mismatch errors (co-location strategy, photochemical adjustment to account for local time difference). Comparison results are analyzed to derive Quality Indicators and to conclude on the compliance w.r.t. the mission requirements.  This include estimates of: (1) the bias, as proxy for systematic errors, (2) the dispersion of the differences, which combines random errors with seasonal and mismatch errors, and (3) the dependence of these on key influence quantities (surface albedo, cloud cover…)

Overall, the MPC quality assessment of S5P NO2 data concludes to an excellent performance for the stratospheric data (bias<5%, dispersion<10%). The tropospheric data show a negative bias of -30% and a dispersion of 3Pmolec/cm2 vs. ground-based data. This dispersion is larger than the mission requirement on data precision, but it can partly be attributed to comparison errors such as those due to differences in resolution. Total column data are found to be biased low by 20%, with a 30% station-to-station scatter. After gridding to monthly means on a 0.8°x0.4

三年多来,哥白尼EO计划的第一颗大气卫星Sentinel-5p (S5P) TROPOMI已经获得了可见光范围内地球辐射的光谱测量数据,近实时(NRTI)和离线(OFFL)处理器从这些数据中检索到对流层和平流层的总光谱丰度。二氧化氮。& # 160;S5P任务性能中心 对这些数据产品进行持续的QA/QC,使用户能够验证S5P数据的适用性。质量指标来自与地面参考数据的比较,包括S5P自动验证服务器(AVS)中的逐站数据,以及全球范围内更深入的分析。 从产品间比较(NRTI与OFFL)和卫星间比较中获得补充质量信息。 经过三年的成功运行,我们在此综合概述了S5P TROPOMI NO2数据产品的质量,特别关注各种处理器改进的影响,特别是在2020年12月2日激活的最新版本(v1.4)中,它引入了更新的云检索,导致污染地区的NO2柱更高。还讨论了即将于2021年4月推出的v2,但已经用于生成诊断数据集。将S5P NO2数据与欧空局验证数据中心(EVDC)或网络数据档案(NDACC, PGN)收集的地面测量数据进行比较。来自潘多尼亚全球网络(PGN)的测量数据可作为总NO2验证的参考,用于对流层NO2验证的多轴DOAS数据,以及用于平流层NO2验证的NDACC天顶散射光DOAS数据。对比较方法进行了优化,以限制空间和时间不匹配误差(共定位策略,光化学调整以解释当地时差)。对比较结果进行分析,得出质量指标,并得出符合任务要求的结论。这包括以下估计:(1)偏差,作为系统误差的代表;(2)差异的分散,将随机误差与季节和不匹配误差结合起来;(3)这些差异对关键影响量(地表反照率、云量…)的依赖性总体而言,对S5P NO2数据的MPC质量评估得出结论,平流层数据(bias2与地面数据相比)表现优异。这种差异大于任务对数据精度的要求,但部分原因是由于分辨率差异等比较误差造成的。发现总柱数据偏差低20%,站间散点为30%。在0.8°x0.4°网格,与OMI数据的比较产生更小的色散(在0.7Pmolec/cm2的要求范围内)和较小的相对偏差。NRTI和OFFL的表现相似,即使它们偶尔在特定场景中有所不同。除了处理器升级到v1.4对污染场景偏差的影响外,我们还讨论了S5P对流层(和总)列中报告的负面偏差对二氧化氮减少估计的影响,例如在SARS-CoV-2封锁措施的背景下。还简要报告了这项工作对地面参考数据的反馈。& # 160; & # 160; & # 160; & # 160; & # 160; & # 160; & # 160; & # 160;
{"title":"Quality assessment of three years of Sentinel-5p TROPOMI NO2 data ","authors":"T. Verhoelst, S. Compernolle, G. Pinardi, J. Granville, J. Lambert, K. Eichmann, H. Eskes, S. Niemeijer, A. M. Fjæraa, A. Pazmino, A. Bazureau, F. Goutail, J. Pommereau, A. Cede, Martin Tiefengraber","doi":"10.5194/EGUSPHERE-EGU21-7499","DOIUrl":"https://doi.org/10.5194/EGUSPHERE-EGU21-7499","url":null,"abstract":"<p>For more than three years now, the first atmospheric satellite of the Copernicus EO programme, Sentinel-5p (S5P) TROPOMI, has acquired spectral measurements of the Earth radiance in the visible range, from which near-real-time (NRTI) and offline (OFFL) processors retrieve the total, tropospheric and stratospheric &#160;column abundance of&#160; NO<sub>2</sub>. &#160; The S5P Mission Performance Centre&#160; performs continuous QA/QC of these data products enabling users to verify the fitness-for-purpose of the S5P data. Quality Indicators are derived from comparisons to ground-based reference data, both station-by-station in the S5P Automated Validation Server (AVS), and globally in more in-depth analyses.&#160; Complementary quality information is obtained from product intercomparisons (NRTI vs. OFFL) and from satellite-to-satellite comparisons. &#160;After three years of successful operation we present here a consolidated overview of the quality of the S5P TROPOMI NO<sub>2</sub> data products, with particular attention paid to the impact of the various processor improvements, especially in the latest version (v1.4), activated on 2 December 2020, which introduces an updated cloud retrieval resulting in higher NO<sub>2</sub> columns in polluted regions. Also the upcoming v2, due in April 2021 but already used to produce a Diagnostic Data Set, is discussed. </p><p>S5P NO<sub>2</sub> data are compared to ground-based measurements collected through either the ESA Validation Data Centre (EVDC) or network data archives (NDACC, PGN). Measurements from the Pandonia Global Network (PGN) serve as a reference for total NO<sub>2</sub> validation, Multi-Axis DOAS data for tropospheric &#160;NO<sub>2</sub> validation, and NDACC zenith-scattered-light DOAS data for stratospheric NO<sub>2</sub> validation. &#160;Comparison methods are optimized to limit spatial and temporal mismatch errors (co-location strategy, photochemical adjustment to account for local time difference). Comparison results are analyzed to derive Quality Indicators and to conclude on the compliance w.r.t. the mission requirements. &#160;This include estimates of: (1) the bias, as proxy for systematic errors, (2) the dispersion of the differences, which combines random errors with seasonal and mismatch errors, and (3) the dependence of these on key influence quantities (surface albedo, cloud cover&#8230;)</p><p>Overall, the MPC quality assessment of S5P NO<sub>2</sub> data concludes to an excellent performance for the stratospheric data (bias<5%, dispersion<10%). The tropospheric data show a negative bias of -30% and a dispersion of 3Pmolec/cm<sup>2</sup> vs. ground-based data. This dispersion is larger than the mission requirement on data precision, but it can partly be attributed to comparison errors such as those due to differences in resolution. Total column data are found to be biased low by 20%, with a 30% station-to-station scatter. After gridding to monthly means on a 0.8&#176;x0.4","PeriodicalId":22413,"journal":{"name":"The EGU General Assembly","volume":"27 1","pages":"15036"},"PeriodicalIF":0.0,"publicationDate":"2021-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78996609","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Stable isotope composition of precipitation as signal of possible climate change: the case of the mountain Učka (Northern Adriatic, Croatia) 降水的稳定同位素组成作为可能的气候变化信号:以克罗地亚北亚得里亚海u<e:1> ka山为例
Pub Date : 2021-03-03 DOI: 10.5194/egusphere-egu21-164
D. Mance, Ema Topolnjak, Anita Crnov, D. Mance, Maja Radišić, J. Rubinić

The highest average annual rainfall in Croatia is in the Northern Adriatic, with some parts of the region receiving more than 2000 mm per year. Characteristics of the region’s weather are periods of intense rain alternating with dry periods in which the amount of precipitation can be negligible for more than a month. The area's water supply relies on karst groundwater sources that are primarily fed by Mediterranean precipitation. The aforementioned precipitation regime results in high groundwater yields in the cold part of the hydrological year and substantially decreased water quantities in the summer months. Under such specific conditions, it is of considerable importance to find out about the potential for climate change in order to ensure timely adjustment of the management and use of natural sources of water.

We present a comparison of the isotopic composition of precipitation collected on the mountain Učka in periods 2008-2011 and 2019-2020. Rain gauges were located on a vertical gradient from sea level up to nearly 1400 m. Unlike the isotopic altitude effect that did not change significantly compared to the one reported for the first period (Roller-Lutz et al, 2013), the weighted means of isotopic values were more positive in the second period.  For the cold part of the hydrological year, local meteoric water line has recently moved to higher values, indicating the sources of precipitation from drier Mediterranean regions. Local meteoric water line for the warm part of the last hydrological year, indicates presence of increased evaporation and thus confirms lower precipitation amounts.

 

Roller-Lutz Zvjezdana, Mance Diana, Hunjak Tamara, Lutz Hans O. (2013) On the isotopic altitude effect of precipitation in the Northern Adriatic (Croatia), Isotopes in Hydrology, Marine Ecosystems and Climate Change Studies. Vol. I. Proceedings of an International Symposium

 

This work was supported by the University of Rijeka as part of the research project uniri-pr-prirod-19-24.

克罗地亚的年平均降雨量最高的地区是亚得里亚海北部,该地区的一些地区年平均降雨量超过2000毫米。该地区天气的特点是强降雨和干旱交替的时期,在一个多月的时间里,降水量可以忽略不计。该地区的供水依赖于主要由地中海降水提供的喀斯特地下水资源。上述降水制度导致水文年寒冷部分地下水产量高,夏季水量大幅减少。在这种具体条件下,了解气候变化的可能性,以确保及时调整对自然水源的管理和利用,具有相当重要的意义。我们对2008-2011年和2019-2020年在Učka山收集的降水的同位素组成进行了比较。雨量计位于海平面至近1400米的垂直梯度上。与第一期相比,同位素高度效应没有显著变化(Roller-Lutz et al ., 2013),不同的是,同位素值的加权平均值在第二期更为正。在水文年的寒冷部分,当地的大气水线最近向较高的值移动,表明降水的来源来自较干燥的地中海地区。上一个水文年温暖部分的当地大气水线表明蒸发量增加,从而证实降水量减少。 Roller-Lutz Zvjezdana, Mance Diana, Hunjak Tamara, Lutz Hans O.(2013)北亚得里亚海(克罗地亚)降水的同位素高度效应,水文、海洋生态系统和气候变化研究中的同位素。这项工作得到了里耶卡大学的支持,作为研究项目uniri-pr-prirod-19-24的一部分。
{"title":"Stable isotope composition of precipitation as signal of possible climate change: the case of the mountain Učka (Northern Adriatic, Croatia)","authors":"D. Mance, Ema Topolnjak, Anita Crnov, D. Mance, Maja Radišić, J. Rubinić","doi":"10.5194/egusphere-egu21-164","DOIUrl":"https://doi.org/10.5194/egusphere-egu21-164","url":null,"abstract":"<p>The highest average annual rainfall in Croatia is in the Northern Adriatic, with some parts of the region receiving more than 2000 mm per year. Characteristics of the region&#8217;s weather are periods of intense rain alternating with dry periods in which the amount of precipitation can be negligible for more than a month. The area's water supply relies on karst groundwater sources that are primarily fed by Mediterranean precipitation. The aforementioned precipitation regime results in high groundwater yields in the cold part of the hydrological year and substantially decreased water quantities in the summer months. Under such specific conditions, it is of considerable importance to find out about the potential for climate change in order to ensure timely adjustment of the management and use of natural sources of water.</p><p>We present a comparison of the isotopic composition of precipitation collected on the mountain U&#269;ka in periods 2008-2011 and 2019-2020. Rain gauges were located on a vertical gradient from sea level up to nearly 1400 m. Unlike&#160;the isotopic altitude effect that did not change significantly compared to the one reported for the first period (Roller-Lutz et al, 2013), the weighted means of isotopic values were more positive in the second period.&#160; For the cold part of the hydrological year, local meteoric water line has recently moved to higher values, indicating the sources of precipitation from drier Mediterranean regions. Local meteoric water line for the warm part of the last hydrological year, indicates presence of increased evaporation and thus confirms lower precipitation amounts.</p><p>&#160;</p><p>Roller-Lutz Zvjezdana, Mance Diana, Hunjak Tamara, Lutz Hans O. (2013) On the isotopic altitude effect of precipitation in the Northern Adriatic (Croatia), Isotopes in Hydrology, Marine Ecosystems and Climate Change Studies. Vol. I. Proceedings of an International Symposium</p><p>&#160;</p><p>This work was supported by the University of Rijeka as part of the research project uniri-pr-prirod-19-24.</p>","PeriodicalId":22413,"journal":{"name":"The EGU General Assembly","volume":"58 1","pages":"164"},"PeriodicalIF":0.0,"publicationDate":"2021-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90041727","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The impact of urbanization and rapid population growth on the groundwater regime in Dhaka city, Bangladesh 城市化和人口快速增长对孟加拉国达卡市地下水状况的影响
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-702
Mazeda Islam, M. Van Camp, D. Hossain, M. R. Sarker, S. Khatun, K. Walraevens

Dhaka city with an area of about 306 Km2 and a population of more than 20 million is located in the central part of Bangladesh. Immense and prolonged groundwater abstraction due to rapid unplanned urbanization and population blast in this city have led to significant decline in groundwater level in the last three decades. 78% of the supplied water comprises groundwater from the Dupi Tila Sandstone aquifer system. Hydrogeological and geophysical data aided to the delineation of three different aquifers (based on lithology): Upper Dupi Tila aquifer (UDA), Middle Dupi Tila aquifer (MDA) and Lower Dupi Tila aquifer (LDA).  The evaluation of long-term hydrographs, piezometric maps and synthetic graphical overviews of piezometric trends in both the UDA and MDA depicts that the rate of dropping of groundwater level (GWL) is very substantial. Massive pumping in the city has altered its natural hydrologic system. The groundwater level has dropped on average 2.25 m/year and 2.8 m/year in UDA and MDA, respectively, in the whole city in 2018, whereas the average rate of decline in the center of the depression cone during this time was 4.0 m/year and 5.74 m/year respectively. Presently, the groundwater level elevation has declined to levels lower than -85 and -65 m PWD in UDA and MDA, respectively. The changes in pattern and magnitude of depression cones in UDA and MDA are directly associated with the city expansion and number of deep tube wells installed over a certain period in particular parts of the city. The depletion of GWL from 1980 to 2018 is very notable. There is only limited vertical recharge possible in the UDA and MDA as they are semi-confined aquifers, and only lateral flow mostly in the UDA and MDA from the surroundings is to be expected. In this regard the long-term management of groundwater resources in Dhaka city is urgently needed, otherwise the condition may go beyond control.

 

Key words: Groundwater abstraction, city expansion, hydrographs, piezometric maps, GWL decline, depression cone.

达卡市面积约306平方公里,人口超过2000万,位于孟加拉国中部。近三十年来,由于无计划的快速城市化和人口爆炸,该市地下水被大量长期抽取,导致地下水位显著下降。78%的供水包括来自杜皮提拉砂岩含水层系统的地下水。水文地质和地球物理数据帮助圈定了三个不同的含水层(基于岩性):上杜皮提拉含水层(UDA)、中杜皮提拉含水层(MDA)和下杜皮提拉含水层(LDA)。 对长期水文图、压力测量图和UDA和MDA中压力测量趋势的综合图形概述的评估表明,地下水位(GWL)下降的速度非常大。城市的大规模抽水改变了其自然水文系统。2018年,全市UDA区和MDA区地下水位分别平均下降2.25 m/年和2.8 m/年,而同期凹陷锥中心的平均下降速度分别为4.0 m/年和5.74 m/年。目前,UDA和MDA的地下水位高度分别下降到低于-85和-65 m的水平。UDA和MDA中凹锥的模式和大小的变化与城市扩张和城市特定地区在一定时期内安装的深管井数量直接相关。从1980年到2018年,GWL的消耗非常显著。由于UDA和MDA是半封闭含水层,因此只有有限的垂直回灌可能,并且只有来自周围环境的横向流动主要在UDA和MDA中。为此,亟需对达卡市地下水资源进行长期管理,否则情况可能失控。关键词:地下水抽取,城市扩张,水文,测压图,GWL下降,凹陷锥。
{"title":"The impact of urbanization and rapid population growth on the groundwater regime in Dhaka city, Bangladesh","authors":"Mazeda Islam, M. Van Camp, D. Hossain, M. R. Sarker, S. Khatun, K. Walraevens","doi":"10.5194/EGUSPHERE-EGU21-702","DOIUrl":"https://doi.org/10.5194/EGUSPHERE-EGU21-702","url":null,"abstract":"<p>Dhaka city with an area of about 306 Km<sup>2</sup> and a population of more than 20 million is located in the central part of Bangladesh. Immense and prolonged groundwater abstraction due to rapid unplanned urbanization and population blast in this city have led to significant decline in groundwater level in the last three decades. 78% of the supplied water comprises groundwater from the Dupi Tila Sandstone aquifer system. Hydrogeological and geophysical data aided to the delineation of three different aquifers (based on lithology): Upper Dupi Tila aquifer (UDA), Middle Dupi Tila aquifer (MDA) and Lower Dupi Tila aquifer (LDA). &#160;The evaluation of long-term hydrographs, piezometric maps and synthetic graphical overviews of piezometric trends in both the UDA and MDA depicts that the rate of dropping of groundwater level (GWL) is very substantial. Massive pumping in the city has altered its natural hydrologic system. The groundwater level has dropped on average 2.25 m/year and 2.8 m/year in UDA and MDA, respectively, in the whole city in 2018, whereas the average rate of decline in the center of the depression cone during this time was 4.0 m/year and 5.74 m/year respectively. Presently, the groundwater level elevation has declined to levels lower than -85 and -65 m PWD in UDA and MDA, respectively. The changes in pattern and magnitude of depression cones in UDA and MDA are directly associated with the city expansion and number of deep tube wells installed over a certain period in particular parts of the city. The depletion of GWL from 1980 to 2018 is very notable. There is only limited vertical recharge possible in the UDA and MDA as they are semi-confined aquifers, and only lateral flow mostly in the UDA and MDA from the surroundings is to be expected. In this regard the long-term management of groundwater resources in Dhaka city is urgently needed, otherwise the condition may go beyond control.</p><p>&#160;</p><p><strong>Key words:</strong> Groundwater abstraction, city expansion, hydrographs, piezometric maps, GWL decline, depression cone.</p>","PeriodicalId":22413,"journal":{"name":"The EGU General Assembly","volume":"9 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82048877","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Using the 3D MOCAGE CTM to simulate the chemistry of halogens in the volcanic plume of Etna's eruption in December 2018 at the regional scale 利用3D MOCAGE CTM在区域尺度上模拟2018年12月埃特纳火山喷发的火山羽流中卤素的化学成分
Pub Date : 2021-03-03 DOI: 10.5194/egusphere-egu21-12205
Herizo Narivelo, V. Marécal, P. Hamer, L. Surl, Tjarda Roberts, Mickaël Bacles, Simon Warnach, T. Wagner

Volcanoes emit different gaseous species, SO₂ and in particular halogen species especially bromine and chlorine compounds. In general, halogens play an important role in the atmosphere by contributing to ozone depletion in the stratosphere (WMO Ozone assessment, 2018) and by modifying air composition and oxidizing capacity in the troposphere (Von Glasow et al. 2004). The halogen species emitted by volcanoes are halides. The chemical processing occurring within the plume leads to the formation of BrO from HBr following the ‘bromine explosion’ mechanism as evidenced from both observations and modelling (e.g., Bobrowski et al. Nature, 2003; Roberts et al., Chem. Geol. 2009). Oxidized forms of chlorine and bromine are modelled to be formed within the plume due to the heterogenous reaction of HOBr with HCl and HBr, forming BrCl and Br₂ that photolyses and produces Br and Cl radicals. So far, modelling studies were mainly focused on the very local scale and processes occurring within a few hours after eruption.

In this study, the objective is to go a step further by analyzing the impact at the regional scale over the Mediterranean basin of a Mt Etna eruption event. For this, we use the MOCAGE model (Guth et al., GMD, 2016), a chemistry transport model run with a resolution of 0.2°x 0.2°, to quantify the impacts of the halogens species emitted by the volcano on the tropospheric composition. We have selected here the case of the eruption of Mount Etna around Christmas 2018 characterised by large amounts of emissions over several days (Calvari et al., remote sensing 2020; Corrdadini et al., remote sensing 2020). The results show that MOCAGE represents rather well the chemistry of the halogens in the volcanic plume because it established theory of plume chemistry. The bromine explosion process takes place on the first day of the eruption and even more strongly the day after, with a rapid increase of the in-plume BrO concentrations and a corresponding strong reduction of ozone and NO2 concentrations.

We also compared MOCAGE results with the WRF-CHEM model simulations for the same case study. We note that the tropospheric column of BrO and SO₂ in the two models have the same order of magnitude with more rapid bromine explosion occurring in WRF-CHEM simulations. Finally, we compared the MOCAGE results to tropospheric columns of BrO and SO2 retrieved from TROPOMI spaceborne instrument.

火山喷发出不同的气体种类,SO₂尤其是卤素类化合物尤其是溴和氯化合物。一般来说,卤素通过促进平流层臭氧消耗(WMO臭氧评估,2018年)以及通过改变对流层的空气成分和氧化能力在大气中发挥重要作用(Von Glasow et al. 2004)。火山释放的卤素是卤化物。羽流内部发生的化学过程导致HBr在溴爆炸后生成溴;由观察和模型(例如Bobrowski等)证实的机制。自然,2003;罗伯茨等人,化学。地质,2009)。由于HOBr与HCl和HBr的非均相反应,形成BrCl和Br₂,模拟了在羽流中形成氯和溴的氧化形式;光解并产生Br和Cl自由基。到目前为止,模拟研究主要集中在非常局部的规模和爆发后几小时内发生的过程。在这项研究中,目标是进一步分析埃特纳火山喷发事件对地中海盆地的区域影响。为此,我们使用MOCAGE模型(Guth et al., GMD, 2016),一个分辨率为0.2°x 0.2°的化学输运模型,来量化火山释放的卤素种类对对流层组成的影响。我们在这里选择了2018年圣诞节前后埃特纳火山喷发的案例,其特征是在几天内大量排放(Calvari等人,遥感2020;cordadini等人,遥感,2020)。结果表明,MOCAGE建立了火山柱化学理论,较好地反映了火山柱中卤素的化学性质。溴爆炸过程发生在喷发的第一天,第二天更强烈,随着羽内BrO浓度的迅速增加,臭氧和no2浓度也相应强烈减少。我们还将MOCAGE的结果与WRF-CHEM模型的模拟结果进行了比较。我们注意到BrO和SO₂对流层柱;在WRF-CHEM模拟中,两种模式中溴爆炸发生的速度更快。最后,我们将MOCAGE观测结果与TROPOMI星载仪器反演的对流层BrO和SO2柱进行了比较。
{"title":"Using the 3D MOCAGE CTM to simulate the chemistry of halogens in the volcanic plume of Etna's eruption in December 2018 at the regional scale","authors":"Herizo Narivelo, V. Marécal, P. Hamer, L. Surl, Tjarda Roberts, Mickaël Bacles, Simon Warnach, T. Wagner","doi":"10.5194/egusphere-egu21-12205","DOIUrl":"https://doi.org/10.5194/egusphere-egu21-12205","url":null,"abstract":"<p><span>Volcanoes emit different gaseous species, SO&#8322; and in particular halogen species especially bromine and chlorine compounds. In general, halogens play an important role in the atmosphere by contributing to ozone depletion in the stratosphere (WMO Ozone assessment, 2018) and by modifying air composition and oxidizing capacity in the troposphere (Von Glasow et al. 2004). The halogen species emitted by volcanoes are halides. The chemical processing occurring within the plume leads to the formation of BrO from HBr following the &#8216;bromine explosion&#8217; mechanism as evidenced from both observations and modelling (e.g., Bobrowski et al. Nature, 2003; Roberts et al., Chem. Geol. 2009). Oxidized forms of chlorine and bromine are modelled to be formed within the plume due to the heterogenous reaction of HOBr with HCl and HBr, forming BrCl and Br&#8322; that photolyses and produces Br and Cl radicals. So far, modelling studies were mainly focused on the very local scale and processes occurring within a few hours after eruption.</span></p><p><span>In this study, the objective is to go a step further by analyzing the impact at the regional scale over the Mediterranean basin of a Mt Etna eruption event. For this, we use the MOCAGE model (Guth et al., GMD, 2016), a chemistry transport model run with a resolution of 0.2&#176;x 0.2&#176;, to quantify the impacts of the halogens species emitted by the volcano on the tropospheric composition. We have selected here the case of the eruption of Mount Etna around Christmas 2018 characterised by large amounts of emissions over several days (Calvari et al., remote sensing 2020; Corrdadini et al., remote sensing 2020). The results show that MOCAGE represents rather well the chemistry of the halogens in the volcanic plume because it established theory of plume chemistry. The bromine explosion process takes place on the first day of the eruption and even more strongly the day after, with a rapid increase of the in-plume BrO concentrations and a corresponding strong&#160;reduction of ozone and NO2&#160;concentrations.</span></p><p><span>We also compared MOCAGE results with the WRF-CHEM model simulations for the same case study. We note that the tropospheric column of BrO and SO&#8322; in the two models have the same order of magnitude with more rapid bromine explosion occurring in WRF-CHEM simulations. Finally, we compared the MOCAGE results to tropospheric columns of BrO and SO</span><sub><span>2</span></sub><span> retrieved from TROPOMI spaceborne instrument.</span></p>","PeriodicalId":22413,"journal":{"name":"The EGU General Assembly","volume":"765 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76926482","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
News from the GGOS DOI Working Group 来自GGOS DOI工作组的新闻
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-15081
K. Elger

Data publications with digital object identifiers (DOI) are best practice for FAIR sharing data. Originally developed with the purpose of providing permanent access to (static) datasets described in scholarly literature, DOI today are more and more assigned to dynamic data. These DOIs are providing a citable and traceable reference of various types of sources (data, software, samples, equipment) and means of rewarding the originators and institutions. As a result of international groups, like the Coalition on Publishing Data in the Earth, Space and Environmental Sciences (COPDESS) and the Enabling FAIR Data project, data with assigned DOIs are fully citable in scholarly literature and many journals require the data underlying a publication to be available – even before accepting an article. Initial metrics for data citation allows data providers to demonstrate the value of the data collected by institutes and individual scientists.

This is especially relevant for the geodesy, because, geodesy researchers are often much more involved in operational aspects and data provision than researchers in other fields might be. Therefore, compared to other scientific disciplines, geodesy researchers appear to be producing less “countable scientific” output. Consequently, geodesy data and equipment require a structured and well-documented mechanism which will enable citability, scientific recognition and reward that can be provided by assigning DOI to data and data products.

To address these challenges and to identify opportunities for improved coordination and advocacy within the geodetic community, the International Association of Geodesy’s (IAG) Global Geodetic Observing System (GGOS) has established a Working Group on “Digital Object Identifiers (DOIs) for Geodetic Data Sets” in 2019. This Working Group is designated to establish best practices and advocate for the consistent implementation of DOIs across all IAG Services and in the greater geodetic community.

The main objectives and activities of this working group are:

  • (1) to identify what the community needs from consistent usage of DOIs for data in terms of being able to discover data, permanently cite data, and acknowledge the data providers
  • (2) to develop recommendations for DOI minting strategies for different geodetic data types and granularity across IAG Services (static, dynamic, observational data, data products, combination products, networks)
  • (3) to develop recommendations for a consistent method for data citation across all IAG Services, to support data providers, and to provide quantitative support detailing the use of geodetic datasets and other resources.
  • (4) to develop recommendations for connecting metadata standards for data discovery (e.g. DataCite, ISO19115) with community metadata standards (GeodesyML, Station Logs)

This presentation will provide an update on recent topics and

带有数字对象标识符(DOI)的数据发布是FAIR共享数据的最佳实践。DOI最初是为了提供对学术文献中描述的(静态)数据集的永久访问而开发的,如今,DOI越来越多地被分配给动态数据。这些doi提供了各种来源(数据、软件、样本、设备)的可引用和可追溯的参考资料,以及奖励发起者和机构的手段。由于国际团体,如地球、空间和环境科学数据出版联盟(COPDESS)和促进公平数据项目,具有指定doi的数据在学术文献中是完全可引用的,许多期刊要求提供出版物的基础数据–甚至在接受一篇文章之前。数据引用的初始度量允许数据提供者展示由研究所和个别科学家收集的数据的价值。这与大地测量学尤其相关,因为大地测量学研究人员通常比其他领域的研究人员更多地参与操作方面和数据提供。因此,与其他科学学科相比,大地测量学研究人员似乎产生了更少的科学成果。输出。因此,大地测量数据和设备需要一个结构化的、记录良好的机制,通过为数据和数据产品分配DOI,实现可引用性、科学认可和奖励。为了应对这些挑战并确定在大地测量界改进协调和宣传的机会,国际大地测量协会(IAG)全球大地测量观测系统(GGOS)成立了一个大地测量数据集数字目标标识符(DOIs)工作组。在2019年。该工作组的任务是建立最佳做法,并倡导在所有IAG服务部门和更大的大地测量界一致实施doi。该工作组的主要目标和活动是:(1)确定社区需要从数据DOI的一致使用中获得什么,以便能够发现数据、永久引用数据和确认数据提供者(2)为跨IAG服务(静态、动态、观测数据、数据产品、组合产品)的不同大地测量数据类型和粒度的DOI生成策略提出建议。(3)为所有IAG服务的数据引用提供一致的方法建议,为数据提供者提供支持,并为详细说明大地测量数据集和其他资源的使用提供定量支持。(4)为将数据发现的元数据标准(例如DataCite、ISO19115)与社区元数据标准(GeodesyML、GeodesyML、GeodesyML、GeodesyML、GeodesyML、GeodesyML、GeodesyML、GeodesyML、GeodesyML等)连接起来提出建议。站点日志)本报告将提供GGOS DOI工作组的最新主题和初步建议。
{"title":"News from the GGOS DOI Working Group","authors":"K. Elger","doi":"10.5194/EGUSPHERE-EGU21-15081","DOIUrl":"https://doi.org/10.5194/EGUSPHERE-EGU21-15081","url":null,"abstract":"<p>Data publications with digital object identifiers (DOI) are best practice for FAIR sharing data. Originally developed with the purpose of providing permanent access to (static) datasets described in scholarly literature, DOI today are more and more assigned to dynamic data. These DOIs are providing a citable and traceable reference of various types of sources (data, software, samples, equipment) and means of rewarding the originators and institutions. As a result of international groups, like the Coalition on Publishing Data in the Earth, Space and Environmental Sciences (COPDESS) and the Enabling FAIR Data project, data with assigned DOIs are fully citable in scholarly literature and many journals require the data underlying a publication to be available &#8211; even before accepting an article. Initial metrics for data citation allows data providers to demonstrate the value of the data collected by institutes and individual scientists.</p><p>This is especially relevant for the geodesy, because, geodesy researchers are often much more involved in operational aspects and data provision than researchers in other fields might be. Therefore, compared to other scientific disciplines, geodesy researchers appear to be producing less &#8220;countable scientific&#8221; output. Consequently, geodesy data and equipment require a structured and well-documented mechanism which will enable citability, scientific recognition and reward that can be provided by assigning DOI to data and data products.</p><p>To address these challenges and to identify opportunities for improved coordination and advocacy within the geodetic community, the International Association of Geodesy&#8217;s (IAG) Global Geodetic Observing System (GGOS) has established a Working Group on &#8220;Digital Object Identifiers (DOIs) for Geodetic Data Sets&#8221; in 2019. This Working Group is designated to establish best practices and advocate for the consistent implementation of DOIs across all IAG Services and in the greater geodetic community.</p><p>The main objectives and activities of this working group are:</p><ul><li>(1) to identify what the community needs from consistent usage of DOIs for data in terms of being able to discover data, permanently cite data, and acknowledge the data providers</li>\u0000<li>(2) to develop recommendations for DOI minting strategies for different geodetic data types and granularity across IAG Services (static, dynamic, observational data, data products, combination products, networks)</li>\u0000<li>(3) to develop recommendations for a consistent method for data citation across all IAG Services, to support data providers, and to provide quantitative support detailing the use of geodetic datasets and other resources.</li>\u0000<li>(4) to develop recommendations for connecting metadata standards for data discovery (e.g. DataCite, ISO19115) with community metadata standards (GeodesyML, Station Logs)</li>\u0000</ul><p>This presentation will provide an update on recent topics and","PeriodicalId":22413,"journal":{"name":"The EGU General Assembly","volume":"8 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89332195","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Age of the Eastern Iranian oroclinal Buckling inferred from a U235/Pb207 dating on radial dikes in the Qayen Area Qayen地区放射状岩脉U235/Pb207定年推断伊朗东部造山头曲伏的年龄
Pub Date : 2021-03-03 DOI: 10.5194/egusphere-egu21-14258
Emad Rojhani, S. Bagheri, D. Hinsbergen, H. Azizi, F. Ghaemi, Nalan Lom, A. Qayyum

The Eastern Iranian Orocline provides us several opportunities to study magmatism in relation to tectonic events. The buckling of this orocline is accompanied by an extreme extension in its Khorasan outer arc during which a calc-alkaline dike swarm, generally andesite to dacite, intruded in a radial pattern into the Paleocene-Eocene volcano-sedimentary units, belonging to the platform of the Lut block. The azimuth of these dikes shows a declination of 30 degrees, from N300o to N330o. The U235/Pb207 age of ~41±74 Ma from zircon crystals taken from the dikes represents a considerable buckling with an extension occurred during the middle-upper Eocene. In fact, this time refers to the buckling in the boundary of the inner- and outer-arc of the orocline. This could be a noticeable document of syn-orocline magmatism in the Tethyan realm in the east of the Iranian plateau. The dikes and their host rocks are also sampled for AMS analysis and paleomagnetic measurements to test the amount of the oroclinal buckling in the Qayen area.

东伊朗造山带为我们研究岩浆活动与构造事件的关系提供了若干机会。该造山斜的弯曲伴随着呼罗珊外弧的极端伸展,其间钙碱性岩脉群呈放射状侵入古新世-始新世火山-沉积单元,属于卢特地块的台地。这些堤防的方位角从北纬300度到北纬330度呈30度偏角。岩脉锆石晶体U235/Pb207年龄为~41±74 Ma,表明始新统中上段发生了相当程度的弯曲和伸展。实际上,这个时间是指在造山斜内外弧边界的屈曲。这可能是伊朗高原东部特提斯地区同造山带岩浆活动的重要证据。并对岩脉及其寄主岩进行了AMS分析和古地磁测量,以测试加延地区的造山斜屈曲程度。
{"title":"Age of the Eastern Iranian oroclinal Buckling inferred from a U235/Pb207 dating on radial dikes in the Qayen Area","authors":"Emad Rojhani, S. Bagheri, D. Hinsbergen, H. Azizi, F. Ghaemi, Nalan Lom, A. Qayyum","doi":"10.5194/egusphere-egu21-14258","DOIUrl":"https://doi.org/10.5194/egusphere-egu21-14258","url":null,"abstract":"<p>The Eastern Iranian Orocline provides us several opportunities to study magmatism in relation to tectonic events. The buckling of this orocline is accompanied by an extreme extension in its Khorasan outer arc during which a calc-alkaline dike swarm, generally andesite to dacite, intruded in a radial pattern into the Paleocene-Eocene volcano-sedimentary units, belonging to the platform of the Lut block. The azimuth of these dikes shows a declination of 30 degrees, from N300<sup>o</sup> to N330<sup>o</sup>. The U<sup>235</sup>/Pb<sup>207</sup> age of ~41&#177;74 Ma from zircon crystals taken from the dikes represents a considerable buckling with an extension occurred during the middle-upper Eocene. In fact, this time refers to the buckling in the boundary of the inner- and outer-arc of the orocline. This could be a noticeable document of syn-orocline magmatism in the Tethyan realm in the east of the Iranian plateau. The dikes and their host rocks are also sampled for AMS analysis and paleomagnetic measurements to test the amount of the oroclinal buckling in the Qayen area.</p>","PeriodicalId":22413,"journal":{"name":"The EGU General Assembly","volume":"9 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74381872","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A new experimental set-up to study the shear strength of snow-mortar interfaces 一种研究雪砂浆界面抗剪强度的新实验装置
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-4056
G. Vallero, M. Barbero, F. Barpi, M. Borri-Brunetto, V. De Biagi

The progressive failure of a snow layer deposited on a stiff substrate is at the base of the comprehension of several physical processes that can be found both in natural and artificial conditions. For instance, glide avalanches often originate from the reduction of the basal friction between the snowpack and the underlying ground due to the presence of liquid water film or depth hoar at the snow-ground interface. Moreover, the interaction between snow and construction materials relates to many other applications such as the study of new and more efficient snow removal techniques, the safety of travelers along snow covered roads, the snow redistribution from roofs and buildings, etc. 

Despite this large number of application fields, laboratory investigations are still limited. We performed cold room tests on artificially made snow-mortar interface specimens through a direct shear test device. The effects of confinement pressure, temperature and dry snow hardness (due to sintering times) were taken into account. The tests were carried out in displacement-controlled conditions in order to study the entire failure process at the interface and the following irreversible sliding. The results show some interesting and encouraging aspects for understanding the shear strength of the interface. From a micromechanical point of view we recorded the tests with a high-definition video camera and analyzed the data with the Particle Image Velocimetry technique to obtain the motion fields on the external side of the specimens. Here, we present and discuss some preliminary results of the experimental activity and suggest some future implementations and further developments of the studied topic.       

沉积在坚硬基材上的雪层的逐渐破坏是对自然和人工条件下几种物理过程的理解的基础。例如,滑行雪崩通常源于积雪和下面地面之间的基础摩擦的减少,这是由于在雪地界面上存在液态水膜或深度灰。此外,雪与建筑材料之间的相互作用涉及许多其他应用,例如研究新的和更有效的除雪技术,沿积雪覆盖的道路的旅行者的安全,屋顶和建筑物的雪重新分配等 尽管有大量的应用领域,实验室调查仍然有限。通过直剪试验装置对人工造雪砂浆界面试件进行了冷室试验。考虑了约束压力、温度和干雪硬度(由于烧结时间)的影响。试验是在位移控制条件下进行的,目的是研究界面破坏的整个过程以及随后的不可逆滑动。结果显示了一些有趣和鼓舞人心的方面,了解界面的抗剪强度。从微观力学的角度,我们用高清摄像机记录了试验过程,并用粒子图像测速技术对数据进行了分析,得到了试件外侧的运动场。在这里,我们提出并讨论了一些实验活动的初步结果,并提出了一些未来的实现和研究主题的进一步发展。          
{"title":"A new experimental set-up to study the shear strength of snow-mortar interfaces","authors":"G. Vallero, M. Barbero, F. Barpi, M. Borri-Brunetto, V. De Biagi","doi":"10.5194/EGUSPHERE-EGU21-4056","DOIUrl":"https://doi.org/10.5194/EGUSPHERE-EGU21-4056","url":null,"abstract":"<p>The progressive failure of a snow layer deposited on a stiff substrate is at the base of the comprehension of several physical processes that can be found both in natural and artificial conditions. For instance, glide avalanches often originate from the reduction of the basal friction between the snowpack and the underlying ground due to the presence of liquid water film or depth hoar at the snow-ground interface. Moreover, the interaction between snow and construction materials relates to many other applications such as the study of new and more efficient snow removal techniques, the safety of travelers along snow covered roads, the snow redistribution from roofs and buildings, etc.&#160;</p><p>Despite this large number of application fields, laboratory investigations are still limited. We performed cold room tests on artificially made snow-mortar interface specimens through a direct shear test device. The effects of confinement pressure, temperature and dry snow hardness (due to sintering times) were taken into account. The tests were carried out in displacement-controlled conditions in order to study the entire failure process at the interface and the following irreversible sliding. The results show some interesting and encouraging aspects for understanding the shear strength of the interface. From a micromechanical point of view we recorded the tests with a high-definition video camera and analyzed the data with the Particle Image Velocimetry technique to obtain the motion fields on the external side of the specimens. Here, we present and discuss some preliminary results of the experimental activity and suggest some future implementations and further developments of the studied topic.&#160;&#160;&#160;&#160;&#160;&#160;&#160;</p>","PeriodicalId":22413,"journal":{"name":"The EGU General Assembly","volume":"18 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82778266","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A new spatio-temporal graph neural network method for the analysis of GNSS geodetic data 一种新的GNSS大地测量数据分析的时空图神经网络方法
Pub Date : 2021-03-03 DOI: 10.3929/ETHZ-B-000478670
Mostafa Kiani Shahvandi, Benedikt Soja

Graph neural networks are a newly established category of machine learning algorithms dealing with relational data. They can be used for the analysis of both spatial and/or temporal data. They are capable of modeling how time series of nodes, which are located at different spatial positions, change by the exchange of information between nodes and their neighbors. As a result, time series can be predicted to future epochs.

GNSS networks consist of stations at different locations, each producing time series of geodetic parameters, such as changes in their positions. In order to successfully apply graph neural networks to predict time series from GNSS networks, the physical properties of GNSS time series should be taken into account. Thus, we suggest a new graph neural network algorithm that has both a physical and a mathematical basis. The physical part is based on the fundamental concept of information exchange between nodes and their neighbors. Here, the temporal correlation between the changes of time series of the nodes and their neighbors is considered, which is computed by geophysical loading and/or climatic data. The mathematical part comes from the time series prediction by mathematical models, after the removal of trends and periodic effects using the singular spectrum analysis algorithm. In addition, it plays a role in the computation of the impact of neighboring nodes, based on the spatial correlation computed according to the pair-wise node-neighbor distance. The final prediction is the simple weighted summation of the predicted values of the time series of the node and those of its neighbors, in which weights are the multiplication of the spatial and temporal correlations.

In order to show the efficiency of the proposed algorithm, we considered a global network of more than 18000 GNSS stations and defined the neighbors of each node as stations that are located within the range of 10 km. We performed several different analyses, including the comparison between different machine learning algorithms and statistical methods for the time series prediction part, the impact of the type of data used for the computation of temporal correlation (climatic and/or geophysical loading), and comparison with other state-of-the-art graph neural network algorithms. We demonstrate the superiority of our method to the current graph neural network algorithms when applied to time series of geodetic networks. In addition, we show that the best machine learning algorithm to use within our graph neural network architecture is the multilayer perceptron, which shows an average of 0.34 mm in prediction accuracy. Furthermore, we find that the statistical methods have lower accuracies than machine learning ones, as much as 44 percent.

图神经网络是一种新兴的处理关系数据的机器学习算法。它们可用于空间和/或时间数据的分析。它们能够模拟位于不同空间位置的节点的时间序列如何通过节点与相邻节点之间的信息交换而变化。因此,时间序列可以预测到未来的时代。全球导航卫星系统网络由不同位置的站点组成,每个站点都会产生大地测量参数的时间序列,例如它们位置的变化。为了成功地将图神经网络应用于GNSS网络的时间序列预测,需要考虑GNSS时间序列的物理性质。因此,我们提出了一种新的具有物理和数学基础的图神经网络算法。物理部分基于节点与相邻节点之间信息交换的基本概念。这里考虑了节点与相邻节点时间序列变化的时间相关性,这是通过地球物理载荷和/或气候数据计算得到的。数学部分来自数学模型对时间序列的预测,在使用奇异谱分析算法去除趋势和周期效应后。此外,基于两两节点-邻居距离计算的空间相关性,它还可以计算相邻节点的影响。最后的预测是节点的时间序列预测值与其相邻时间序列预测值的简单加权求和,其中权重是空间和时间相关性的乘法。为了证明算法的有效性,我们考虑了一个由18000多个GNSS站点组成的全球网络,并将每个节点的邻居定义为位于10 km范围内的站点。我们进行了几种不同的分析,包括时间序列预测部分不同机器学习算法和统计方法之间的比较,用于计算时间相关性(气候和/或地球物理载荷)的数据类型的影响,以及与其他最先进的图形神经网络算法的比较。在应用于时间序列大地测量网络时,我们证明了我们的方法比当前的图神经网络算法的优越性。此外,我们表明,在我们的图神经网络架构中使用的最佳机器学习算法是多层感知器,其预测精度平均为0.34 mm。此外,我们发现统计方法的准确率低于机器学习方法,高达44%。
{"title":"A new spatio-temporal graph neural network method for the analysis of GNSS geodetic data","authors":"Mostafa Kiani Shahvandi, Benedikt Soja","doi":"10.3929/ETHZ-B-000478670","DOIUrl":"https://doi.org/10.3929/ETHZ-B-000478670","url":null,"abstract":"<p>Graph neural networks are a newly established category of machine learning algorithms dealing with relational data. They can be used for the analysis of both spatial and/or temporal data. They are capable of modeling how time series of nodes, which are located at different spatial positions, change by the exchange of information between nodes and their neighbors. As a result, time series can be predicted to future epochs.</p><p>GNSS networks consist of stations at different locations, each producing time series of geodetic parameters, such as changes in their positions. In order to successfully apply graph neural networks to predict time series from GNSS networks, the physical properties of GNSS time series should be taken into account. Thus, we suggest a new graph neural network algorithm that has both a physical and a mathematical basis. The physical part is based on the fundamental concept of information exchange between nodes and their neighbors. Here, the temporal correlation between the changes of time series of the nodes and their neighbors is considered, which is computed by geophysical loading and/or climatic data. The mathematical part comes from the time series prediction by mathematical models, after the removal of trends and periodic effects using the singular spectrum analysis algorithm. In addition, it plays a role in the computation of the impact of neighboring nodes, based on the spatial correlation computed according to the pair-wise node-neighbor distance. The final prediction is the simple weighted summation of the predicted values of the time series of the node and those of its neighbors, in which weights are the multiplication of the spatial and temporal correlations.</p><p>In order to show the efficiency of the proposed algorithm, we considered a global network of more than 18000 GNSS stations and defined the neighbors of each node as stations that are located within the range of 10 km. We performed several different analyses, including the comparison between different machine learning algorithms and statistical methods for the time series prediction part, the impact of the type of data used for the computation of temporal correlation (climatic and/or geophysical loading), and comparison with other state-of-the-art graph neural network algorithms. We demonstrate the superiority of our method to the current graph neural network algorithms when applied to time series of geodetic networks. In addition, we show that the best machine learning algorithm to use within our graph neural network architecture is the multilayer perceptron, which shows an average of 0.34 mm in prediction accuracy. Furthermore, we find that the statistical methods have lower accuracies than machine learning ones, as much as 44 percent.</p>","PeriodicalId":22413,"journal":{"name":"The EGU General Assembly","volume":"s1-10 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85966834","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Elastic Block Model in the North Andean Sliver 北安第斯盆地的弹性块体模型
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-7995
P. Jarrín, J. Nocquet, F. Rolandone, H. Mora-Páez, P. Mothes

The North Andean Sliver (hereinafter NAS) lies at the northwestern end of the South American plate (hereinafter SOAM). This extensive area exhibits a complex deformation process controlled by the interactions of Nazca, Caribbean, South America plates, and Panama block, producing crustal seismicity, arc-continental collision, and subduction processes. Previous models based on partial GPS data sets have estimated the NAS kinematics as a single rigid block moving towards northeast  at 8-10 mm/yr (Nocquet et al. 2014, Mora-Paez et al 2019). By contrary, geologic interpretations as well as seismotectonic data propose more complex kinematic models based on the interaction of several blocks (Audemard et al 2014, Alvarado et al 2016).  Here, we present an updated and most extensive interseismic horizontal velocity field derived from continuous and episodic GPS data between 1994 and 2019 that encompasses the whole North Andean Sliver.  We then interpret it, developing a kinematic elastic block model in order to simultaneously estimate rigid block rotations, consistent slip rates at faults and the spatial distribution of interseismic coupling at the Nazca/NAS megathrust interface. Our model is not constrained either by a priori information derived from geologic slip rates or by a priori information of creeping faults. In contrast with previous simplest models, our model will allow us to estimate the degree of slip partitioning more precisely along the NAZCA/SOAM convergence as well as an improved model of interseismic coupling. We will discuss our coupling distribution with respect to previous models, and our block geometry quantifying the goodness of fit, resolution,  and considering its consistency with geological interpretations.

北安第斯银带(NAS)位于南美洲板块(SOAM)的西北端。这片广阔的区域呈现出一个复杂的变形过程,由纳斯卡、加勒比、南美板块和巴拿马地块的相互作用控制,产生地壳地震活动、弧-陆碰撞和俯冲过程。先前基于部分GPS数据集的模型将NAS的运动学估计为单个刚性块向东北移动 8-10毫米/年(Nocquet et al. 2014, Mora-Paez et al. 2019)。相反,地质解释和地震构造数据提出了基于几个区块相互作用的更复杂的运动学模型(audeded et al 2014, Alvarado et al 2016)。在这里,我们展示了一个最新的、最广泛的地震间水平速度场,该速度场来自1994年至2019年期间连续和偶然的GPS数据,涵盖了整个北安第斯山脉。 然后,我们对其进行了解释,建立了一个运动弹性块体模型,以同时估计刚性块体旋转、断层的一致滑动速率以及纳斯卡/纳斯纳斯大逆冲界面的地震间耦合的空间分布。我们的模型既不受地质滑动率的先验信息的约束,也不受爬行断层的先验信息的约束。与以前最简单的模型相比,我们的模型将使我们能够更精确地估计沿NAZCA/SOAM收敛的滑动分配程度,以及改进的地震间耦合模型。我们将讨论关于以前模型的耦合分布,以及量化拟合优度、分辨率的块几何, 考虑到它与地质解释的一致性。
{"title":"Elastic Block Model in the North Andean Sliver","authors":"P. Jarrín, J. Nocquet, F. Rolandone, H. Mora-Páez, P. Mothes","doi":"10.5194/EGUSPHERE-EGU21-7995","DOIUrl":"https://doi.org/10.5194/EGUSPHERE-EGU21-7995","url":null,"abstract":"<p>The North Andean Sliver (hereinafter NAS) lies at the northwestern end of the South American plate (hereinafter SOAM). This extensive area exhibits a complex deformation process controlled by the interactions of Nazca, Caribbean, South America plates, and Panama block, producing crustal seismicity, arc-continental collision, and subduction processes. Previous models based on partial GPS data sets have estimated the NAS kinematics as a single rigid block moving towards northeast&#160; at 8-10 mm/yr (Nocquet et al. 2014, Mora-Paez et al 2019). By contrary, geologic interpretations as well as seismotectonic data propose more complex kinematic models based on the interaction of several blocks (Audemard et al 2014, Alvarado et al 2016). &#160;Here, we present an updated and most extensive interseismic horizontal velocity field derived from continuous and episodic GPS data between 1994 and 2019 that encompasses the whole North Andean Sliver. &#160;We then interpret it, developing a kinematic elastic block model in order to simultaneously estimate rigid block rotations, consistent slip rates at faults and the spatial distribution of interseismic coupling at the Nazca/NAS megathrust interface. Our model is not constrained either by a priori information derived from geologic slip rates or by a priori information of creeping faults. In contrast with previous simplest models, our model will allow us to estimate the degree of slip partitioning more precisely along the NAZCA/SOAM convergence as well as an improved model of interseismic coupling. We will discuss our coupling distribution with respect to previous models, and our block geometry quantifying the goodness of fit, resolution,&#160; and considering its consistency with geological interpretations.</p>","PeriodicalId":22413,"journal":{"name":"The EGU General Assembly","volume":"42 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86532898","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cyclostratigraphy of a type-Maastrichtian chalk record, based on high-resolution geochemical analysis of the Gulpen Formation, NE Belgium  基于比利时东北部Gulpen组高分辨率地球化学分析的马斯特里赫特型白垩系旋回地层
Pub Date : 2021-02-03 DOI: 10.5194/EGUSPHERE-EGU21-4806
Jarno Huygh, J. Vellekoop, M. Sinnesael, P. Kaskes, J. Jagt, P. Claeys
Cyclostratigraphic studies on carbonate successions have proved invaluable for understanding palaeoclimate and for constructing improved, high-resolution age models of the Late Cretaceous. Whereas carbonate strata from the type-Maastrichtian from the Netherlands and Belgium have provided a wealth of palaeontological data, so far, dating of these deposits has relied mainly on biostratigraphy and preliminary attempts at cyclostratigraphy. The existing basic cyclostratigraphic framework is based principally on apparent cyclic variations in bioclast composition and suggested Milankovitch-paced flint cycles. Until now, these strata have not yet been examined using a cyclostratigraphic approach based on high-resolution multi-proxy geochemical data sets. Within the scope of the Maastrichtian Geoheritage Project, we attempt to construct an improved astrochronological age model for Maastrichtian chalk deposits of the Gulpen Formation.
碳酸盐层序的旋回地层学研究对于理解古气候和构建改进的、高分辨率的晚白垩世年龄模型是非常宝贵的。尽管荷兰和比利时的马斯特里赫特型碳酸盐地层提供了丰富的古生物学资料,但迄今为止,这些沉积物的测年主要依赖于生物地层学和旋回地层学的初步尝试。现有的基本旋回地层格架主要基于生物碎屑组成的明显旋回变化和米兰科维奇节奏的燧石旋回。到目前为止,这些地层还没有使用基于高分辨率多代理地球化学数据集的旋回地层方法进行检测。在马斯特里赫特地质遗产项目的范围内,我们试图建立一个改进的马斯特里赫特Gulpen组白垩沉积的天文年代学模型。
{"title":"Cyclostratigraphy of a type-Maastrichtian chalk record, based on high-resolution geochemical analysis of the Gulpen Formation, NE Belgium ","authors":"Jarno Huygh, J. Vellekoop, M. Sinnesael, P. Kaskes, J. Jagt, P. Claeys","doi":"10.5194/EGUSPHERE-EGU21-4806","DOIUrl":"https://doi.org/10.5194/EGUSPHERE-EGU21-4806","url":null,"abstract":"Cyclostratigraphic studies on carbonate successions have proved invaluable for understanding palaeoclimate and for constructing improved, high-resolution age models of the Late Cretaceous. Whereas carbonate strata from the type-Maastrichtian from the Netherlands and Belgium have provided a wealth of palaeontological data, so far, dating of these deposits has relied mainly on biostratigraphy and preliminary attempts at cyclostratigraphy. The existing basic cyclostratigraphic framework is based principally on apparent cyclic variations in bioclast composition and suggested Milankovitch-paced flint cycles. Until now, these strata have not yet been examined using a cyclostratigraphic approach based on high-resolution multi-proxy geochemical data sets. Within the scope of the Maastrichtian Geoheritage Project, we attempt to construct an improved astrochronological age model for Maastrichtian chalk deposits of the Gulpen Formation.","PeriodicalId":22413,"journal":{"name":"The EGU General Assembly","volume":"IA-18 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84598380","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
The EGU General Assembly
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1