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TIMING Analysis of the Multiple Passages of the Pressure Wave Generated by the 2022 Hunga Tonga-Hunga Ha’apai and Comparison with the 1883 Krakatoa Pressure Wave 对 2022 年洪加-汤加-洪加-下阿帕伊地震产生的压力波的多次穿越进行时间分析,并与 1883 年喀拉喀托压力波进行比较
IF 2 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-27 DOI: 10.1007/s00024-024-03507-y
Ronan Le Bras, Paulina Bittner, Jolanta Kuśmierczyk-Michulec, Pierrick Mialle, Gérard Rambolamanana

The Hunga Tonga-Hunga Ha’apai (HTHH) eruption of 15 January 2022 was an exceptional event by the period, magnitude, and duration of propagation of the atmospheric waves it generated, which circled the Earth multiple times. This event, taking into account the magnitude of the atmospheric pressure waves, is comparable only to the Krakatoa eruption of 1883. To compare both eruptive sequences, a method similar to the analysis of the timing of the arrival of multiple phases at barometric stations, as reported in (Strachey, R., Stokes G.G., Scott, R.H. (1888). On the air waves and sound caused by the Krakatoa eruption of August 1883, in “The eruption of Krakatoa and subsequent phenomena,” Symons, G. J. (ed.). Report of the Krakatoa Committee of the Royal Society (Trübner and Co., London)) for Krakatoa, was used. Since the HTHH volcanic event gave rise to the only volcanic pressure wave known to have circled within the Earth’s atmosphere multiple times in the last 139 years, it is of interest to perform similar timing statistics on the multiple passages of the waves at stations that recorded them. A review of the Krakatoa analysis and a comparison with the HTHH are presented, with possible implications on the physical parameters affecting its speed of propagation. Changes in the global state of the atmosphere during the interval between the two events may also explain some of the differences observed.

2022 年 1 月 15 日的 Hunga Tonga-Hunga Ha'apai(HTHH)火山爆发是一次特殊事件,其产生的大气压波的周期、强度和传播持续时间多次环绕地球。考虑到大气压力波的强度,这一事件仅可与 1883 年喀拉喀托火山爆发相媲美。为了比较这两次喷发,我们采用了一种类似于气压站多相位到达时间分析的方法(Strachey, R., Stokes G.G., Scott, R.H. (1888).On the air waves and sound caused by the Krakatoa eruption of August 1883, in "The eruption of Krakatoa and subsequent phenomena," Symons, G. J. (ed.).英国皇家学会喀拉喀托火山委员会报告》(Trübner and Co.,伦敦))中的喀拉喀托火山。由于 HTHH 火山事件引发了过去 139 年中已知的唯一在地球大气层内多次盘旋的火山压力波,因此对记录这些波的站点进行类似的多次穿越时间统计是很有意义的。本文回顾了对喀拉喀托火山的分析,并将其与 HTHH 进行了比较,对影响其传播速度的物理参数提出了可能的影响。在两次事件的间隔期间,全球大气状态的变化也可能解释了所观察到的一些差异。
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引用次数: 0
Estimation of Pore Structure for Heterogeneous Reservoirs Based on the Theory of Differential Poroelasticity 基于微分孔弹性理论的异质储层孔隙结构估算
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-25 DOI: 10.1007/s00024-024-03510-3
Jing Ba, Zhijiang Ai, José M. Carcione, Mengqiang Pang, Xinfei Yan, Xiao Chen

The complex seismic responses of heterogeneous reservoirs can be related to the fabric structure, pore/microcrack shape, mineral composition and fluid distribution of the rock in situ. The pore structure refers to the geometric shape, size, spatial distribution and interconnectedness of pores, microcracks and throats. It is closely related to the storage space of reservoirs and the spatial distribution of oil/gas. Understanding the pore structure is crucial for the development of processes to increase oil/gas production capacity. Six dolomite samples from the Gaoshiti-Moxi Longwangmiao Formation are sorted out for measurements, and the ultrasonic and seismic attenuation are determined by using the spectral ratio method and the enhanced frequency shift method, respectively. When predicting the pore structure, we assume that the aspect ratio and volume fraction of pores and microcracks correspond to a normal distribution. On this basis, a model with the Voigt–Reuss–Hill average (VRH), differential effective medium (DEM) theory and infinituple-porosity media (IPM) theory is proposed. The acoustic wave responses in terms of reservoir porosity and standard deviation of normal distribution are analyzed, and multiscale 3D rock physics templates (RPT) are created. The calibrations of the templates are performed with the ultrasonic and seismic data, and then the templates are applied to the field data. The results show that the estimated porosity and pore structure (corresponding to the mean aspect ratio and standard deviation of a normal distribution, respectively) are in substantial agreement with the log data and the actual gas production results.

异质储层复杂的地震响应与原位岩石的结构、孔隙/微裂缝形状、矿物成分和流体分布有关。孔隙结构是指孔隙、微裂缝和节理的几何形状、大小、空间分布和相互联系。它与储层的存储空间和油气的空间分布密切相关。了解孔隙结构对于开发提高石油/天然气生产能力的工艺至关重要。我们从高石梯-莫西龙王庙地层中挑选了六个白云岩样品进行测量,并分别采用频谱比值法和增强频移法测定了超声衰减和地震衰减。在预测孔隙结构时,我们假设孔隙和微裂缝的长径比和体积分数符合正态分布。在此基础上,我们提出了一个包含 Voigt-Reuss-Hill 平均(VRH)、微分有效介质(DEM)理论和无穷多孔介质(IPM)理论的模型。分析了储层孔隙度和正态分布标准偏差的声波响应,并创建了多尺度三维岩石物理模板(RPT)。利用超声波和地震数据对模板进行校准,然后将模板应用于现场数据。结果表明,估计的孔隙度和孔隙结构(分别对应于正态分布的平均纵横比和标准偏差)与测井数据和实际产气结果基本一致。
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引用次数: 0
Lightning Association with Aerosol and Relative Humidity Over Andhra Pradesh and Adjacent Area in Southeast India: A General Prospection 印度东南部安得拉邦及邻近地区闪电与气溶胶和相对湿度的关系:总体展望
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-25 DOI: 10.1007/s00024-024-03509-w
Deen Mani Lal, Nandivada Umakanth

The association of lightning yield per vertical column aerosol of unit cross section (AOD) with relative humidity and rainfall has been investigated using surface observation as well as satellite data for the south-east Indian peninsula, especially Hyderabad and adjacent areas, from 2019 to 2022. For a healthy finding, the study domain area has been separated into three sub-regions: Region R1 (Lat: 17.7–19.5; Lon: 78.5–84.5); R2 (Lat: 15.1–17.5; Lon: 76–80.1); and R3 (Lat: 12.5–15; Lon: 76–80.1). During the investigation, uneven relationship between aerosol and lightning has been found. The relationship between them increases with decreasing latitude (moving towards the south). It has also been found that the yield of lightning per AOD, cloud per AOD, and rainfall increases when relative humidity increases. However, lightning per rainfall is non-linearly associated with relative humidity. Most of the clouds in region R2 have lightning, with or without rain. A regression equation has been investigated that successfully captures the lightning that occurred in the regions R1 and R2.

利用地表观测数据和卫星数据,研究了 2019 年至 2022 年印度半岛东南部,特别是海得拉巴及邻近地区单位截面垂直气溶胶(AOD)的闪电产量与相对湿度和降雨量的关系。为了得出健康的结论,研究区域被划分为三个子区域:区域 R1(纬度:17.7-19.5;经度:78.5-84.5);区域 R2(纬度:15.1-17.5;经度:76-80.1);区域 R3(纬度:12.5-15;经度:76-80.1)。在调查过程中发现,气溶胶与闪电之间的关系并不平衡。它们之间的关系随着纬度的降低(向南移动)而增加。研究还发现,当相对湿度增加时,每 AOD 的雷电量、每 AOD 的云量和降雨量都会增加。不过,每降雨量的闪电与相对湿度呈非线性关系。R2 区域的大部分云都有闪电,无论是否有雨。研究得出的回归方程成功地捕捉到了 R1 和 R2 区域发生的闪电。
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引用次数: 0
Characterization of a Buried Quarry by Historical Analysis of Satellite Images Integrated with Electrical Resistivity Tomography, East Cairo area, Egypt 通过卫星图像历史分析与电阻率层析成像相结合确定埃及东开罗地区一个地下采石场的特征
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-23 DOI: 10.1007/s00024-024-03494-0
Ahmed Lethy, Usama Massoud, Hany Mesbah, Abbas Mohamed Abbas, Said M. Said

Many quarries in East Cairo are used as solid waste landfills. These locations are now impossible to find from the ground surface due to the urban development of New Cairo. In this study, a subterranean landfill site near the Ring Road in East Cairo, Egypt, was found and delineated using electrical resistivity tomography (ERT) data and multi-temporal high-resolution satellite imagery. Up to 2005, the research location was a WNW-oriented quarry that had been randomly filled with diverse solid materials, according to an analysis of changes shown on the satellite images. Based on the change detection data, ERT survey planning was done. The ERT measurements identified the infill material-occupied electrically conductive zones on the plan view and separated them from the resistive zones, representing the natural soil areas. Two distinct geoelectrical units could be distinguished by combining the satellite images and the ERT results: Unit-2 (the lower unit) is characterized by high resistivity values that characterize the original soil (bedrock), whereas Unit-1 (the upper unit) is defined by low to moderate resistivity values that are the solid waste materials. The contact between the bedrock and the infill materials was mapped and delineated using the closely spaced grid of ERT profiles and the thorough topographic map. Ground surface elevation, the depth of Unit 1’s lower boundary, and this unit’s thickness change throughout the researched site are some criteria that might be addressed and used to characterize the unit of interest (Unit 1).

东开罗的许多采石场都被用作固体废物填埋场。由于新开罗的城市发展,现在已无法从地表找到这些地点。在本研究中,利用电阻率层析成像(ERT)数据和多时相高分辨率卫星图像,发现并划定了埃及开罗东环路附近的一个地下垃圾填埋场。根据卫星图像上显示的变化分析,截至 2005 年,研究地点是一个西偏北方向的采石场,被各种固体材料随机填充。根据变化探测数据,进行了 ERT 勘测规划。ERT 测量确定了平面图上被填充材料占据的导电区,并将其与代表天然土壤区域的电阻区分开。结合卫星图像和 ERT 测量结果,可以区分出两个不同的地质电学单元:单元-2(下部单元)的电阻率值较高,是原始土壤(基岩)的特征,而单元-1(上部单元)的电阻率值较低至中等,是固体废弃物的特征。基岩与填充材料之间的接触点是利用间距较近的 ERT 剖面网格和详尽的地形图绘制和划定的。地表高程、1 号单元下边界的深度以及该单元在整个研究地点的厚度变化,都是可用于描述相关单元(1 号单元)特征的一些标准。
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引用次数: 0
Attenuation of High-Frequency Seismic Waves in NW Iran 伊朗西北部的高频地震波衰减
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-15 DOI: 10.1007/s00024-024-03496-y
Zahra Zarunizadeh, Khalil Motaghi, Habib Rahimi

We analyzed 872 local earthquakes recorded by 18 seismic stations to estimate P-, S-, and coda-wave quality factors for NW Iran, an active seismic and geothermal region in the central part of the Alpine-Himalayan orogeny in western Asia. The calculated frequency-dependent attenuation relations are as follows: Qp = 38 ± 2 f 1.00±0.07, Qs = 79 ± 2 f 0.90±0.17, and Qc = 64 ± 1 f 0.86±0.18 (for a lapse time window length of 50 s). The depth variations of Qc were investigated by estimating Qc at five lapse time windows ranging from 30 to 70 s. The Analysis of Qc in sub-regions surrounding Sahand volcano, Sabalan volcano, and Talesh Mountains indicates that Qc is increasing with the increase of the lapse times. However, the Qc values estimated in the areas surrounding the volcanoes are generally lower than those of the Talesh Mountains, confirming a lithospheric contrast between the warm and weak lithosphere of NW Iran and the more rigid South Caspian Basin lithosphere located beneath the Talesh Mountains. The average Qs/Qp ratio in NW Iran is > 1.6 at all frequencies, likely due to a high degree of heterogeneities and thermal activities in the crust.

伊朗西北部位于亚洲西部阿尔卑斯-喜马拉雅造山运动的中部,是一个地震和地热活跃的地区,我们分析了 18 个地震台记录的 872 次当地地震,估算出伊朗西北部的 P 波、S 波和尾波质量因子。计算得出的频率衰减关系如下:Qp = 38 ± 2 f 1.00±0.07,Qs = 79 ± 2 f 0.90±0.17,Qc = 64 ± 1 f 0.86±0.18(时间窗口长度为 50 秒)。萨罕德火山、萨巴兰火山和塔雷什山周围子区域的 Qc 分析表明,Qc 随时间推移而增加。然而,火山周围地区估计的 Qc 值普遍低于塔雷什山脉的 Qc 值,这证实了伊朗西北部温暖而薄弱的岩石圈与位于塔雷什山脉下更加坚硬的南里海盆地岩石圈之间的岩石圈对比。在所有频率下,伊朗西北部的平均 Qs/Qp 比率为 1.6,这可能是由于地壳的高度异质性和热活动造成的。
{"title":"Attenuation of High-Frequency Seismic Waves in NW Iran","authors":"Zahra Zarunizadeh,&nbsp;Khalil Motaghi,&nbsp;Habib Rahimi","doi":"10.1007/s00024-024-03496-y","DOIUrl":"10.1007/s00024-024-03496-y","url":null,"abstract":"<div><p>We analyzed 872 local earthquakes recorded by 18 seismic stations to estimate P-, S-, and coda-wave quality factors for NW Iran, an active seismic and geothermal region in the central part of the Alpine-Himalayan orogeny in western Asia. The calculated frequency-dependent attenuation relations are as follows: <i>Q</i><sub><i>p</i></sub> = 38 ± 2 <i>f</i> <sup>1.00±0.07</sup>, <i>Q</i><sub><i>s</i></sub> = 79 ± 2 <i>f</i> <sup>0.90±0.17</sup>, and <i>Q</i><sub><i>c</i></sub> = 64 ± 1 <i>f</i> <sup>0.86±0.18</sup> (for a lapse time window length of 50 s). The depth variations of <i>Q</i><sub><i>c</i></sub> were investigated by estimating <i>Q</i><sub><i>c</i></sub> at five lapse time windows ranging from 30 to 70 s. The Analysis of <i>Q</i><sub><i>c</i></sub> in sub-regions surrounding Sahand volcano, Sabalan volcano, and Talesh Mountains indicates that <i>Q</i><sub><i>c</i></sub> is increasing with the increase of the lapse times. However, the <i>Q</i><sub><i>c</i></sub> values estimated in the areas surrounding the volcanoes are generally lower than those of the Talesh Mountains, confirming a lithospheric contrast between the warm and weak lithosphere of NW Iran and the more rigid South Caspian Basin lithosphere located beneath the Talesh Mountains. The average <i>Q</i><sub><i>s</i></sub>/<i>Q</i><sub><i>p</i></sub> ratio in NW Iran is &gt; 1.6 at all frequencies, likely due to a high degree of heterogeneities and thermal activities in the crust.</p></div>","PeriodicalId":21078,"journal":{"name":"pure and applied geophysics","volume":"181 6","pages":"1811 - 1829"},"PeriodicalIF":1.9,"publicationDate":"2024-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140940792","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hydrological Drought and Trend Analysis in Kızılırmak, Yeşilırmak and Sakarya Basins 克孜勒玛克、叶希勒玛克和萨卡里亚盆地的水文干旱和趋势分析
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-15 DOI: 10.1007/s00024-024-03499-9
Veysi Kartal, Muhammet Emin Emiroglu

Water is one of the most essential elements for human life and must be provided for life necessities. Historical changes in hydro-meteorological data are vital for operating and planning water structures. Drought indices are commonly used in the literature to assess the drought. Long-term streamflow records were used to evaluate the hydrological drought based on the Stream Flow Drought Index (SDI) in Sakarya, Kızılırmak and Yeşilırmak basins located in Turkey for 56 years (1965–2020) with sixteen stations. SDI values were calculated at 1-, 3-, 6-, and 12-month scales based on moving averages (MA) to analyze the drought. Run Test and Double Mass Curve were applied to analyze the streamflow data. Moreover, Sen’s Innovative Trend Detection Test (SITDT), Innovative Polygon Trend Analysis (IPTA), Mann–Kendall and Sen’s slope were applied to evaluate the trend in the streamflow. Findings show that similar results were obtained for SDI-1, SDI-3, SDI-6, and SDI-12 results based on MA at the same stations. Although different droughts occurred, normal droughts were observed more. Downward trends were detected in streamflow data based on IPTA, SITDT, Mann–Kendall and Sen’s slope. As a result, assessment of hydrological drought and trend analysis in these basins will contribute to water resources planning and management in the basins.

水是人类生活最基本的元素之一,必须为生活必需品提供水源。水文气象数据的历史变化对水利工程的运行和规划至关重要。文献中通常使用干旱指数来评估干旱。根据位于土耳其的萨卡里亚、克兹勒马克和叶希勒马克盆地 56 年(1965-2020 年)内 16 个站点的溪流干旱指数(SDI),使用长期溪流记录来评估水文干旱。根据移动平均值(MA)计算了 1 个月、3 个月、6 个月和 12 个月的 SDI 值,以分析干旱情况。运行测试和双质量曲线被用于分析溪流数据。此外,还采用了森氏创新趋势检测测试 (SITDT)、创新多边形趋势分析 (IPTA)、曼-肯德尔 (Mann-Kendall) 和森氏斜率 (Sen's slope) 等方法来评估溪流的趋势。结果显示,基于同一站点的 MA,SDI-1、SDI-3、SDI-6 和 SDI-12 的结果相似。虽然出现了不同的干旱,但正常干旱出现的更多。根据 IPTA、SITDT、Mann-Kendall 和 Sen's 坡度,检测到溪流数据呈下降趋势。因此,这些流域的水文干旱评估和趋势分析将有助于这些流域的水资源规划和管理。
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引用次数: 0
Recent Changes in Temperature Extremes and Heat Stress over Eastern India 印度东部极端气温和热应力的近期变化
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-11 DOI: 10.1007/s00024-024-03497-x
Javed Akhter, Riddhima Biswas, Lalu Das, Subrata Kumar Midya

The rise of extreme heat events and increase in heat stress under changing climate has been a major concern in recent periods. The present study has been undertaken to analyze temperature extremes and heat stress patterns over Eastern India during the period 1981–2020 for April, May, and June (AMJ). Six indices namely, Monthly maximum value of daily maximum temperature (TXx), Monthly maximum value of daily minimum temperature (TNx), Monthly minimum value of daily maximum temperature (TXn), Monthly minimum value of daily minimum temperature (TNn), Percentage of days when maximum temperature > 90th percentile (TX90p) and minimum temperature > 90th percentile (TN90p) have been utilized to assess the changes in temperature extremes. Furthermore, three heat stress indices (HSIs) namely, Humidex, Simplified Wet-Bulb Globe Temperature, and Apparent Temperature have been used to estimate and categorize heat stress levels. Mixed results with both increasing and decreasing trends over different parts of the study area have been observed during three months in case of TXx, TXn, TNx, and TNn. During AMJ, there has been amplification in the frequency of TX90p over coastal regions of West Bengal and Odisha in latest decades. Increasing TN90p frequency has been found over Sikkim, Bihar, and North Bengal while it has decreased over Chhattisgarh and Odisha. The frequency of strong heat stress has intensified over Gangetic West Bengal and Bihar during recent decades. Spatial coverage of strong stress has also gradually extended and the area under no stress has decreased during AMJ season.

在气候不断变化的情况下,极端高温事件的增多和热应力的增加一直是近来人们关注的主要问题。本研究分析了 1981-2020 年期间印度东部四月、五月和六月(AMJ)的极端气温和热应力模式。研究采用了六项指数,即月最高日气温值(TXx)、月最高日最低气温值(TNx)、月最低日最高气温值(TXn)、月最低日最低气温值(TNn)、最高气温超过第 90 百分位数(TX90p)和最低气温超过第 90 百分位数(TN90p)的天数百分比来评估极端气温的变化。此外,还采用了三种热应力指数(HSI),即湿度指数、简化湿球温度指数和表面温度指数,对热应力水平进行估计和分类。在 TXx、TXn、TNx 和 TNn 的三个月中,在研究区域的不同地区观察到了上升和下降趋势的混合结果。近几十年来,在 AMJ 期间,西孟加拉邦和奥迪沙沿海地区的 TX90p 频率有所上升。锡金、比哈尔邦和北孟加拉邦的 TN90p 频率增加,而恰蒂斯加尔邦和奥迪沙邦的 TN90p 频率下降。近几十年来,在恒河流域的西孟加拉邦和比哈尔邦,强热应激的频率有所上升。在 AMJ 季节,强热应力的空间覆盖范围也逐渐扩大,而无热应力的地区则有所减少。
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引用次数: 0
Effect of Submesoscale Topography on Baroclinic Instability Under the Quadric Shear Basic Zonal Flow 亚主题尺度地形对四元剪切基本地带流下的巴洛克不稳定性的影响
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-07 DOI: 10.1007/s00024-024-03450-y
Hui Liu, Jing Yu, Jian Song

This study explores the effect of submesoscale topography on baroclinic instability under the quadric shear basic zonal flow is discussed. On the beta plane approximation, the quasi-geostrophic model is used for numerical simulation, and the multiscale model to discuss and verify this problem. A multiscale framework is used to explain the interaction between mesoscale eddies, submesoscale variability, and topographic effects. The multiscale method makes it possible to express the dynamic characteristics of the governing equations with a set of closed systems containing only mesoscale variables. It is found that the interaction between submesoscale topography and baroclinic instability affects some characteristics of mesoscale variability, such as promoting the formation of mesoscale eddies.

and the energy and momentum transport of eddies.

本研究探讨了二次切变基本带流作用下,次中尺度地形对气压不稳定性的影响。在β平面近似上,采用准地转模型进行数值模拟,并采用多尺度模型对该问题进行讨论和验证。多尺度框架用于解释中尺度涡流、次中尺度变率和地形效应之间的相互作用。多尺度方法可以用一组只包含中尺度变量的封闭系统来表达控制方程的动态特征。研究发现,中尺度以下地形与气压不稳定性之间的相互作用会影响中尺度变率的某些特征,如促进中尺度涡的形成以及涡的能量和动量传输。
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引用次数: 0
Deep Neural Networks Based Denoising of Regional Seismic Waveforms and Impact on Analysis of North Korean Nuclear Tests 基于深度神经网络的区域地震波形去噪及其对朝鲜核试验分析的影响
IF 2 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-05-02 DOI: 10.1007/s00024-024-03491-3
Andreas Steinberg, Peter Gaebler, Gernot Hartmann, Johanna Lehr, Christoph Pilger

We test a deep learning based denoising autoencoder algorithm on regional and teleseismic seismological and hydroacoustic datasets, which we compile from the International Monitoring System of the Comprehensive Nuclear-Test-Ban Treaty Organisation. We focus on stations which can be relevant to investigate North Korean nuclear tests. Denoising of waveform records using autoencoder techniques potentially enables improved signal detection and processing due to lowered signal-to-noise ratios. We train and compare the performance of several different denoising autoencoder models, for short- and long waveform periods, trained on the complete station network as well as on individual stations. We investigate if the denoised waveform signals are useful for seismic source analysis and if they can still be reliably used in downstream analysis for further inferences on the seismic source type, i.e. seismic moment tensor analysis. The declared North Korean nuclear tests are a suitable benchmark test set, as they have extensively been researched and their source type and location might be assumed known. Verification of the source type is of particular interest for potential nuclear tests under international law. We find that care needs to be taken using the denoised waveform data, as a slight bias is introduced in the seismic moment tensor analysis. However we also find promising results hinting at possible future use of the technique for standard analyses, as it improves the investigation of smaller events. Autoencoder based denoising techniques could be employed in future routine frameworks to increase earthquake catalog completeness and possibly aid in detecting smaller potential treaty relevant events.

我们在区域和远震地震学及水声数据集上测试了基于深度学习的去噪自动编码器算法,这些数据集是我们从全面禁止核试验条约组织的国际监测系统中整理出来的。我们将重点放在与调查朝鲜核试验相关的台站上。使用自动编码器技术对波形记录进行去噪处理可降低信噪比,从而改进信号检测和处理。我们训练并比较了几种不同的去噪自动编码器模型的性能,这些模型适用于短波形和长波形周期,在整个台站网络和单个台站上进行训练。我们研究了去噪波形信号是否可用于震源分析,以及是否仍可可靠地用于下游分析,以进一步推断震源类型,即地震力矩张量分析。已宣布的朝鲜核试验是一个合适的基准测试集,因为已对其进行了广泛研究,其震源类型和位置可能是已知的。对于根据国际法可能进行的核试验,验证震源类型尤其重要。我们发现,在使用去噪波形数据时需要小心谨慎,因为在地震力矩张量分析中会引入轻微的偏差。不过,我们也发现了一些有希望的结果,暗示着未来可能将该技术用于标准分析,因为它能改善对较小事件的调查。基于自动编码器的去噪技术可用于未来的常规框架中,以提高地震目录的完整性,并可能有助于检测较小的潜在条约相关事件。
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引用次数: 0
Effectiveness of Integrating Ensemble-Based Feature Selection and Novel Gradient Boosted Trees in Runoff Prediction: A Case Study in Vu Gia Thu Bon River Basin, Vietnam 基于集合的特征选择与新型梯度提升树在径流预测中的整合效果:越南 Vu Gia Thu Bon 河流域案例研究
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-04-28 DOI: 10.1007/s00024-024-03486-0
Oluwatobi Aiyelokun, Quoc Bao Pham, Oluwafunbi Aiyelokun, Nguyen Thi Thuy Linh, Tirthankar Roy, Duong Tran Anh, Ewa Łupikasza

Traditional rainfall-runoff modeling techniques require large datasets and often an exhaustive calibration process, which is challenging, especially in poorly-gauged basins and resource-limited settings. Therefore, it is necessary to examine new ways of constructing predictive models for runoff that can achieve satisfactory results, while also minimizing the data requirement and model construction time. In this study, the effectiveness of integrating the Random Forest (RF) as an important feature identifier with novel gradient boosted trees to achieve satisfactory results was examined for two adjacent catchments in Vietnam. Antecedent daily runoff in combination with daily and one-day antecedent rainfall was found to significantly influence the runoff at the outlet of the catchments. Categorical Boosting (CatBoost) and Extreme Gradient Boosting (XGBoost) were effective in predicting day-ahead runoff. For instance, CatBoost with NSE, d, r, and R2 values of 0.92, 0.98, 0.96, and 0.92, respectively, and XGBoost with NSE, d, r, and R2 values of 0.91, 0.98, 0.96, and 0.92, respectively, are well suited for predicting runoff. A comparative analysis of their results with previous studies revealed that the models were very effective since they were able to better reduce generalization errors at different calibration and validation phases. This study presents the integration of RF and gradient boosted trees as a simplified alternative to computationally expensive and data-intensive physically-based rainfall-runoff models. The practitioners can build upon the experimentation presented in this study to minimize the computational time requirement, construction process complexity, and data requirement, which are often serious constraints in physically-based rainfall-runoff modeling.

传统的降雨-径流建模技术需要大量的数据集,通常还需要详尽的校准过程,这具有很大的挑战性,尤其是在测雨条件较差的流域和资源有限的环境中。因此,有必要研究构建径流预测模型的新方法,既能取得令人满意的结果,又能最大限度地减少数据需求和模型构建时间。在本研究中,针对越南两个相邻的集水区,考察了将随机森林(RF)作为重要特征识别器与新型梯度提升树相结合以获得满意结果的有效性。研究发现,前一日径流量与前一日降雨量相结合,对集水区出口处的径流量有显著影响。分类推算(CatBoost)和极梯度推算(XGBoost)对预测当日径流量非常有效。例如,CatBoost 的 NSE、d、r 和 R2 值分别为 0.92、0.98、0.96 和 0.92,XGBoost 的 NSE、d、r 和 R2 值分别为 0.91、0.98、0.96 和 0.92,非常适合预测径流。将其结果与之前的研究结果进行比较分析后发现,这些模型非常有效,因为它们能够在不同的校准和验证阶段更好地减少泛化误差。本研究介绍了射频和梯度提升树的集成,作为计算昂贵和数据密集型物理降雨-径流模型的简化替代方案。实践者可以在本研究提出的实验基础上,最大限度地减少计算时间要求、构建过程复杂性和数据要求,这些往往是基于物理的降雨-径流建模的严重制约因素。
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pure and applied geophysics
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