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Sensitivity of Vegetation Type to the Simulation of Land Surface Conditions in the Foothills of Himalayas: Evaluation with In-Situ Observations and Reanalyses 喜马拉雅山麓植被类型对地表条件模拟的敏感性:基于原位观测和再分析的评价
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-08-21 DOI: 10.1007/s00024-025-03795-y
Buri Vinodhkumar, Sandipan Mukherjee, K. Koteswara Rao, Krishna Kishore Osuri, A. P. Dimri, Priyanka Lohani, Kireet Kumar, Dev Niyogi

The Uttarakhand state of the Indian Himalayan region is primarily occupied  by needle-leaf and broad-leaf forests Understanding the behavior of a land surface model (LSM) to different vegetation types and forcings is crucial to configuring LSM for this particular region, which is the aim of the study. Various reanalysis products (ERA5-Land, IMDAA, GLDAS, MERRA2, and NEP FNL) are validated against in situ observations at three stations (Kosi-Katarmal, Kantli, and Gangolihat stations) to find the best forcing, and ERA5-Land performed the best. Therefore, one-dimensional Noah-multi parameterization (Noah-MP) LSM is forced with ERA5-Land analysis and IMERG rainfall during 2011–2021. Three vegetation types (Deciduous needle-leaf forest, Evergreen broad-leaf forest, and Barren/Sparsely vegetated type) along with no-vegetation type are considered in LSM and referred to as EXP2, EXP3, EXP4, and EXP1, respectively. Note that the vegetation types in EXP2 and EXP3 are closely related to the actual vegetation observed at in- situ stations, while EXP1 and EXP4 provide sensitivity of land surface conditions to the tree density. The diurnal variation of soil temperature (ST) from EXP2 and EXP3 reasonably agrees with in-situ observations and is better than global/regional analyses, unlike EXP1 and EXP4. EXP2 and EXP3 are comparable for surface sensible and latent heat fluxes in pre-monsoon and southwest-monsoon seasons and could be due to matching with vegetation type and density. The Noah-MP soil moisture (SM) is overestimated (~ 0.09 to 0.15 m3 m−3) against observation, comparable with ESACCI and CYGNSS (− 0.065 to 0.03 m3 m−3) on daily and monthly scales. The SM variations are marginal among the seasons, unlike the ST and surface fluxes. The Noah-MP simulated evapotranspiration is comparable to in-situ observation in EXP2 and EXP3. The study demonstrates the value of LSM in simulating land-surface processes when driven by correct vegetation type, density, and best forcing.

了解陆地表面模式(LSM)对不同植被类型和强迫的行为对于在该特定地区配置LSM至关重要,这是本研究的目的。利用各种再分析产品(ERA5-Land、IMDAA、GLDAS、MERRA2和NEP FNL)与三个站点(ksi - katarmal、Kantli和Gangolihat)的原位观测结果进行验证,找出最佳强迫,ERA5-Land表现最佳。因此,利用ERA5-Land分析和IMERG 2011-2021年的降雨量,对一维诺亚-多参数化(Noah-MP) LSM进行了强制分析。LSM考虑三种植被类型(落叶针叶林、常绿阔叶林和荒芜/稀疏植被类型)和无植被类型,分别称为EXP2、EXP3、EXP4和EXP1。值得注意的是,EXP2和EXP3的植被类型与实地站观测的实际植被密切相关,而EXP1和EXP4提供了地表条件对树木密度的敏感性。与EXP1和EXP4不同,EXP2和EXP3的土壤温度日变化与现场观测结果基本一致,且优于全球/区域分析。EXP2和EXP3在季风前和西南季风季节的地表感热通量和潜热通量具有可比性,可能是由于与植被类型和密度相匹配。与ESACCI和CYGNSS相比,Noah-MP土壤湿度(SM)在日和月尺度上被高估了(~ 0.09 ~ 0.15 m3 m−3),与ESACCI和CYGNSS (- 0.065 ~ 0.03 m3 m−3)相当。与温度和地表通量不同,季节间的均方根变化很小。Noah-MP模拟的蒸散量与EXP2和EXP3的原位观测值相当。研究表明,在正确的植被类型、密度和最佳强迫驱动下,LSM在模拟陆面过程中的价值。
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引用次数: 0
The Impact of Water on Brittleness and Fracturability: Evaluating Organic-Rich Argillite from the Naparima Hill Formation 水对脆性和可破裂性的影响——评价纳帕里玛山组富有机质泥质岩
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-08-20 DOI: 10.1007/s00024-025-03786-z
O. O. Blake, U. C. Iyare, K. T. Ramjarrie, A. M. Harrypersad-Daniel, L. Sobers, D. Chakrabarti, D. Davis, K. S. Banerjee, D. Jones

The Late Cretaceous Naparima Hill Formation argillites are the primary source for most of the oil and gas production within the last century in Trinidad. Hydrocarbon production has declined in recent years, necessitating the exploration of new petroleum plays and the use of improved techniques to increase production. The Naparima Hill Formation is also considered as an unconventional reservoir due to its low permeability and high hydrocarbon content. Hydraulic fracturing, which depends on mechanical properties such as brittleness and fracturability, is necessary for the exploitation of this formation. In this study, we measured the unconfined compressive and tensile strengths of four organic-rich outcrop lithofacies (siliceous-calcareous argillite, calcareous argillite, carbonate rich siliceous argillite, and siliceous argillite), under dry and water-saturated conditions. The strength measurements were then used to determine the strength-based brittleness index and fracture toughness. A fracturability evaluation model that integrates brittleness index, fracture toughness, and minimum horizontal insitu stress was used to evaluate the fracturability. Our results showed that saturation reduced the uniaxial compressive and tensile strengths up to 51% and 59%, respectively. The siliceous calcareous argillite and siliceous argillite experienced the highest reductions in strength due to their relatively high porosities (21% and 31%, respectively) and lack of carbonate cement. The brittleness index and fracturability ranged from 60 to 75% and 0.17 to 0.43 MPa-2.m0.5, respectively, under dry conditions, and increased to 69 to 78% and 0.26 to 0.55 MPa-2.m0.5, respectively, when saturated. Our results imply that all the argillites are brittle, and only the siliceous calcareous argillite and siliceous argillite are easily fractured when water saturated for hydraulic fracturing operations. Thus, the siliceous calcareous argillite and siliceous argillite are more susceptible to tensile fracture initiation and propagation during hydraulic fracturing.

晚白垩世Naparima Hill组泥质岩是上个世纪特立尼达大部分油气生产的主要来源。近年来,油气产量有所下降,这就需要勘探新的油气区,并采用改进的技术来提高产量。Naparima Hill组由于其低渗透率和高含烃量而被认为是非常规储层。水力压裂取决于脆性和可破裂性等力学性能,因此对该地层的开采是必要的。在本研究中,我们测量了4种富有机质露头岩相(硅质-钙质泥质岩、钙质泥质岩、富碳酸盐硅质泥质岩和硅质泥质岩)在干燥和水饱和条件下的无侧限抗压和抗拉强度。然后使用强度测量来确定基于强度的脆性指数和断裂韧性。采用综合脆性指数、断裂韧性和最小水平地应力的可裂性评价模型进行可裂性评价。结果表明,饱和使单轴抗压强度和抗拉强度分别降低了51%和59%。硅质钙质泥质岩和硅质泥质岩由于孔隙度相对较高(分别为21%和31%)和缺乏碳酸盐胶结物,强度降低幅度最大。干燥条件下脆性指数为60 ~ 75%,脆性指数为0.17 ~ 0.43 MPa-2.m0.5,饱和条件下脆性指数为69 ~ 78%,脆性指数为0.26 ~ 0.55 MPa-2.m0.5。研究结果表明,所有的泥质岩都是脆性的,只有硅质钙质泥质岩和硅质泥质岩在水饱和时容易破裂。因此,硅质钙质泥质岩和硅质泥质岩在水力压裂过程中更容易发生张性裂缝的起裂和扩展。
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引用次数: 0
Neural Network–Based Prediction Method for Double-layer Goaf Types in Coal Mines Based on Multiparameters of Transient Electromagnetic Method 基于瞬变电磁法多参数的双层采空区类型神经网络预测方法
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-08-11 DOI: 10.1007/s00024-025-03798-9
Yi Dong, Haijun Xie, Nan Zhu, Lingling Lu

The Transient electromagnetic method is widely used in coal mine goaf exploration. However, data inversion is a complex problem requiring nonlinear solution equations, and the electromagnetic response of double-layer goafs is complex, leading to low accuracy in identifying their types and ranges. A three-dimensional model conforming to the geological characteristics of the study area is constructed, and the transient electromagnetic induction electromotive force data at each measurement point are obtained via numerical simulations. Based on the smoke ring inversion and depth correction of the data, apparent resistivity and its gradient along the apparent depth, as well as the logarithm of induced electromotive force and its gradient along the time plane, are selected as the sample parameters, which are sensitive to the electrical reflection and abnormal characterization of goafs. Principal component analysis of the multilayer depth parameters yields the standard values of each parameter at the depth of the target layer. Training samples for different goaf types are established, and the backpropagation (BP) neural network algorithm is used to train the samples to construct a neural network model of each goaf type. The training samples are back-estimated, and the type of goaf in the entire area is predicted. Results show that the back-estimation prediction accuracy of the No.2 coal seam samples is 84.7%, and the prediction accuracy of the entire area is 84.3%. Meanwhile, the back-estimation prediction accuracy of the No.3 coal seam samples is 94%, and the prediction accuracy of the entire region is 87.87%. The proposed method is used to identify the type of double-layer goaf in coal mines, and the distribution characteristics of the goaf type in the entire area are rapidly obtained. The back-estimation prediction accuracies of the No. 2 and 3 coal seam samples are 91.1% and 93.3%, respectively. Discrimination results are confirmed via drilling. Findings show that the proposed BP neural network discriminant model based on the transient electromagnetic multiparameters realizes the rapid and accurate identification of double-layer goaf types in coal mines and avoids multiple solutions and low recognition caused by the inversion of the transient electromagnetic data.

瞬变电磁法在煤矿采空区勘查中应用广泛。然而,数据反演是一个复杂的问题,需要非线性求解方程,且双层采空区的电磁响应复杂,导致其类型和范围识别精度较低。构建了符合研究区地质特征的三维模型,通过数值模拟获得了各测点的瞬变电磁感应电动势数据。在烟圈反演和深度校正的基础上,选取对采空区电反射和异常特征敏感的视电阻率及其沿视深度的梯度,以及感应电动势的对数及其沿时间平面的梯度作为采样参数。多层深度参数的主成分分析得到目标层深度处各参数的标准值。建立了不同采空区类型的训练样本,利用BP神经网络算法对样本进行训练,构建了不同采空区类型的神经网络模型。对训练样本进行后验估计,并对全区采空区类型进行预测。结果表明,2号煤层样品反演预测精度为84.7%,全区预测精度为84.3%。同时,3号煤层样品的反演预测精度为94%,整个区域的预测精度为87.87%。将该方法用于煤矿双层采空区类型的识别,可快速获得采空区类型在全区的分布特征。2号和3号煤层样品的反演预测精度分别为91.1%和93.3%。判别结果通过钻井确认。研究结果表明,基于瞬变电磁多参数的BP神经网络判别模型实现了煤矿双层采空区类型的快速准确识别,避免了瞬变电磁数据反演带来的多解和低识别率问题。
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引用次数: 0
HVSR and Polarization Analysis of Ambient Vibration Noise to Identify and Characterize the Western Thénia Fault Segment (Algeria) HVSR和环境振动噪声极化分析识别和表征西萨姆尼亚断裂带(阿尔及利亚)
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-08-09 DOI: 10.1007/s00024-025-03792-1
Nour El Houda Boudjenana, Rabah Bensalem, Fares Ouzzani, El Hadi Oubaiche, Mohamed Yacine Tebbouche, Djamel Machane

Thénia fault is well characterized in its eastern part whereas in its western part, between Cap-Matifou and Boumerdes, the fault trace, although invisible, is marked by a Plio-quaternary scarp with a direction N110°. Questions persist regarding its existence, its continuity and its exact position in its western segment which remains poorly documented. In this work, we study the spectral ratios (HVSR) and horizontal polarization of ground motion using ambient vibration noise recordings made in the western part of the Thénia fault, with the objective of asserting or not its continuity. Clustering of HVSR curves based on their trends, their frequency peaks and their amplitudes highlighted three distinct zones: both the plateau area north of the scarp and the lower part of the plain to the south are characterized by high frequency curves while the scarp area is characterized by a mix of low and high frequencies. Moreover, polarization analysis of the ambient vibration noise recordings, carried out by the covariance matrix method, indicates well-polarized signals on the scarp and weak ones on the northern and southern parts. This analysis also made it possible to highlight a mean direction of predominant polarization between 10° and 30°, whose transverse projection coincides perfectly with the direction of the scarp which is N110°. This polarization direction is observed for low and high frequencies which represent the same soil response for different depths. All of these results support the hypothesis of the extension of the Thénia strike-slip fault in its western part, which until now only showed a banal escarpment. The results obtained will make it possible to refine the mapping of the Thénia fault zone at the seismic microzoning scale and to have a better assessment of the regional seismic hazard and good management of the seismic risk, particularly in urbanized areas.

其东部以thimimnia断裂为主要特征,而西部在Cap-Matifou和Boumerdes之间,虽看不见断裂痕迹,但以N110°方向的上第三纪断崖为标志。关于它的存在,它的连续性和它在西段的确切位置的问题仍然存在,这一点仍然缺乏文献记录。在这项工作中,我们研究了利用环境振动噪声记录在thacimnia断层西部的地面运动的频谱比(HVSR)和水平极化,目的是断言或不连续性。根据HVSR曲线的变化趋势、频率峰值和幅值对HVSR曲线进行聚类,突出了3个明显的区域,即陡坡北部的高原地区和平原南部的下游地区均以高频曲线为特征,而陡坡地区则以低频和高频混合曲线为特征。利用协方差矩阵法对环境振动噪声记录进行极化分析,发现陡坡处信号极化较好,南北两部分信号极化较弱。该分析还可以突出10°和30°之间的平均优势偏振方向,其横向投影与陡崖的方向N110°完全吻合。这种极化方向在低频率和高频率下都能观测到,它们代表了不同深度下相同的土壤响应。所有这些结果都支持了萨默尼亚走滑断层在其西部延伸的假设,到目前为止,萨默尼亚走滑断层仅表现为普通的断崖。所获得的结果将有可能在地震微区划尺度上改进th尼亚断裂带的测绘,并更好地评估区域地震危险和良好地管理地震危险,特别是在城市化地区。
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引用次数: 0
Spatial-Temporal Multiscale Full Waveform Inversion of Seismic Waves Based on Superresolution Generative Adversarial and Residual Networks 基于超分辨率生成对抗网络和残差网络的时空多尺度全波形反演
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-08-08 DOI: 10.1007/s00024-025-03796-x
Hao Ding, Wangsuo Cai, Wenyue Wu, Chaojin Wang, Shijie Fan, Dongchang Zhao

Full waveform inversion (FWI) is a prevalent method for estimating subsurface model parameters, typically employing a frequency-multiscale serial inversion strategy to achieve the required resolution. However, this approach is computationally costly and often yields imprecise results due to the frequency-dependent resolution of velocity model. To enhance both the efficiency and accuracy of FWI, this study introduces a modified spatial multiscale serial high-resolution inversion strategy underpinned by deep learning. Initially utilizing a coarse grid for low-frequency inversion to capture the general subsurface structure, this strategy employs super-resolution generative adversarial networks (SRGAN) to map coarse grid data onto a fine grid as the inversion frequency increases, facilitating lossless data enhancement. This transition provides superior model details for high-frequency inversion on the fine grid, achieving a scalable, frequency-sequential serial inversion from lower to higher scales, while effectively reducing data space consumption at lower frequencies. Furthermore, the incorporation of a residual network (ResNet) enhances the recovery of high-frequency details and physical property boundaries. Experimental results using the Overthrust and Marmousi-II benchmark standard models demonstrate that the revised spatial multiscale FWI method not only boosts inversion efficiency but also significantly improves inversion stability and data resolution.

全波形反演(FWI)是估计地下模型参数的常用方法,通常采用频率-多尺度串行反演策略来达到所需的分辨率。然而,这种方法计算成本高,并且由于速度模型的频率相关分辨率,通常会产生不精确的结果。为了提高FWI的效率和精度,本文提出了一种基于深度学习的改进空间多尺度序列高分辨率反演策略。该策略最初利用粗网格进行低频反演以捕获一般地下结构,随着反演频率的增加,该策略采用超分辨率生成对抗网络(SRGAN)将粗网格数据映射到细网格上,从而促进数据的无损增强。这种转换为精细网格上的高频反演提供了优越的模型细节,实现了从低尺度到高尺度的可扩展的频率序列串行反演,同时有效地减少了低频下的数据空间消耗。此外,残差网络(ResNet)的结合增强了高频细节和物理属性边界的恢复。利用Overthrust和Marmousi-II基准标准模型进行的实验结果表明,改进的空间多尺度FWI方法不仅提高了反演效率,而且显著提高了反演稳定性和数据分辨率。
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引用次数: 0
Experimental Study on Transport of Fine Particles and Evolution of Acoustic Emission Characteristics in Porous Media Seepage Process 多孔介质渗流过程中细颗粒输运及声发射特性演化的实验研究
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-08-07 DOI: 10.1007/s00024-025-03793-0
Xin Wu, Hongxia Zhao, Tingting Zhang, Xinyi Liu

Piping is one of the main forms of seepage damage, which can pose a serious threat to hydraulic structures such as dams. The phenomenon of particle transport is a manifestation of piping. The migration of fine particles in pores will generate elastic waves due to collision, friction and other factors, which makes it possible to use acoustic emission signals to evaluate particle transport. Using AE technology as a means, considering the influence of flow rate, the filling proportion of small particles and skeleton particles, and the particle size of small particles, we simulated the transport phenomenon of small particles in the process of seepage in porous media, and analyzed the AE signal characteristics under various influencing factors. The phenomenon of small particle transport develops in stages with the change of particle quantity, and the change of AE signal characteristic parameters also conforms to this phased development. High flow rate makes small particles obtain larger initial velocity and energy, which increases the possibility of collision between particles, and it can be reflected in the change of AE signal. Through the test, it is found that the filling proportion of small particles and skeleton particles will have a great impact on the AE signal. Excessive filling of small particles will cause pore blockage, limited movement of small particles, reduced AE signal strength. On the other hand, too few small particles can reduce the likelihood of collision, which can also lead to a decrease in AE signals. When there is a particle transport phenomenon in the seepage process, the AE signal is significantly stronger than the blank control group, and the size of small particles will also have a certain impact on the AE signal. It is possible to use acoustic emission technology to predict and forecast the occurrence of piping.

管道是渗漏破坏的主要形式之一,对大坝等水工建筑物构成严重威胁。粒子输运现象是管道的一种表现形式。细颗粒在孔隙中的迁移会因碰撞、摩擦等因素产生弹性波,这使得利用声发射信号评价颗粒输运成为可能。以声发射技术为手段,考虑流量、小颗粒和骨架颗粒填充比例、小颗粒粒径等因素的影响,模拟多孔介质中小颗粒在渗流过程中的输运现象,分析各种影响因素下的声发射信号特征。小颗粒输运现象随着颗粒数量的变化呈阶段性发展,声发射信号特征参数的变化也符合这种阶段性发展。大流速使小颗粒获得较大的初速度和能量,增加了颗粒间碰撞的可能性,这可以反映在声发射信号的变化上。通过试验发现,小颗粒和骨架颗粒的填充比例对声发射信号有很大的影响。小颗粒过度填充会造成孔隙堵塞,限制小颗粒的运动,降低声发射信号强度。另一方面,小粒子太少会降低碰撞的可能性,这也会导致声发射信号的减少。当渗流过程中存在颗粒输运现象时,声发射信号明显强于空白对照组,小颗粒的大小也会对声发射信号产生一定的影响。利用声发射技术对管道的发生进行预测和预报是可能的。
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引用次数: 0
Resilience to Drought-Affected Areas in a Semi-Arid Agricultural Watershed by Climate Risk: Practical Implications for Sub-Basin Scale Case 气候风险对半干旱农业流域抗旱能力的影响:对亚流域尺度案例的实际意义
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-08-06 DOI: 10.1007/s00024-025-03794-z
Hakan Aydin, Kasim Yenigun, Oznur Isinkaralar, Kaan Isinkaralar

Türkiye is threatened with drought due to climate risk since it is vulnerable to water resources derived from rainfall. This paper was generally carried out in drought-affected areas in a semi-arid agricultural watershed in the provinces of The Western Black Sea Basin, including Düzce, Bolu, Zonguldak, Çankırı, Karabük, Bartın, Kastamonu, and Sinop. It was aimed to meet the need for a coordinated examination of agricultural areas across different basins with hydrological and meteorological data. Life-touching results were revealed by overlay mapping the flow observation station data analysis results and irrigation areas. The importance of agriculture in the world economy, which is in a bottleneck regarding food needs and access to food, is understood better daily. This study evaluated future risks and opportunities in agricultural production in the basin. A better understanding of the future state of water throughout the basin is essential in protecting and improving the basin's economic, social, and demographic structure. The irrigation areas of 43% are currently in operation, and with the addition of the areas under construction, 60% of the currently identified areas will become irrigable. It was observed that land principally occupied by agricultural areas increased by 26.54% with the transformation of irrigated and non-irrigated lands in the basin between 1990–2008 according to CORINE database. Considering the irrigation areas included in the preliminary examination and master plan, planning, and project stages, irrigated agriculture in the basin is not yet at the desired level. By implementing better agricultural policies, the welfare level of the people of the region and the development level of the basin can be increased in general. One of the primary purposes of the study is to shed light on decision-makers. The results were designed to form the basis for basin-wide planning studies.

由于气候风险,基耶岛受到干旱的威胁,因为它容易受到来自降雨的水资源的影响。本文主要在黑海西部流域的d zce、Bolu、Zonguldak、Çankırı、karab k、Bartın、Kastamonu和Sinop等半干旱农业流域的干旱受灾地区进行。它的目的是满足利用水文和气象数据对不同流域的农业区进行协调审查的需要。通过对流量观测站数据、分析结果和灌区的叠加映射,揭示了感人的结果。世界经济在粮食需求和获得粮食方面正处于瓶颈期,农业在世界经济中的重要性日益得到更好的理解。本研究评估了该流域未来农业生产的风险和机遇。更好地了解整个流域未来的水状况对于保护和改善流域的经济、社会和人口结构至关重要。目前已有43%的灌溉区可灌溉,加上在建面积,目前确定的灌溉区可灌溉面积将达到60%。根据CORINE数据库,1990-2008年,随着流域灌区和非灌区的转变,以农业为主的土地面积增加了26.54%。考虑到初步审查和总体规划、规划和项目阶段所包括的灌区,该流域的灌溉农业尚未达到预期水平。通过实施更好的农业政策,总体上可以提高该地区人民的福利水平和流域的发展水平。这项研究的主要目的之一是为决策者提供启示。研究结果旨在为整个流域的规划研究奠定基础。
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引用次数: 0
Understanding Key Atmospheric Drivers Affecting Lightning Flashes Over Tropical and Subtropical India 了解影响热带和亚热带印度闪电的主要大气驱动因素
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-07-29 DOI: 10.1007/s00024-025-03790-3
B. Abida Choudhury, M. I. R. Tinmaker, V. Gopalakrishnan, S. D. Pawar

Utilizing the comprehensive dataset from the Lightning Imaging Sensor (LIS) aboard the International Space Station (ISS) spanning 2018 to 2022, the present study deals with the interactions between climatic factors and the lightning activity across the tropical and subtropical regions of India. The primary aim of the present study is to analyse the temporal variability of lightning occurrence and the atmospheric conditions governing these patterns. The results indicate that the distinct seasonal cycle, with peak lightning activity aligning with the Indian summer monsoon season. A comparative assessment highlights notable meteorological differences between the two regions, with the tropics exhibiting more intense convective activity, higher moisture content, and stronger surface energy fluxes, contributing to high lightning activity. On the other hand, the subtropical region displays more consistent patterns with higher aerosol optical depth (AOD), surface sensible heat flux and less supply of moisture to the lower atmosphere which leads to comparatively low lightning occurrences. The meteorological parameters were analysed using multiple linear regression analysis, revealing that approximately 80% of the variance in the dependent variable for the subtropical region and 84% for the tropical region is explained by the regression model. Both the multiple linear regression models demonstrate high statistical significance, indicating a robust relationship between the predictor variables and lightning activity. These findings support in understanding the connection between atmospheric conditions and regional factors which is crucial for predicting and mitigating climate related risks over India. By understanding the relationship between the climatic factors such as AOD, surface heat fluxes, precipitation and instability, and their impact on lightning intensity, one can develop more accurate forecasting models and early warning systems. These advancements will help mitigate the risk factor associated with lightning strikes, especially for vulnerable populations in rural areas which are distributed in tropical and subtropical regions of India.

利用2018年至2022年国际空间站(ISS)闪电成像传感器(LIS)的综合数据集,本研究处理了印度热带和亚热带地区气候因素与闪电活动之间的相互作用。本研究的主要目的是分析闪电发生的时间变异性和控制这些模式的大气条件。结果表明,闪电活动具有明显的季节周期,高峰与印度夏季风期一致。一项比较评估突出了两个区域之间显著的气象差异,热带表现出更强烈的对流活动、更高的水分含量和更强的地表能通量,导致高闪电活动。另一方面,副热带地区表现出较高的气溶胶光学深度(AOD)、地表感热通量和较少的低层大气水汽供应,从而导致相对较少的闪电发生。利用多元线性回归分析对气象参数进行分析,发现亚热带地区因变量方差的80%和热带地区因变量方差的84%可以用回归模型解释。两个多元线性回归模型都显示出较高的统计显著性,表明预测变量与闪电活动之间存在稳健的关系。这些发现有助于理解大气条件和区域因素之间的联系,这对于预测和减轻印度的气候相关风险至关重要。通过了解AOD、地表热通量、降水和不稳定等气候因子对闪电强度的影响,可以建立更准确的预报模式和预警系统。这些进展将有助于减轻与雷击有关的风险因素,特别是对分布在印度热带和亚热带地区农村地区的脆弱人口。
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引用次数: 0
Bayesian Estimation of the Gutenberg–Richter Parameters: Essentially Exact Posterior Distributions-Application to the Alps Domain, France 古腾堡-里希特参数的贝叶斯估计:本质上精确的后验分布-在阿尔卑斯地区的应用,法国
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-07-28 DOI: 10.1007/s00024-025-03777-0
Anne Dutfoy

The aim of this article is to detail the Bayesian approach to estimating the parameters of the Gutenberg–Richter relation modeling the rate of occurrence of an earthquake of a given magnitude. The parameters posterior distributions are known up to a factor of proportionality. They are usually estimated relying on Monte Carlo Markov Chain (MCMC) methods. These simulation techniques can be used to generate realizations of the posterior distributions, which enables to calculate useful characteristic quantities (mean, variance, quantiles, etc.). MCMC methods require fine-tuned parameterization to ensure both independence of the realizations and generation according to the desired, imperfectly known distribution. It is difficult to validate the correct parameterization of the algorithm and it requires a full simulation-based inference procedure. This article shows how the parameters posterior distributions can be computed essentially exactly (i.e. with machine precision), through a carefully rescaled version of the likelihood. Getting such an exact posterior distribution avoids the above-mentioned problems and enables highly precise evaluations of posterior quantities such as conditional expectations. Finally, the computation of the posterior normalizing constant considerably extends the applicability of the Bayesian approach to any prior distribution, hitherto often limited to the conjugate prior distribution of the model. This article applies the methodology to the Alps in France and compares the set of Bayesian results to the frequentist results based on the maximum likelihood of the Poisson process.

本文的目的是详细介绍贝叶斯方法来估计古腾堡-里希特关系的参数,以模拟给定震级的地震发生率。参数后验分布是已知的比例系数。它们通常依靠蒙特卡罗马尔可夫链(MCMC)方法进行估计。这些模拟技术可用于生成后验分布的实现,从而能够计算有用的特征量(平均值、方差、分位数等)。MCMC方法需要微调参数化,以确保实现的独立性和根据期望的、不完全已知的分布生成的独立性。算法参数化的正确性很难验证,需要一个完整的基于仿真的推理过程。这篇文章展示了参数后验分布是如何通过仔细地重新缩放似然的版本,本质上精确地计算出来的(即机器精度)。得到这样一个精确的后验分布可以避免上述问题,并且可以高度精确地评估后验量,如条件期望。最后,后验归一化常数的计算大大扩展了贝叶斯方法对任何先验分布的适用性,迄今为止通常仅限于模型的共轭先验分布。本文将该方法应用于法国的阿尔卑斯山,并将贝叶斯结果集与基于泊松过程的最大似然的频率结果集进行比较。
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引用次数: 0
Assessing Agricultural and Hydrological Drought Trends in Algeria’s Semi-arid Regions Using IV-ITA and HBV-Light Model 利用IV-ITA和HBV-Light模型评估阿尔及利亚半干旱区农业和水文干旱趋势
IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-07-26 DOI: 10.1007/s00024-025-03773-4
Fayçal Djellouli, Quoc Bao Pham, M’hamed Atallah, Kamila Baba-Hamed, Abderrazak Bouanani, Ewa Łupikasza

Climate change has a significant impact on hydrological systems, particularly in vulnerable semi-arid regions like Algeria’s Mekerra River basin. Since the 1970s, frequent droughts have reduced dam inputs, lowered groundwater levels, and depleted wells, underscoring the need for effective water resources management. This study aims to evaluate drought propagation in agricultural and hydrological systems, analyze drought trends, and assess climate change’s hydrological impacts using drought indices, trend analysis, and hydrological modeling. Hydrometeorological data from 1980 to 2012 were used to calculate the Effective Reconnaissance Drought Index (eRDI) and the Standardized Streamflow Index (SSI) on 3- and 12-month scales, respectively, to assess drought propagation in agricultural and hydrological systems. Trend analysis was performed using the Improved Visualization of Innovative Trend Analysis (IV-ITA) to examine drought patterns via IV-ITA drought classification. The semi-distributed HBV-light model was applied to determine climate change’s hydrological impact across upper, middle, and lower Mekerra sub-basins. The results indicate that the eRDI-3 revealed seasonal and spatial fluctuations in agricultural drought, with an extreme event in 1994 identified at Sidi Bel Abbes. The SSI-12 indicated significant flow variations between stations and reveal the longest and most extreme hydrological drought from 2002 to 2006. The IV-ITA indicated positive eRDI-3 trends at Hacaiba and Sidi Bel Abbes, non-monotonic trends elsewhere, while SSI-12 trends were negative at Sidi Ali Ben Youb, positive at Hacaiba, and non-monotonic at Sidi Bel Abbes. These trends clarified drought complexity in semi-arid contexts. The HBV-light model accurately reproduced the flow dynamics during calibration with acceptable validation performance for all the sub-basins, revealing low soil recharge that highlights drought’s impact on water resources, particularly during the calibration period. These results provide robust methodologies and in-depth knowledge of the mechanisms of agricultural and hydrological drought in our semi-arid region and others similar, by enhancing trend assessment, supporting adaptive policies, and establishing early warning systems to strengthen resilience against climate change.

气候变化对水文系统产生了重大影响,特别是在阿尔及利亚的Mekerra河流域等脆弱的半干旱地区。自1970年代以来,频繁的干旱减少了大坝的投入,降低了地下水位,枯竭了水井,强调需要有效的水资源管理。本研究旨在利用干旱指数、趋势分析和水文模型,评估农业和水文系统的干旱传播,分析干旱趋势,评估气候变化对水文的影响。利用1980 ~ 2012年水文气象资料,分别计算3个月尺度的有效干旱侦察指数(eRDI)和12个月尺度的标准化河流流量指数(SSI),对农业系统和水文系统的干旱传播进行评价。采用改进的可视化创新趋势分析(IV-ITA)进行趋势分析,通过IV-ITA干旱分类来检查干旱模式。采用半分布式HBV-light模型确定了气候变化对Mekerra上、中、下游子流域的水文影响。结果表明,eRDI-3揭示了农业干旱的季节性和空间波动,1994年在Sidi Bel Abbes发现了一次极端事件。SSI-12显示了2002 - 2006年站间流量的显著变化,揭示了最长和最极端的水文干旱。4 - ita显示,在haacaiba和Sidi Bel Abbes, eRDI-3呈阳性趋势,其他地方呈非单调趋势,而si -12在Sidi Ali Ben Youb呈阴性趋势,在Hacaiba呈阳性趋势,在Sidi Bel Abbes呈非单调趋势。这些趋势澄清了半干旱环境下干旱的复杂性。HBV-light模型准确再现了校准期间所有子流域的流动动力学,验证性能可接受,揭示了土壤补给不足,突出了干旱对水资源的影响,特别是在校准期间。这些结果通过加强趋势评估、支持适应性政策和建立早期预警系统来加强对气候变化的抵御能力,为我们半干旱地区和其他类似地区的农业和水文干旱机制提供了可靠的方法和深入的知识。
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引用次数: 0
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