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Modeling and statistical analysis of solute transport in groundwater across different geological formations 不同地质构造中地下水溶质运移的建模与统计分析
IF 2.1 4区 地球科学 Pub Date : 2025-12-15 DOI: 10.1007/s11600-025-01754-8
Sanjay Kumar, Pintu Das

For risk assessment and management, accurate solute transport modeling is essential because groundwater contamination affects drinking water and ecosystems. In this study, a solute transport model incorporating adsorption, dispersion, and homogeneous flow across different geological formations is developed and compared to improve groundwater contamination prediction accuracy. Under realistic boundary circumstances, solute transport is examined with a uniform source concentration at one end of the geological formation and zero mass flux at the other. Analytical solutions are produced via the Laplace transform, whereas numerical solutions are produced by finite difference methods. The model’s performance is evaluated using the Normalized Root Mean Square Error (NRMSE), Global Performance Indicator (GPI), and statistical tests including two-way ANOVA and t-tests. The unique temporal and spatial concentration patterns found in gravel, silt and clay are effectively represented by the model. Significant variations in solute behavior among geological formations were confirmed by statistical studies and NRMSE values varied from 0.004 to 0.05 across formations. The impact of hydrological conditions on solute distribution is illustrated graphically; clay exhibits higher retention and slower migration than silt and gravel. The model accurately forecasts solute transport and emphasizes the essential function that geological characteristics play in pollution retention. In addition to offering helpful suggestions for groundwater monitoring, pollution prevention, and sustainable water management, it offers insightful information for further reactive transport study.

对于风险评估和管理,精确的溶质运移模型至关重要,因为地下水污染会影响饮用水和生态系统。为了提高地下水污染的预测精度,本文建立了溶质运移模型,并对溶质在不同地质构造中的吸附、分散和均匀流动进行了比较。在实际的边界情况下,溶质输运是在地质构造一端的源浓度均匀,另一端的质量通量为零的情况下进行的。解析解是通过拉普拉斯变换产生的,而数值解是通过有限差分方法产生的。使用归一化均方根误差(NRMSE)、全局性能指标(GPI)以及包括双向方差分析和t检验在内的统计检验来评估模型的性能。该模型有效地反映了砂砾、粉砂和粘土中独特的时空浓度规律。统计研究证实了不同地层溶质行为的显著差异,不同地层的NRMSE值在0.004 ~ 0.05之间变化。用图形说明了水文条件对溶质分布的影响;粘土比粉砂和砾石具有较高的滞留性和较慢的迁移性。该模型准确地预测了溶质运移,强调了地质特征对污染滞留的重要作用。除了为地下水监测、污染防治和水资源可持续管理提供有益的建议外,还为进一步的反应输运研究提供了有意义的信息。
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引用次数: 0
Evaluation of vertical gravity gradient estimation methods for analytical downward continuation 分析向下延拓的垂直重力梯度估计方法评价
IF 2.1 4区 地球科学 Pub Date : 2025-12-14 DOI: 10.1007/s11600-025-01752-w
Mehdi Goli

This study presents a theoretical and numerical investigation into the role of the vertical gravity gradient (VGG) in the analytical downward continuation of surface gravity data for geoid determination. Several VGG computation techniques, including integral-based, FFT-based, and integrated second vertical derivative (ISVD)-based methods, are evaluated using synthetic, noise-contaminated gravity disturbances at (1'times 1') and (2'times 2') resolutions. Among these, ISVD-based methods consistently demonstrate better numerical stability and accuracy. A new iterative downward continuation approach is proposed, which uses VGG values computed on the reference ellipsoid. Its performance is compared to the conventional Taylor series expansion and Poisson integral methods. While the Poisson integral achieves slightly better accuracy (2.1 mGal) when optimally regularized, the proposed iterative method attains comparable accuracy (2.4 mGal) using a simpler regularization strategy- fixed truncation after the second iteration. The proposed method also outperforms the Taylor approach under the same regularization conditions. The results further indicate that higher-resolution input data do not necessarily improve downward continuation accuracy; instead, they can amplify high-frequency noise beyond the signal bandwidth. These findings offer practical guidance for selecting VGG computation methods, regularization strategies, and spatial resolutions in geoid modeling applications.

本文从理论和数值上探讨了垂直重力梯度(VGG)在地表重力资料解析向下延延确定大地水准面中的作用。几种VGG计算技术,包括基于积分、基于fft和基于积分二次垂直导数(ISVD)的方法,在(1'times 1')和(2'times 2')分辨率下使用合成的、噪声污染的重力干扰进行了评估。其中,基于isvd的方法始终表现出较好的数值稳定性和精度。提出了一种新的迭代向下延拓方法,该方法使用参考椭球上计算的VGG值。并与传统的泰勒级数展开法和泊松积分法进行了比较。当最佳正则化时,泊松积分的精度略高(2.1 mGal),而所提出的迭代方法使用更简单的正则化策略-第二次迭代后的固定截断,获得了相当的精度(2.4 mGal)。在相同的正则化条件下,该方法也优于泰勒方法。结果进一步表明,高分辨率的输入数据不一定能提高向下延拓的精度;相反,它们可以放大超出信号带宽的高频噪声。这些发现为在大地水准面建模应用中选择VGG计算方法、正则化策略和空间分辨率提供了实用指导。
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引用次数: 0
Exploring the Cerro Prieto Transform and Indiviso Faults, before and after the El Mayor–Cucapah earthquake (2010, Mw = 7.2), Baja California, México 墨西哥墨西哥下加利福尼亚州El Mayor-Cucapah地震(2010年,Mw = 7.2)前后的Cerro Prieto变换断层和独立断层研究
IF 2.1 4区 地球科学 Pub Date : 2025-12-13 DOI: 10.1007/s11600-025-01726-y
Mario González-Escobar

This study examines the structural characteristics of the Cerro Prieto and Indiviso Faults within the Colorado River Delta, Baja California, México, through seismic reflection, seismicity, magnetic, and gravimetric analyses. The Cerro Prieto Transform Fault, a critical component of the Pacific-North American plate boundary, traverses the Mexicali Valley and northern Gulf of California, within the study area. A key objective is to determine whether the Indiviso Fault existed prior to or originated during the 2010 Mw 7.2 El Mayor–Cucapah earthquake. Results confirm the Indiviso Fault as a pre-existing structure reactivated during the event. Gravimetric and magnetic anomalies and seismicity delineate their obliquity to the Cerro Prieto Fault and intersection with the Wagner Basin, challenging prior models of the Cerro Prieto Fault's trajectory. Tectonic activity along the La Mesa and Santa Clara Faults correlates with significant subsidence beneath the Ciénega de Santa Clara. Seismic profiles reveal buried faults, such as Yurimori and Pangas Viejas, that lack surface expression. Post-earthquake deformation transitioned from the Cerro Prieto Fault to the Indiviso Fault, resembling slip-transfer processes observed in the San Andreas Fault system. Declining seismicity along the Cerro Prieto Fault contrasts with diffuse regional activity, underscoring the role of transform faults in accommodating interplate motion. Aftershocks were concentrated beneath sedimentary lowlands, while surface ruptures predominantly occurred in mountainous areas, influenced by lithostatic stress conditions. The primary rupture initiated along the northern Indiviso Fault zone, where differential stress reactivated pre-existing structures. Another aspect supporting this interpretation is that historical seismicity also shows a trend along the Indiviso Fault. The relocation of these identified two significant events that occurred in 1934 (Mw 6.5 and 6.3), as well as the 1935 event (Mw 5.7), distributed along this structure. This evidence indicates that the Indiviso Fault already existed and was tectonically active since that time. However, it is noteworthy that, prior to the EMC event, virtually no seismic activity was recorded in the region. These findings contribute to the understanding of fault reactivation, transform fault dynamics, and regional seismic hazard assessments.

本研究通过地震反射、地震活动性、磁场和重力分析,研究了墨西哥墨西哥下加利福尼亚科罗拉多河三角洲的塞罗普列托断层和伊迪维索断层的结构特征。Cerro Prieto转换断层是太平洋-北美板块边界的重要组成部分,在研究区域内穿越墨西卡利山谷和加利福尼亚湾北部。一个关键的目标是确定独立断层是否在2010年m7.2 El Mayor-Cucapah地震之前存在或起源于此。结果证实独立故障是在事件期间重新激活的预先存在的结构。重力、磁异常和地震活动描述了它们与Cerro Prieto断层的倾角以及与Wagner盆地的相交,挑战了Cerro Prieto断层轨迹的先前模型。拉梅萨断层和圣克拉拉断层的构造活动与圣克拉拉断层下的显著沉降有关。地震剖面揭示了埋藏的断层,如Yurimori和Pangas Viejas,缺乏地表表达。震后变形从塞罗普列托断层过渡到伊迪维索断层,类似于在圣安德烈亚斯断层系统中观察到的滑动转移过程。沿塞罗普列托断层的地震活动减弱与扩散的区域活动形成对比,强调了转换断层在适应板块间运动中的作用。余震集中在沉积低地,而地表破裂主要发生在山区,受静岩应力条件的影响。主要破裂始于北英迪维索断裂带,在那里不同的应力重新激活了原有的构造。支持这一解释的另一个方面是,历史上的地震活动也显示出沿英迪维索断层的趋势。这些重新定位确定了1934年发生的两次重大事件(Mw 6.5和6.3),以及1935年的事件(Mw 5.7),沿着这个结构分布。这一证据表明,因迪维索断裂已经存在,并且从那时起就处于构造活动状态。然而,值得注意的是,在EMC事件之前,该地区几乎没有记录到地震活动。这些发现有助于理解断层再活化、断层转换动力学和区域地震危险性评估。
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引用次数: 0
Comparative analysis of GNSS module performance in static and UAV-based dynamic environments 静态和基于无人机的动态环境下GNSS模块性能比较分析
IF 2.1 4区 地球科学 Pub Date : 2025-12-13 DOI: 10.1007/s11600-025-01757-5
Raj Hakani, Abhishek Rawat, Mitchell Prajapati

This paper presents a comprehensive comparative analysis of Global Navigation Satellite System (GNSS) module performance in both static and dynamic Unmanned Aerial Vehicle (UAV) environments, focusing on four major satellite navigation systems: GPS, BeiDou, NavIC, and Galileo. Two separate test scenarios is conducted here. In the dynamic test, the M8N GPS and 7Semi L89-based BeiDou modules is simultaneously mounted on a drone and evaluated using predefined waypoints in Mission Planner software. Results showed that the GPS module exhibited more stable and responsive roll, pitch, and yaw tracking during high-speed maneuvers and BeiDou module provides superior horizontal positioning accuracy due to its utilization of multiple orbital planes (MEO, GEO, IGSO). In the static evaluation, NEO M8 (GPS), PX1125S-01D (NavIC), and 7Semi L89-based Galileo modules were assessed. The NavIC-enabled PX1125S-01D demonstrated the highest positioning accuracy and the most consistent signal strength in an open-field setup in the Indian region. Galileo offeres low DOP values and excellent accuracy in multi-satellite environments, while GPS maintained reliable performance with broader global coverage. To address the limitation of short-duration trials, an extended 3-h static experiment was carried out, which confirmed NavIC’s superior stability and further emphasized the effect of long-term observation on evaluating constellation reliability. Key performance metrics such as HDOP, VDOP, GDOP, CEP, and 3DRMS are measured for assessment. The findings indicate that no single system is optimal for all use cases: NavIC and BeiDou excel in precise navigation under favorable signal conditions, while GPS provides dependable performance in fast-changing and globally diverse environments. A hybrid GNSS configuration that integrates the strengths of multiple systems could significantly enhance UAV navigation accuracy and stability across varying operational contexts.

本文对全球卫星导航系统(GNSS)模块在静态和动态无人机(UAV)环境下的性能进行了全面的比较分析,重点研究了四种主要的卫星导航系统:GPS、北斗、NavIC和伽利略。这里进行了两个独立的测试场景。在动态测试中,M8N GPS和基于7Semi l89的北斗模块同时安装在无人机上,并使用任务规划软件中预定义的航路点进行评估。结果表明,GPS模块在高速机动过程中表现出更稳定、响应更灵敏的侧滚、俯仰和偏航跟踪,北斗模块由于利用了多轨道平面(MEO、GEO、IGSO),提供了更好的水平定位精度。在静态评估中,对NEO M8 (GPS)、PX1125S-01D (NavIC)和7Semi l89基伽利略模块进行了评估。启用navic的PX1125S-01D在印度地区的开阔场地设置中显示出最高的定位精度和最一致的信号强度。伽利略在多卫星环境下提供低DOP值和出色的精度,而GPS在更广泛的全球覆盖范围内保持可靠的性能。针对短时间试验的局限性,开展了延长的3小时静态试验,验证了NavIC的优越稳定性,并进一步强调了长期观测对星座可靠性评估的影响。关键性能指标(如HDOP、VDOP、GDOP、CEP和3DRMS)进行测量以进行评估。研究结果表明,没有一个单一的系统可以适用于所有用例:NavIC和北斗在有利的信号条件下擅长精确导航,而GPS在快速变化和全球多样化的环境中提供可靠的性能。集成多个系统优势的混合GNSS配置可以显著提高无人机在不同作战环境下的导航精度和稳定性。
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引用次数: 0
Patches of low b values in the Japan subduction zone before m > 8 earthquakes 1988年地震前日本俯冲带的低b值斑块
IF 2.1 4区 地球科学 Pub Date : 2025-12-12 DOI: 10.1007/s11600-025-01740-0
Venkata Gangadhara Rao Kambala, Piotr Senatorski

The Gutenberg–Richter law describes an exponential relationship between earthquake magnitude and frequency, with the b value as a key parameter for quantifying the relative occurrence of large versus small earthquakes. Accurate estimation of the b value is important for various seismological applications, particularly in identifying asperities, i.e., areas of strong coupling between subducting and overriding plates in the subduction zones. The challenge in mapping spatiotemporal variations of the b value and resolving their spatial heterogeneity is small data sets for which the estimation error is large. To balance the two opposite goals, the smallest estimation error and the largest spatial resolution, we propose the overlapping window algorithm. This method partitions seismic data into overlapping windows, allowing for a more detailed characterization of spatial variations in the b value. We applied the algorithm to the 1998–2024 seismicity in the Japan subduction zone, revealing significant b value patterns that can be interpreted in terms of the locked asperity distributions before and after the largest earthquakes. These patterns suggest that the b value changes reflect plate coupling preceding and following major seismic events. The changing shapes of the small b value patches suggest areas where a strong earthquake is likely to occur. In particular, a future m9 earthquake initiated off the coast of Hokkaido and extending to the area off the coast of Honshu seems likely. Our results demonstrate that this approach, when combined with other methods, provides insight into stress redistribution and locked asperity locations, offering a tool for estimation of location and size of possible future large events.

古腾堡-里希特定律描述了地震震级与频率之间的指数关系,b值是量化大地震与小地震相对发生的关键参数。准确估计b值对各种地震应用都很重要,特别是在识别非陡岩方面,即在俯冲带中俯冲板块和上覆板块之间的强耦合区域。在绘制b值的时空变化和解决其空间异质性方面面临的挑战是对小数据集的估计误差很大。为了平衡最小估计误差和最大空间分辨率这两个相反的目标,我们提出了重叠窗算法。该方法将地震数据划分为重叠的窗口,从而可以更详细地表征b值的空间变化。我们将该算法应用于1998-2024年日本俯冲带的地震活动,揭示了可以根据最大地震前后锁定的粗糙度分布来解释的显著b值模式。这些模式表明,b值的变化反映了大地震前后的板块耦合。小b值斑块形状的变化表明可能发生强烈地震的地区。特别是,未来可能会发生一场从北海道海岸开始并延伸到本州海岸以外地区的9级地震。我们的研究结果表明,当与其他方法相结合时,这种方法可以深入了解应力再分布和锁定的粗糙点位置,为估计未来可能发生的大型事件的位置和大小提供了一种工具。
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引用次数: 0
Relationship between skills of multimodel hydrologic ensemble predictions and atmospheric circulation patterns: a case study from the Nysa Kłodzka river basin (SW Poland) 多模式水文集合预测技巧与大气环流型的关系——以Nysa Kłodzka河流域(波兰西南部)为例
IF 2.1 4区 地球科学 Pub Date : 2025-12-11 DOI: 10.1007/s11600-025-01733-z
Tomasz Niedzielski, Hanna Ojrzyńska, Bartłomiej Miziński, Maciej Kryza, Waldemar Spallek

The objective of this paper is to verify a research hypothesis that there exist certain types of atmospheric circulation for which short-term hydrologic ensemble predictions, with lead times ranging from a few minutes to a few hours, are skilful. In the aftermath of the scrutiny, the forecaster will have the information on what skills to expect in case of a given atmospheric circulation type. Herein, atmospheric circulation is not considered as an input variable in the process of issuing short-term hydrologic forecasts, but it characterises favourable and unfavourable meteorological background for these prognoses to perform well. Short-term (up to 3 h into the future) multimodel ensemble predictions of water levels in the upper Nysa Kłodzka river basin (southwestern Poland) were computed using HydroProg, one of the hydrologic ensemble prediction systems. Nash-Sutcliffe efficiency (NSE) statistics of those forecasts was computed and juxtaposed with 40 types of atmospheric circulation. The latter types were based on the combination of direction of advection, the cyclonality index and the humidity type. The experiment was conducted between 1 September 2013 and 3 December 2016, when the HydroProg system was working in real time. The hydrologic multimodel ensemble prediction was based on up to six ensemble members. Forecasts were issued at 11 sites within the basin, had 12 intermediate 15-minute steps (lead time ranged from 15 to 180 min) and were updated every 15 min. It was found that the most skilful short-term water level predictions, classified according to a widely accepted classification into good or satisfactory prognoses (NSE (ge) 0.36), were associated with the wet humidity type, with prevailing northerly advection of air masses. Although meteorological conditions, during which short-term multimodel ensemble predictions perform well, were identified, the relation was not quantitative (statistical) but rather qualitative (based on prediction ranking in relation to circulation types). It presents some meteorological background for good or satisfactory short-term hydrologic prognoses, but cannot be used as a variable for refining these forecasts.

本文的目的是验证一个研究假设,即存在某些类型的大气环流,对于这些环流,提前时间从几分钟到几小时不等的短期水文集合预报是熟练的。在审查之后,预报员将获得有关在特定大气环流类型的情况下预计采用何种技能的信息。在此,大气环流不被视为发布短期水文预报过程中的一个输入变量,但它表征了这些预报的有利和不利的气象背景。利用水文集合预报系统HydroProg对Nysa上游Kłodzka河流域(波兰西南部)的短期(未来3小时内)水位进行了多模式集合预报。计算了这些预报的纳什-萨特克利夫效率(NSE)统计数据,并将其与40种大气环流并置。后一种类型是基于平流方向、气旋度指数和湿度类型的组合。实验于2013年9月1日至2016年12月3日进行,当时HydroProg系统正在实时工作。水文多模式集合预测基于多达6个集合成员。预报在盆地内的11个站点发布,有12个中间的15分钟步骤(前置时间从15分钟到180分钟不等),每15分钟更新一次。研究发现,根据广泛接受的分类,最熟练的短期水位预测分为良好或令人满意的预测(NSE (ge) 0.36),与湿湿度类型有关,主要是气团向北平流。虽然确定了短期多模式集合预报表现良好的气象条件,但这种关系不是定量的(统计),而是定性的(基于与环流类型相关的预测排名)。它为良好或令人满意的短期水文预报提供了一些气象背景,但不能用作改进这些预报的变量。
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引用次数: 0
Integrating time–space dynamics for meteorological drought monitoring and trend analysis 基于时空动态的气象干旱监测与趋势分析
IF 2.1 4区 地球科学 Pub Date : 2025-12-10 DOI: 10.1007/s11600-025-01738-8
Zahid Shah, Rizwan Niaz, Mohammed M. A. Almazah, Hefa Cheng, Fathia Moh. Al Samman, Shreefa O. Hilali

This study introduces a Composite Integrated Meteorological Drought Index (CIMDI), based on combination of other well-known indices: Standardized Precipitation Index (SPI), Standardized Precipitation Evapotranspiration Index (SPEI), and Standardized Precipitation Temperature Index (SPTI) utilizing a hybrid weighting scheme based on steady-state probabilities and mean squared correlation. The index was constructed using 41 years (January 1981–December 2021) monthly climatic data from 21 meteorological stations in Punjab region of Pakistan aims to provide a robust, balanced, and an integrated measure of assessment for the meteorological drought. CIMDI’s performance was measured by a variety of statistical error and efficiency measures. It positioned an RMSE of 0.34, which is significantly lower than SPEI (0.98), and SPTI 0.41 at station Gujrat, thus reflecting a better prediction result. In terms of accuracy, the mean absolute error for CIMDI was 0.41, as compared to 1.44 (SPEI), 0.47 (SPTI) at station Jhang. The Standard Error of Estimate value for CIMDI was 0.34, also less than SPTI (0.41) and SPEI (0.98) at station Gujrat, thus proving that it can be said to have a better fit. The correlation coefficient (r) was found to be greater than 0.90 despite being positive for SPI and SPTI and was moderate for SPEI (e.g., > 0.59 and > 0.77 at Sargodha and Rawalpindi and Jhelum, respectively). Trend analysis with Mann–Kendall test showed cluster increasing trends for drought occurrence for several stations used for drought trends, namely Sargodha (p = 0.001), Rawalpindi (p = 0.0022), Jhang (p = 0.0126), and Bhakkar (p = 0.0311) which indicated increasing severity of drought in respective areas. CIMDI also obtained an efficiency (EF) value of 0.39 substantially higher values in comparison with the negative values obtained from SPEI which was ((-)0.77) and SPTI ((-)0.76) showing better performance in acts of estimating drought intensity at station Faisalabad. Its confidence level reached 0.38, preceding it for a higher reliability with the real drought condition capturing in a better way. In addition, CIMDI allowed for smoother transitions between months, less noise in classification and no abrupt shifts as is common in individual indices. It showed consistent results in both arid, semiarid, and humid zones-‘proving’ that it is spatially adaptive. Overall, CIMDI shows great advancements in accuracy, stability, and reliability, a tool that can aid drought monitoring, early warning, and climate resilient planning in areas at risk.

本文采用基于稳态概率和均方相关的混合加权方案,在标准化降水指数(SPI)、标准化降水蒸散指数(SPEI)和标准化降水温度指数(SPTI)的基础上,提出了一种综合气象干旱指数(CIMDI)。该指数是利用巴基斯坦旁遮普省21个气象站41年(1981年1月至2021年12月)的月度气候数据构建的,旨在为气象干旱提供一个可靠、平衡和综合的评估措施。CIMDI的性能是通过各种统计误差和效率指标来衡量的。其定位RMSE为0.34,显著低于古吉拉特站的spi(0.98)和SPTI(0.41),预测效果较好。在精度方面,CIMDI的平均绝对误差为0.41,而张站的平均绝对误差为1.44 (SPEI), 0.47 (SPTI)。CIMDI估计值的标准误差为0.34,也小于古吉拉特站的SPTI(0.41)和SPEI(0.98),因此可以说具有更好的拟合性。尽管SPI和SPTI呈阳性,但相关系数(r)仍大于0.90,而SPEI的相关系数(r)为中等(例如,Sargodha和Rawalpindi和Jhelum分别为&gt; 0.59和&gt; 0.77)。基于Mann-Kendall检验的趋势分析显示,Sargodha (p = 0.001)、Rawalpindi (p = 0.0022)、Jhang (p = 0.0126)和Bhakkar (p = 0.0311) 4个干旱趋势站点的干旱发生呈聚类增加趋势,表明该地区干旱的严重程度在增加。与SPEI ((-) 0.77)和SPTI ((-) 0.76)的负值相比,CIMDI的效率(EF)值为0.39,显著高于spi ( 0.77)和SPTI ( 0.76),在估算费萨拉巴德站干旱强度方面表现更好。其置信度达到0.38,较好地捕捉了实际干旱状况,具有较高的可靠性。此外,CIMDI允许月份之间的平滑过渡,分类中的噪音更小,并且没有单个指数中常见的突变。它在干旱、半干旱和湿润地区都显示出一致的结果——“证明”它具有空间适应性。总体而言,CIMDI在准确性、稳定性和可靠性方面取得了巨大进步,该工具可以帮助风险地区进行干旱监测、早期预警和气候适应性规划。
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引用次数: 0
Optimization and evaluation of ensemble learning models for intelligent lithology identification based on seismic data 基于地震数据的智能岩性识别集成学习模型优化与评价
IF 2.1 4区 地球科学 Pub Date : 2025-12-10 DOI: 10.1007/s11600-025-01723-1
Wang Jingyi, Jiang Li, Feng Zhibing, Huang Xiao, Yao Zhenan, Zhang Bocheng

Lithology identification is a fundamental task in seismic reservoir characterization. However, existing studies have primarily focused on optimizing single algorithms, with limited systematic comparisons of ensemble models and hyperparameter optimization strategies. To address this issue, this study, based on well seismic data from the North Sea F3 block, integrates recursive feature elimination with cross-validation (RFECV), the Near-Miss Synthetic Minority Oversampling Technique (NM-SMOTE) sampling strategy, and four mainstream hyperparameter optimization methods to evaluate the performance of random forest, XGBoost, LightGBM, CatBoost, and stacking ensemble method. NM-SMOTE (Near-Miss SMOTE) effectively alleviates the class imbalance problem by synthesizing minority sandstone samples and retaining key mudstone samples that are closest to the minority class (while reducing the majority class size), thereby improving the reliability of minority class recognition. Fivefold cross-validation was employed, using well log lithology interpretation as ground truth for validation. The results indicate that Optuna achieves the best balance between efficiency and accuracy, outperforming Bayesian optimization and grid search in terms of test accuracy, training time, and model stability. CatBoost achieves the highest prediction accuracy (area under the receiver operating characteristic curve, AUC = 0.91), demonstrating clear sandstone–mudstone boundaries and superior continuity in predictions. These findings provide a reliable basis and methodological support for the selection and optimization of intelligent lithology identification models under complex geological conditions.

岩性识别是地震储层表征的一项基础性工作。然而,现有的研究主要集中在单一算法的优化上,对集成模型和超参数优化策略的系统比较有限。为了解决这一问题,本研究基于北海F3区块的井震数据,结合递归特征消除交叉验证(RFECV)、近靶合成少数过采样技术(NM-SMOTE)采样策略以及四种主流超参数优化方法,对随机森林、XGBoost、LightGBM、CatBoost和叠加集成方法的性能进行了评估。NM-SMOTE (Near-Miss SMOTE)通过合成少数砂岩样本,保留最接近少数类别的关键泥岩样本(同时减少多数类别的大小),有效缓解了类别不平衡问题,从而提高了少数类别识别的可靠性。采用五重交叉验证,利用测井岩性解释作为验证的基础真理。结果表明,Optuna在效率和准确性之间达到了最佳平衡,在测试精度、训练时间和模型稳定性方面优于贝叶斯优化和网格搜索。CatBoost实现了最高的预测精度(接收器工作特征曲线下面积,AUC = 0.91),显示了清晰的砂岩-泥岩边界和优越的预测连续性。这些研究结果为复杂地质条件下智能岩性识别模型的选择和优化提供了可靠的依据和方法支持。
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引用次数: 0
Evolution of flow turbulence and higher-order correlations in an asymmetric alluvial sinuous channel 非对称冲积弯曲河道中水流湍流的演化与高阶相关性
IF 2.1 4区 地球科学 Pub Date : 2025-12-10 DOI: 10.1007/s11600-025-01729-9
Yatirajulu Gurugubelli, P. V. Timbadiya, Bandita Barman

An experimental investigation was undertaken to examine the temporal evolution of turbulence characteristics and higher-order flow correlations for a discharge of 0.0176 m3/s in a rigid bank, mobile bed channel. Three-dimensional velocity components were captured using an Acoustic Doppler Vectrino Profiler to facilitate detailed turbulence analysis. Turbulent kinetic energy (TKE) exhibits its minimum and maximum values close to the outer and inner bend, respectively, at the upstream and apex regions, while at the downstream, the higher TKE occurs at the center. Near the bed, the TKE flux shows downstream-downward flux transport toward the inner bend. The TKE budget indicated that, in the near bed region, the TKE production rate and diffusion rate exhibited both positive and negative tendencies, whereas the TKE dissipation rate was positive, and the pressure energy diffusion rate showed a negative tendency. The eddy size, computed using the Taylor microscale with in the inertial subrange, increases at the inner and center points at the upstream. At the apex and downstream locations, it is located at the center points of the bend. The turbulence indicator states that the level of local turbulence is more dominant at the outer bend points. The second order streamwise–vertical and streamwise–lateral correlations indicate a sign reversal, confirming the existence of secondary flow. Third order correlations can be helpful to confirm the streamwise–downward flux, which shows the characteristics of sweep events responsible for the bed movement. The fourth order correlations indicated strong characteristics of turbulence intermittency behavior. The results of the current study are applicable to the selected case of the modeled river reach and can be extended to natural sinuous rivers by considering the limitations. The current study provides significant understanding of flow turbulence and can be helpful to hydraulic engineers for designing structures in an asymmetric sinuous channel qualitatively.

通过实验研究,研究了刚性河岸流动河床中流量为0.0176 m3/s的湍流特性和高阶流量相关性的时间演变。利用声学多普勒矢量剖面仪捕获三维速度分量,以便进行详细的湍流分析。湍流动能(TKE)在上游和顶部分别在靠近外弯和内弯处呈现最小值和最大值,而在下游,较高的TKE出现在中心。在床层附近,TKE通量表现为向内弯方向的下行通量输运。TKE收支表明,近床区TKE产生速率和扩散速率均呈正、负趋势,TKE耗散速率为正,压力能扩散速率为负趋势。在惯性子范围内使用泰勒微尺度计算的涡流大小在上游的内点和中心点处增加。在顶端和下游位置,它位于弯曲的中心点。紊流指标表明,局部紊流水平在外部弯道点处更占优势。二级垂向相关性和横向相关性显示出明显的反转,证实了二次流的存在。三阶相关可以帮助确定顺流向下的通量,这显示了导致河床运动的扫掠事件的特征。四阶相关性表明湍流间歇性行为具有很强的特征。本文的研究结果适用于模拟河段的选定情况,并可在考虑局限性的情况下推广到自然弯曲河流。本文的研究结果对非对称弯曲河道结构的定性设计具有重要的指导意义。
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引用次数: 0
Trend analysis of drought in Antalya basin, Türkiye, using classical and innovative approaches 基于经典与创新方法的安塔利亚盆地干旱趋势分析[j]
IF 2.1 4区 地球科学 Pub Date : 2025-12-08 DOI: 10.1007/s11600-025-01722-2
Cansu Ercan, Ahmad Abu Arra, Eyüp Şişman

Due to the increasingly negative impacts of drought, which affects water resources, agricultural activities, and all sectors, there is a need to analyze the drought trend to understand its effects and mitigate them comprehensively. This research aims to spatiotemporally analyze the drought trend based on the well-known Standardized Precipitation Index (SPI) at different timescales using classical and innovative trend analysis methodologies, including Mann–Kendall (MK), Sen’s slope (SS), and newly proposed Frequency Innovative Trend Analysis method (F-ITA) over the Antalya basin, Türkiye with monthly precipitation data from 1969 to 2022 for the first time in the literature. Also, the research calculates the slope and actual trends using SS and ITA methodologies along with the drought classifications and frequencies, providing a deeper understanding of the drought patterns and their variability. This research generally indicated an increasing trend in drought events for SPI-3 and SPI-6 based on classical methods and F-ITA graphs for specific stations. However, F-ITA for SPI-12 showed a significant drought trend across all stations, with increased drought frequencies; for example, Alanya station exhibited a monotonic increasing trend, with the frequencies of MD, SD, ED, and EXD approximately doubling over the study period. The spatial distribution of slopes computed by SS and ITA and their respective actual trends exhibited significant parallels, resulting in more frequent drought events and an increased drought trend in the southern parts of the region near the coast. The southern and southeastern parts of the study area exhibited the highest trends and slopes. In summary, analyzing drought trends and their spatio-temporal distribution provides critical and crucial insights for sustainable water resources management and agriculture, and guides policymakers in developing effective adaptation and mitigation strategies.

由于干旱对水资源、农业活动和各个部门的负面影响越来越大,因此有必要对干旱趋势进行分析,以全面了解其影响并减轻其影响。基于标准化降水指数(SPI),利用经典趋势分析方法和创新趋势分析方法,包括Mann-Kendall (MK)、Sen’s slope (SS)和新提出的频率创新趋势分析方法(F-ITA),对安塔利亚盆地不同时间尺度的干旱趋势进行时空分析,并首次利用文献中1969 - 2022年的逐月降水数据进行分析。此外,利用SS和ITA方法,结合干旱分类和频率,计算了坡度和实际趋势,从而对干旱模式及其变异性有了更深入的了解。基于经典方法和特定站点的F-ITA图,研究表明SPI-3和SPI-6的干旱事件总体呈增加趋势。然而,SPI-12的F-ITA在所有台站都显示出明显的干旱趋势,干旱频率增加;其中,阿拉尼亚站的MD、SD、ED和EXD的频率呈单调增加趋势,在研究期间增加了近一倍。SS和ITA计算的坡度空间分布与实际趋势具有显著的平行性,导致干旱事件更加频繁,南部沿海地区干旱趋势增加。研究区的南部和东南部呈现出最高的趋势和坡度。总之,分析干旱趋势及其时空分布为可持续水资源管理和农业提供了至关重要的见解,并指导决策者制定有效的适应和缓解战略。
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引用次数: 0
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Acta Geophysica
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