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Tectonostratigraphy of the North İmralı Basin, Eastern Marmara Sea 东马尔马拉海İmralı北海盆构造地层学
IF 2.1 4区 地球科学 Pub Date : 2025-10-11 DOI: 10.1007/s11600-025-01711-5
Başak Turguz, Derman Dondurur, Aslıhan Nasıf, Orhan Atgın, Özkan Özel

Seismo-acoustic and stratigraphic framework of the North İmralı Basin in the Eastern Marmara Sea has been investigated using high-resolution seismic reflection data, in order to reconstruct the evolution of the basin over the past 500 ka. Seismic data indicate that the right-lateral strike-slip İmralı Fault, which bounds the basin to the south, is the primary structural feature controlling the formation and development of the basin. The fault bends offshore of the Armutlu Peninsula and north of İmralı Island which induces a NE-SW oriented extensional regime within the basin. As a result, NW–SE trending normal faults with a right-lateral slip component have formed in the north operating as growth faults, demonstrating that the basin is actively subsiding with a counterclockwise rotational motion. Under this subsidence regime, the North İmralı Basin has developed over a negative flower structure associated with a releasing segment mechanism. Vertical displacement measurements along these faults suggest that the subsidence has persisted in a steady-state manner at a constant rate of approx. 60 cm/ka over the past 500,000 years. The four buried deltas observed in the seismic data were formed during marine regression and represent glacial-stage deltas, excluding Delta-2 which appears to be associated with sea-level rise. No delta has been observed in the past 74 ka due to an imbalance between sedimentation rates and the increasing accommodation space.

Graphical abstract

利用高分辨率地震反射数据,研究了东马尔马拉海İmralı北部盆地的地震声和地层格架,以重建该盆地过去500 ka的演化。地震资料表明,右旋走滑İmralı断裂是控制盆地形成和发展的主要构造特征,是盆地向南的边界。断裂在阿穆特鲁半岛外海和İmralı岛以北弯曲,在盆地内形成北东-西向的伸展构造。其结果是,盆地北部形成了北西-东向带右滑分量的正断层,为生长断层,表明盆地正处于积极沉降的逆时针旋转运动中。在这种沉降状态下,北İmralı盆地发育了与释放段机制相关的负花构造。沿着这些断层的垂直位移测量表明,下沉以一种稳定的方式以大约恒定的速率持续着。在过去的50万年里增加了60厘米/卡。地震资料中观测到的4个隐伏三角洲均形成于海退期间,代表冰川期三角洲,不包括与海平面上升有关的2号三角洲。由于沉积速率的不平衡和可容纳空间的增加,在过去74 ka没有观测到三角洲。图形抽象
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引用次数: 0
CNN-LSTM-RF integration for predicting Mississippi River discharge dynamics CNN-LSTM-RF集成预测密西西比河流量动态
IF 2.1 4区 地球科学 Pub Date : 2025-10-11 DOI: 10.1007/s11600-025-01719-x
Fariborz Ahmadzadeh Kaleybar, Ahad Molavi

River flow is a crucial component in water resource management, environmental protection, and disaster mitigation. Also, the Mississippi River, one of the largest and most significant rivers in North America, plays an essential role in shaping the region’s infrastructure and economy. Moreover, reliable flow forecasting is essential for several key purposes, including flood prevention, optimal water resource allocation, and ecosystem preservation, all of which are critical to promoting sustainable development and enhancing disaster resilience in the region. This study aims to predict the discharge of the Mississippi River at the Memphis station for the period from 1990 to 2024 by employing hybrid models that integrate short-term long-term memory (LSTM) with random forest (RF) and neural network (CNN), considering lag intervals of 3–15 days. Various evaluation criteria were utilized to assess the accuracy of these models. The performance evaluation revealed that a three-day lag interval produced the most accurate results, with the CNN-LSTM model achieving the best performance, with NRMSE = 0.0165, at the Memphis station. Additionally, the RF-LSTM and CNN-RF-LSTM models demonstrated high accuracy in predicting daily discharge, with NRMSE = 0.0179, 0.0177, respectively. These findings have significant implications for water resource managers, providing enhanced efficiency in reducing labor costs and saving time in forecasting.

河流流量是水资源管理、环境保护和减灾的重要组成部分。此外,密西西比河是北美最大、最重要的河流之一,在塑造该地区的基础设施和经济方面发挥着至关重要的作用。此外,可靠的流量预测对于防洪、优化水资源配置和生态系统保护等几个关键目的至关重要,这些都对促进该地区的可持续发展和增强抗灾能力至关重要。本研究的目的是利用短期长期记忆(LSTM)与随机森林(RF)和神经网络(CNN)相结合的混合模型,考虑3-15天的滞后时间,预测1990 - 2024年孟菲斯站的密西西比河流量。使用各种评价标准来评估这些模型的准确性。性能评估结果显示,3天的滞后间隔产生的结果最准确,其中CNN-LSTM模型在孟菲斯站的性能最佳,NRMSE = 0.0165。RF-LSTM和CNN-RF-LSTM模型对日流量的预测精度较高,NRMSE分别为0.0179和0.0177。这些发现对水资源管理者具有重要意义,可以提高效率,降低劳动力成本,节省预测时间。
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引用次数: 0
Microbiological improvement of soils with Box–Behnken experimental design Box-Behnken试验设计改良土壤微生物
IF 2.1 4区 地球科学 Pub Date : 2025-10-10 DOI: 10.1007/s11600-025-01704-4
Zehra Ertosun Karabulut, Sabriye Banu Ikizler, Abdülhakim Zeybek

Soil improvement methods aim to enhance geotechnical properties such as strength, durability, and resistance to environmental loads. Among recent advances, microbially induced calcium carbonate precipitation (MICP) has emerged as a sustainable alternative to conventional chemical stabilizers. This study presents a novel application of Box–Behnken experimental design (BBD) for optimizing MICP parameters in sandy soils, focusing on the interaction between sand type, treatment solution molarity, and curing time. A total of 17 experimental runs were conducted under a structured response surface methodology to identify optimal conditions for maximizing unconfined compressive strength (UCS). The highest UCS value, 1297 kPa, was achieved using fine-grained sand treated with a 1.5 mol solution over 5 days. The key innovation of this research lies in the integration of statistical design techniques with microbial geotechnology, enabling efficient modeling of nonlinear interactions and minimizing experimental effort. Beyond laboratory findings, the results offer practical guidance for field-scale implementations by identifying critical parameter ranges that ensure microbial viability and performance stability. This integrated approach provides both methodological novelty and applied relevance, contributing to the advancement of bio-based soil improvement strategies in geotechnical engineering.

土壤改良方法旨在提高土工性能,如强度、耐久性和对环境负荷的抵抗力。在最近的进展中,微生物诱导碳酸钙沉淀(MICP)已成为传统化学稳定剂的可持续替代品。本文介绍了Box-Behnken实验设计(BBD)在砂质土壤中优化MICP参数的新应用,重点研究了砂类型、处理溶液的摩尔浓度和养护时间之间的相互作用。为了确定最大化无侧限抗压强度(UCS)的最佳条件,在结构化响应面方法下共进行了17次试验。使用1.5 mol溶液处理5天的细粒砂,获得了最高的UCS值1297 kPa。本研究的关键创新在于将统计设计技术与微生物地质技术相结合,使非线性相互作用的有效建模和最小化实验努力成为可能。除了实验室发现之外,研究结果还通过确定确保微生物活力和性能稳定性的关键参数范围,为现场规模的实施提供了实用指导。这种综合方法提供了方法上的新颖性和应用相关性,促进了岩土工程中生物基土壤改良策略的发展。
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引用次数: 0
The deformation in the North Island, New Zealand, based on geodetic data from 2014 to 2024 基于2014 - 2024年大地测量数据的新西兰北岛形变
IF 2.1 4区 地球科学 Pub Date : 2025-10-10 DOI: 10.1007/s11600-025-01697-0
Ayça Çırmık

This study examines seismicity and deformation in New Zealand's North Island using data from 2014 to 2024. The North Island, shaped by the Hikurangi Subduction Zone (HSZ), the Taupo Volcanic Zone (TVZ), and the North Island Dextral Fault Belt (NIDFB), exhibits complex tectonic activity. Therefore, in this study, Global Navigation Satellite System (GNSS) data were processed to analyze the horizontal and vertical movements of the North Island relative to the Pacific and Australian plates. Additionally, earthquakes were examined based on their magnitudes, epicenters, and hypocenters. The analysis of M ≥ 4 earthquake distribution highlights a seismic quiescence in the northwestern part of the island, particularly around Auckland and the Northland Volcanic Field. According to hypocenter depths, earthquakes at 20–60 km and 60–300 km form two NE-SW trending seismic zones, suggesting distinct structural domains with a potential transition zone in the west. GNSS velocities relative to the Pacific-fixed frame are found to be consistent with the subduction rate of the HSZ, while velocities relative to the Australian-fixed frame reveal higher horizontal velocities in the north, which align with a greater subduction rate and rollback effect. In contrast, the western part of the island rotates significantly slower than the eastern part. Consequently, this study presents and evaluates deformation trends, potential transition and quiescent zones, and the recent movement of the North Island in conjunction with previous studies.

本研究使用2014年至2024年的数据研究了新西兰北岛的地震活动性和变形。北岛由Hikurangi俯冲带(HSZ)、Taupo火山带(TVZ)和北岛右断裂带(NIDFB)组成,具有复杂的构造活动。因此,本研究利用全球导航卫星系统(Global Navigation Satellite System, GNSS)数据分析北岛相对于太平洋和澳大利亚板块的水平和垂直运动。此外,地震是根据震级、震中和震源来检测的。对M≥4级地震分布的分析表明,在岛的西北部,特别是在奥克兰和北国火山场附近,地震处于静止状态。从震源深度上看,20 ~ 60 km和60 ~ 300 km的地震形成了两个NE-SW走向的地震带,构造域明显,西部可能存在过渡带。相对于太平洋固定架的GNSS速度与HSZ的俯冲速率一致,而相对于澳大利亚固定架的GNSS速度在北部显示出更高的水平速度,这与更大的俯冲速率和回滚效应一致。相反,该岛西部的旋转速度明显慢于东部。因此,本研究结合以往的研究,提出并评价了北岛的变形趋势、潜在的过渡带和静止带以及最近的运动。
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引用次数: 0
Influence of submergence ratio on scour morphology around spur dike: experimental and numerical analysis 浸没比对直堤冲刷形态的影响:试验与数值分析
IF 2.1 4区 地球科学 Pub Date : 2025-10-10 DOI: 10.1007/s11600-025-01716-0
Sai Guguloth, Abhimanyu Roy Chaudhuri, Niloufar Shafighi, Sumit Kumar

Equilibrium scour depth and morphological evolution around submerged spur dikes were investigated through a combination of laboratory experiments and numerical modeling. A series of flume experimental runs under clear-water conditions examined the influence of spur dike geometry, submergence ratio, and flow hydraulics on maximum scour depth. A new empirical equation was developed using nonlinear regression analysis, incorporating data from both the present work and Elawady et al. (Proc Hydraul Eng 45:373–378, 2001), showing improved predictive performance over existing models, including Fang et al. (Int J Sediment Res 21(2):89–100, 2006). Numerical simulations using FLOW-3D Hydro captured the flow–sediment interactions and accurately reproduced scour patterns and temporal scour development for varying submergence conditions. The accuracy was observed under all three submergence ratio conditions (SR = 0, 0.5,0.75) with statistical metrics. The findings offer valuable insights into scour mechanisms and provide a reliable framework for estimating the scour around submerged spur dikes, supporting safer and more effective hydraulic structure design. Special attention was given to instrumentation precision, and potential measurement uncertainties were considered in evaluating the reliability of both experimental and numerical outcomes.

采用室内试验和数值模拟相结合的方法,研究了淹没直堤的平衡冲刷深度和形态演化。在清水条件下进行了一系列水槽试验,考察了直堤几何形状、淹没比和水流水力学对最大冲刷深度的影响。利用非线性回归分析,结合本研究和Elawady等人(Proc hydroaul Eng 45:373 - 378,2001)的数据,建立了一个新的经验方程,显示了比现有模型(包括Fang等人)更好的预测性能。(Int J Sediment Res 21(2):89 - 100,2006)。利用FLOW-3D Hydro进行的数值模拟捕获了水流与泥沙的相互作用,并准确地再现了不同淹没条件下冲刷模式和时间冲刷发展。用统计指标观察了三种淹没比条件下(SR = 0,0.5,0.75)的准确性。研究结果为研究冲蚀机理提供了有价值的见解,并为估计淹没直堤冲刷提供了可靠的框架,为更安全、更有效的水工结构设计提供了支持。特别注意仪器的精度,在评估实验和数值结果的可靠性时考虑了潜在的测量不确定性。
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引用次数: 0
Joint inversion of apparent resistivity and frequency domain induced polarization data due to anomalous body ahead of the tunnel face 巷道前方异常体视电阻率与频域诱发极化资料联合反演
IF 2.1 4区 地球科学 Pub Date : 2025-10-10 DOI: 10.1007/s11600-025-01696-1
Un-Gyong Pak, Il-Gyong Ri, Gwang-Chol Jon, Sung-Jin Han, Song-Hyok Ri

It is one of the important problems to predict the geologic bodies ahead of the tunnel face not only for mining in the coal mines and the mines but also for the geotechnical tunnel construction related to infrastructure construction. Frequency domain induced polarization (IP) method is one of the widely applied geophysical methods in detecting anomalous bodies ahead of the tunnel face. We present a method of joint inversion of apparent resistivity and frequency domain IP data to increase the reliability of tunnel prospecting by frequency domain IP method. We determine the numbers of terms of the infinite series in formulas of forward modeling to use for joint inversion and introduce two methods to estimate the existence of the geologic body ahead of the tunnel face. Joint inversion is based on the logarithmic barrier method. Also, we demonstrate the reliability of the method and the effects of the number of current electrodes and the ratio between the length of the survey line and the distance from the tunnel face to the anomalous body on the accuracy of the method. Tests of synthetic and field data show that the method we propose has high reliability.

无论是煤矿、矿山开采,还是与基础设施建设相关的岩土隧道施工,巷道前方地质体预测都是重要问题之一。频域激振法是巷道前方异常体探测中应用最广泛的物探方法之一。为了提高隧道频域激电法找矿的可靠性,提出了视电阻率与频域激电资料联合反演的方法。确定了正演模拟公式中用于联合反演的无穷级数项数,并介绍了两种估算巷道前方地质体是否存在的方法。联合反演基于对数屏障法。此外,我们还证明了该方法的可靠性,以及电流电极数和测量线长度与隧道工作面到异常体的距离之比对方法精度的影响。综合数据和现场数据试验表明,该方法具有较高的可靠性。
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引用次数: 0
Study on the resistivity anisotropy of the lithosphere in the Solonker suture zone and its adjacent areas 索隆克缝合带及其邻区岩石圈电阻率各向异性研究
IF 2.1 4区 地球科学 Pub Date : 2025-10-10 DOI: 10.1007/s11600-025-01693-4
Tianhao Lu

The Solonker suture zone (SSZ) and its surrounding areas have undergone multiple tectonic activities, including the closure of the Paleo-Asian Ocean during the Paleozoic, the closure of the Mongol–Okhotsk Ocean during the Mesozoic and the subduction of the Pacific Plate during the Mesozoic and Cenozoic. These activities have resulted in a complex deep structure in the region. Previous studies have preliminarily indicated the presence of electrical anisotropy in the lithospheric structure of the Solonker Suture Zone and its adjacent areas. To further investigate the electrical anisotropy in this region, we utilized broadband and long-period measurement data collected from the L1 profile from 2010 to 2012 and the L2 profile from 2017 to 2018. Through dimensionality and induction vector analysis of the data, the results indicate that the underground structure in this area exhibits 2D characteristics and electrical anisotropy. Subsequently, we employed the mare2dem code developed by Kerry Key to jointly invert the MT data, obtaining 2D isotropic and anisotropic resistivity models, which further confirmed the electrical anisotropy in the region. Based on the analysis of the resistivity models, it is inferred that the anisotropic origin of the Solonker Suture Zone is related to graphite and sulfide minerals present in the fold hinges, with the graphite layers possibly originating from black shales caused by the subduction of the Paleo-Asian Ocean. The analysis of the anisotropic resistivity models for the two profiles indicates that the Paleo-Asian Ocean experienced bidirectional subduction and multi-stage closure, with the closure direction being from west to east.

Solonker缝合带及其周边地区经历了古生代古亚洲洋的闭合、中生代蒙古-鄂霍次克洋的闭合以及中新生代太平洋板块的俯冲等多次构造活动。这些活动形成了该地区复杂的深部构造。前人研究初步表明,索隆克缝合带及其邻区岩石圈结构存在电性各向异性。为了进一步研究该地区的电性各向异性,我们利用了2010年至2012年L1剖面和2017年至2018年L2剖面的宽带和长周期测量数据。通过数据的维数分析和感应矢量分析,表明该区地下构造具有二维特征和电性各向异性。随后,我们利用Kerry Key开发的mare2dem代码对大地电磁法数据进行联合反演,得到二维各向同性和各向异性电阻率模型,进一步确认了该区域电性各向异性。根据电阻率模型分析,推断索隆克缝合带的各向异性成因与褶皱铰链中存在的石墨和硫化物矿物有关,石墨层可能起源于古亚洲洋俯冲作用形成的黑色页岩。两个剖面的各向异性电阻率模型分析表明,古亚洲洋经历了双向俯冲和多期封闭,封闭方向为自西向东。
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引用次数: 0
Multisynchrosqueezing optimized S-transform and its application in gas reservoir identification 多同步压缩优化s变换及其在气藏识别中的应用
IF 2.1 4区 地球科学 Pub Date : 2025-10-07 DOI: 10.1007/s11600-025-01707-1
Mahmoud Shirazi, Amin Roshandel Kahoo, Mohammad Radad, Gang Yu, Saeed Hafezy

Seismic signals exhibit characteristics that are neither harmonic nor transient, making it essential to have both time and frequency resolution at the same time in their time–frequency representation. Developing a tool with high-resolution time–frequency representation and reversibility is crucial. Although synchrosqueezing methods improve frequency resolution, they do not enhance time resolution. In this paper, we introduce a novel approach known as the multisynchrosqueezing optimized S-transform (MSS-OST), which utilizes an optimized S-transform to enhance time resolution before improving frequency resolution. By combining this approach with the multisynchrosqueezing transform, which enhances frequency resolution by redistributing time–frequency coefficients along the frequency axis, the proposed method is positioned to generate a time–frequency representation characterized by superior time and frequency resolutions. To validate the effectiveness of our proposed method, we present results obtained from synthetic and real field data. Furthermore, we evaluate the performance of the proposed method through comparative analyses with conventional and state-of-the-art approaches, including short-time Fourier transform (STFT), S-transform (ST), optimized S-transform (OST), multisynchrosqueezing transform (MSST), multisynchrosqueezing S-transform (MSS-ST), time-reassigned multisynchrosqueezing S-transform (TMSS-ST), and multisynchrosqueezing generalized S-transform (MSS-GST). The results indicate that our method produces a sparser time–frequency representation compared to the aforementioned techniques. Moreover, the innovative sparse representation excels in precisely identifying the location of gas reservoirs through time–frequency AVO analysis, outperforming other utilized methods.

地震信号表现出既非谐波也非瞬态的特征,因此在时频表示中同时具有时间和频率分辨率至关重要。开发具有高分辨率时频表示和可逆性的工具至关重要。虽然同步压缩方法提高了频率分辨率,但却不能提高时间分辨率。在本文中,我们介绍了一种称为多同步压缩优化s变换(MSS-OST)的新方法,该方法利用优化s变换在提高频率分辨率之前提高时间分辨率。通过将该方法与多同步压缩变换(通过沿频率轴重新分配时频系数来提高频率分辨率)相结合,该方法定位于生成具有优越时间和频率分辨率的时频表示。为了验证所提出方法的有效性,我们给出了合成数据和实际现场数据的结果。此外,我们通过与传统方法和最新方法(包括短时傅里叶变换(STFT)、s变换(ST)、优化s变换(OST)、多同步压缩变换(MSST)、多同步压缩s变换(MSS-ST)、时间重新分配多同步压缩s变换(TMSS-ST)和多同步压缩广义s变换(MSS-GST))的比较分析来评估所提出方法的性能。结果表明,与上述技术相比,我们的方法产生了更稀疏的时频表示。此外,创新的稀疏表示在通过时频AVO分析精确识别气藏位置方面优于其他常用方法。
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引用次数: 0
A relation between the G-R b-value and spatial fractal dimensions and entropy G-R b值与空间分形维数和熵的关系
IF 2.1 4区 地球科学 Pub Date : 2025-10-07 DOI: 10.1007/s11600-025-01708-0
F. A. Nava

Measurements of the fractal dimensions and entropy of the spatial distribution of seismic sources are seen to correlate with measurements of the Gutenberg–Richter b-value, but, although this parameter is related to the fractal dimension of the rupture areas distribution and to the entropy of the magnitude distribution, there is no specific mechanism to relate it to epi- or hypocentral source distributions. A plausible relation between the b-value and the spatial source distributions is proposed and tested through Monte Carlo simulation on a cellular automaton model based on the premise that the probability of an earthquake occurring at a particular point in space is proportional to the stress at that point. Results showing the appropriate correlations are robust and not critically dependent on the values of the parameters of the model.

震源空间分布的分形维数和熵的测量被认为与古腾堡-里希特b值的测量相关,但是,尽管该参数与破裂区域分布的分形维数和震级分布的熵有关,但没有将其与外源或震源分布联系起来的具体机制。提出了b值与空间震源分布之间的似是而非的关系,并在元胞自动机模型上进行了蒙特卡罗模拟,该模型的前提是空间中某一点发生地震的概率与该点的应力成正比。结果显示适当的相关性是稳健的,而不是严格依赖于模型参数的值。
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引用次数: 0
3D seismic fault identification using two-branch network with a lightweight attention mechanism 基于轻量化关注机制的双分支网络三维地震断层识别
IF 2.1 4区 地球科学 Pub Date : 2025-10-03 DOI: 10.1007/s11600-025-01712-4
Binpeng Yan, Rui Pan, Jiaqi Zhao, Mutian Li

Precise fault boundary delineation is crucial for oil and gas exploration and development. Meanwhile, artificial intelligence algorithms have achieved remarkable results in fault detection tasks. In particular, the application of attention mechanisms in deep learning has significantly improved feature extraction in seismic interpretation. However, relying on a single type of attention module may cause the network to concentrate too narrowly on certain training features, which can lead to overfitting and hinder generalization. Although integrating multiple models can improve overall performance and robustness, it incurs a relatively high computational cost. In response to the above problems, we propose a novel two-branch network architecture that adds a separate encoding and decoding path and introduces a new lightweight attention mechanism on the basis of the existing U-Net structure. Two separate encoding and decoding branches can be flexibly learned to obtain different fault characteristics during training, thereby reducing implicit prediction errors and improving the generalization ability and stability of the model. This study used the FaultSeg3D synthetic dataset for training, with input features being three-dimensional seismic amplitude volumes and output being corresponding fault probability annotations. Validation was then performed on two publicly available field seismic datasets: the Netherlands offshore F3 block and the Kerry-3D dataset. The experimental results show that this mechanism enhances the representation of fault continuity. The two-branch network architecture focuses on a variety of typical fault characteristics. In particular, in the initial training iterations, it accelerates the convergence of multiple evaluation metrics compared to each branch used independently. After applying the complementary advantages of the two network branches, the combined network more effectively identifies key faults in real seismic data and enhances the representation of detailed fault features.

精确的断层边界圈定是油气勘探开发的关键。同时,人工智能算法在故障检测任务中取得了显著的效果。特别是,注意机制在深度学习中的应用显著改善了地震解释中的特征提取。然而,依赖单一类型的注意力模块可能会导致网络过于狭隘地集中在某些训练特征上,从而导致过拟合,阻碍泛化。虽然集成多个模型可以提高整体性能和鲁棒性,但它会产生相对较高的计算成本。针对上述问题,我们提出了一种新的双分支网络架构,该架构在现有U-Net结构的基础上增加了独立的编码和解码路径,并引入了一种新的轻量级关注机制。在训练过程中,可以灵活学习两个独立的编码和解码分支,获得不同的故障特征,从而减少隐式预测误差,提高模型的泛化能力和稳定性。本研究使用FaultSeg3D合成数据集进行训练,输入特征为三维地震振幅体,输出特征为相应的故障概率注释。然后在两个公开的现场地震数据集上进行验证:荷兰海上F3区块和Kerry-3D数据集。实验结果表明,该机制增强了故障连续性的表征。双分支网络架构关注各种典型故障特征。特别是,在最初的训练迭代中,与独立使用的每个分支相比,它加速了多个评估度量的收敛。利用两个网络分支的互补优势,组合后的网络能够更有效地识别真实地震数据中的关键断层,增强断层细节特征的表达。
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引用次数: 0
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