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The influence of terrestrial plants on the enrichment of critical metals in coal 陆生植物对煤中关键金属富集的影响
IF 12.1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2026-02-09 DOI: 10.1016/j.earscirev.2026.105416
Lei Zhao, Qiang Wei, David French, James C. Hower, Ian T. Graham, Gregory C. Smith
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引用次数: 0
Impact of organic-inorganic interactions on shale source-reservoir systems 有机-无机相互作用对页岩源储体系的影响
IF 12.1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2026-02-08 DOI: 10.1016/j.earscirev.2026.105422
Yue Huang, Zhenkai Huang, Xi Li, Guangyou Zhu, Zhiyuan Lu, Siyu Chen, Ruilin Wang, Wanyan Lan, Jiezhi Zhang
Organic-inorganic interactions are ubiquitous within organic-rich shale systems and exert a pivotal control on the formation and evolution of integrated shale source-reservoir systems. However, a comprehensive and in-depth understanding of the microscale physicochemical processes underpinning these interactions in shale source-reservoir systems remains lacking to date. This review provides a holistic elaboration of the evolutionary processes of shale source-reservoir systems and systematically synthesizes the diverse pathways of organic-inorganic interactions in organic-rich shales. At the macroscale, climatic conditions and provenance jointly constrain the mineral composition during sedimentation. At the microscale, minerals exhibit selective adsorption characteristics toward organic matter (OM) owing to differences in adsorption mechanisms, which directly modulates the abundance and type of OM in sediments. The physical protection afforded by mineral pores mitigates the oxidation of organic carbon and regulates the overall reactivity and burial efficiency of organic carbon. During the thermal evolution stage, minerals and transition metals significantly accelerate kerogen cracking by reducing reaction activation energy, providing proton donors, or facilitating free radical reactions. Notably, under high-temperature conditions, inorganic-derived hydrogen and oxygen drive extensive organic-inorganic interactions, which exert a profound impact on deep hydrocarbon generation potential, natural gas isotopic compositions, and the upper limit of secondary pore formation. The generation of organic acids fuels pore evolution in shale reservoirs; secondary pores formed via mineral dissolution alter the pore characteristics and heterogeneity of shales. Ions released during dissolution drive mineral transformation and authigenic mineral precipitation. Coupled with the involvement of exogenous hydrogen, the sustained acid generation from hydrocarbon pyrolysis in deep reservoirs perpetuates this pore-forming effect. During the mature to high-maturity stages, organic-inorganic interactions exert a prominent influence on pore formation and heterogeneity. Even at higher thermal maturity levels, these interactions persist due to the participation of inorganic hydrogen and oxygen, yet the depth threshold of organic-inorganic interactions remains undefined. The formation of integrated shale source-reservoir systems is a complex, dynamic evolutionary process involving the coupling of multiple components, stages, and mechanisms. Focusing on the regulatory mechanisms of organic-inorganic interactions in integrated shale source-reservoir systems, this review synthesizes key scientific issues including mineral - and transition metal compound-catalyzed hydrocarbon generation, hydrocarbon evolution involving multi-source hydrogen, and pore development under varying maturity conditions. It aims to provide theoretical support and scientific guidance for the exploration and
有机-无机相互作用在富有机质页岩体系中普遍存在,对页岩整体生储体系的形成和演化起着关键的控制作用。然而,迄今为止,对支撑页岩源储系统相互作用的微观物理化学过程的全面而深入的理解仍然缺乏。本文从整体上阐述了页岩源储体系演化过程,系统地综合了富有机质页岩中有机-无机相互作用的多种途径。在宏观尺度上,气候条件和物源共同制约了沉积过程中的矿物组成。在微观尺度上,由于吸附机制的差异,矿物对有机质表现出选择性吸附特征,这直接调节了沉积物中有机质的丰度和类型。矿物孔隙提供的物理保护减轻了有机碳的氧化,调节了有机碳的整体反应性和埋藏效率。在热演化阶段,矿物和过渡金属通过降低反应活化能、提供质子供体或促进自由基反应显著加速干酪根裂解。值得注意的是,在高温条件下,无机衍生氢和氧驱动广泛的有机-无机相互作用,对深层生烃潜力、天然气同位素组成和次生孔隙形成上限产生深远影响。有机酸的生成促进了页岩储层孔隙演化;矿物溶蚀作用形成的次生孔隙改变了页岩孔隙特征和非均质性。溶解过程中释放的离子驱动矿物转化和自生矿物沉淀。再加上外源氢的参与,深层储层中烃类热解产生的持续酸使这种成孔效应得以延续。在成熟至高成熟阶段,有机-无机相互作用对孔隙形成和非均质性影响显著。即使在较高的热成熟度水平,由于无机氢和氧的参与,这些相互作用仍然存在,但有机-无机相互作用的深度阈值仍然不确定。页岩源储一体化系统的形成是一个复杂的动态演化过程,涉及多个组分、阶段和机制的耦合。本文围绕页岩源储一体化体系中有机-无机相互作用的调控机制,综合了矿物和过渡金属化合物催化生烃、多源氢烃演化、不同成熟度条件下孔隙发育等关键科学问题。旨在为非常规油气资源的勘探开发提供理论支持和科学指导。
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引用次数: 0
Euler-pole clustering of GNSS velocities using unsupervised machine learning in the Southeastern Tibetan Plateau: Crustal block identification and the dominance of sinistral-slip faults 基于无监督机器学习的青藏高原东南部GNSS速度欧拉极聚类:地壳块体识别和左滑断层的主导地位
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2026-02-06 DOI: 10.1016/j.earscirev.2026.105420
X. Rui , D.S. Stamps
Previous studies have constrained fault slip rates and crustal block geometries of the Southeastern Tibetan Plateau (SETP) with contradictory results due to complex geodynamics and deformation patterns as well as subjective choices of crustal block boundaries. In this work, we address the issue of uncertain crustal block geometries by employing an unsupervised machine learning Euler pole clustering algorithm that automatically resolves regions that behave as rigid blocks (clusters) rotating on a sphere using GNSS velocity vectors. Optimal clustering results, determined by F-test and Euler-vector (angular velocity vector) overlap analyses, indicate 4 elongated crustal blocks exist in the SETP that are approximately parallel and delineated by a set of arcuate sinistral-slip faults. Our clustering results redefine the first-order kinematics of the SETP region with new crustal block definitions that elucidate the dominance of sinistral-slip faults.
由于复杂的地球动力学和变形模式以及对地壳块体边界的主观选择,以往的研究对青藏高原东南部的断层滑动率和地壳块体几何形状进行了约束,但结果相互矛盾。在这项工作中,我们通过采用无监督机器学习欧拉极点聚类算法来解决不确定地壳块几何形状的问题,该算法使用GNSS速度矢量自动解析在球体上旋转的刚性块(簇)区域。通过f检验和欧拉矢量(角速度矢量)重叠分析确定的最优聚类结果表明,SETP中存在4个细长的地壳块体,它们近似平行,由一组弧形的正弦滑动断层所描绘。我们的聚类结果用新的地壳块体定义重新定义了SETP区域的一阶运动学,阐明了左滑断层的主导地位。
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引用次数: 0
Moisture migration, ice lenses and frost heave characteristics of soils under one-dimensional freezing action: A critical literature review 一维冻结作用下土壤的水分迁移、冰透镜和冻胀特性:一个重要的文献综述
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2026-02-05 DOI: 10.1016/j.earscirev.2026.105418
Xiuling Ren , Fujun Niu , Degou Cai , Jing Luo , Qihao Yu , Minghao Liu , Guoan Yin , Zeyong Gao
Soil frost heave seriously threatens the stability of engineering structures and the normal operation of major infrastructures in cold regions. This paper aims to synthesize the development and state of the art in moisture migration, cryostructure, soil frost heave, as well as their underlying micro-mechanisms, impacting factors and simulation models. First, we provide a brief review on moisture migration, cryostructure and soil frost heave. Second, some microstructural experiments incorporate X-ray computed tomography (X-CT), scanning electron microscope (SEM), and nuclear magnetic resonance (NMR) were reviewed to elucidate the underlying micro-mechanisms. Third, impacting factors for soil frost heave covering soil intrinsic properties, testing and environmental conditions were summarized. Moreover, numerous frost heave models involving theoretical, numerical, and machine learning (ML) models were discussed. Then, we point out some limits and identify the direction of future efforts. Despite advances achieved through decades of researches, some issues remain in the research on the frost heave of the coarse-grained soils, and soils with admixtures. To solve these problems by performing one-dimensional (1D) freezing and microstructural experiments on these soils considering these factors, and establishing novel frost heave models. Overall, this review will provide significant references for further research on soil frost heave, and an important theoretical guidance for the prevention and control of the frost heave distresses of infrastructures.
寒区土壤冻胀严重威胁着工程结构的稳定和重大基础设施的正常运行。本文旨在综合水分迁移、冻土结构、土壤冻胀及其微观机制、影响因素和模拟模型的研究进展和现状。本文首先对水分迁移、冻土结构和土壤冻胀的研究进展进行了综述。其次,对x射线计算机断层扫描(X-CT)、扫描电镜(SEM)和核磁共振(NMR)等显微结构实验进行了综述,以阐明其微观机制。第三,总结了影响土冻胀的因素,包括土的特性、试验和环境条件。此外,还讨论了许多涉及理论、数值和机器学习(ML)模型的冻胀模型。然后,我们指出了一些限制,并确定了未来努力的方向。尽管经过几十年的研究取得了一定的进展,但粗粒土和掺合料土的冻胀研究仍存在一些问题。为了解决这些问题,在考虑这些因素的基础上对这些土进行了一维冻结和微观结构试验,并建立了新的冻胀模型。综上所述,本文将为进一步开展土壤冻胀研究提供重要参考,并为基础设施冻胀灾害的防治提供重要理论指导。
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引用次数: 0
A review on geochemical carbon dioxide removal potential of mafic and ultramafic rocks in India 印度基性和超基性岩石地球化学二氧化碳脱除电位研究进展
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2026-02-02 DOI: 10.1016/j.earscirev.2026.105419
Shreya Katre, K. Ravi, Archana M. Nair
Scalable geochemical Carbon Dioxide Removal (CDR) technologies are essential for limiting global warming to 1.5 °C. These technologies capture and permanently store atmospheric CO₂ as carbonates using alkaline substrates such as mafic and ultramafic rocks rich in calcium (Ca) and magnesium (Mg) minerals. This study is the first to comprehensively map and assess the significant geological resources of India for geochemical CDR. Ophiolitic sequences, mafic dyke swarms in cratons, and basaltic formations contain diverse Ca- and Mg-rich silicate minerals, providing substantial alkalinity sources for effective CO₂ sequestration through aqueous engineered carbon mineralisation and enhanced chemical weathering. Analysis of 500 data points across India revealed an average CDR potential of ∼424 gCO₂/kg through alkalinity production and ∼270 gCO₂/kg via carbonation. Ultramafic rocks, including dunite, harzburgite, and peridotite, demonstrated the highest average CDR potential (∼647 gCO₂/kg), while mafic rocks, such as gabbro and basalt, showed moderate potential (∼308 gCO₂/kg). A shrinking core model assessed how rock composition affects cumulative CDR potential over 0–70 years under ambient conditions. Dunite showed the highest sCDR potential (∼441 gCO₂/kg), followed by peridotite (∼298 gCO₂/kg), while plagioclase-rich rocks like gabbro exhibited much lower rates (<30 gCO₂/kg). These results underline the high CDR efficiency of ultramafic rocks and highlight olivine-rich rocks as promising candidates for rapid CO₂ mineralisation, achieving substantial sequestration on human timescales. In summary, this study highlights the vast potential of India's geological resources for CDR through geochemical pathways.
可扩展的地球化学二氧化碳去除(CDR)技术对于将全球变暖限制在1.5°C至关重要。这些技术利用碱性基质,如富含钙(Ca)和镁(Mg)矿物质的基性和超基性岩石,捕获并永久储存大气中的二氧化碳为碳酸盐。本研究首次对地球化学CDR在印度的重要地质资源进行了全面的绘制和评估。蛇绿岩层序、克拉通中的基性岩脉群和玄武岩地层中含有多种富含钙和镁的硅酸盐矿物,通过水工程碳矿化和增强的化学风化作用,为有效的CO 2封存提供了大量的碱度来源。对印度各地500个数据点的分析显示,通过碱化生产的平均CDR潜力为~ 424 gCO₂/kg,通过碳酸化生产的平均CDR潜力为~ 270 gCO₂/kg。超基性岩石,包括暗质岩、辉锌矿和橄榄岩,显示出最高的平均CDR电位(~ 647 gCO₂/kg),而基性岩石,如辉长岩和玄武岩,显示出中等电位(~ 308 gCO₂/kg)。收缩岩心模型评估了岩石成分如何影响环境条件下0-70年累积CDR潜力。Dunite显示出最高的sCDR电位(~ 441 gCO₂/kg),其次是橄榄岩(~ 298 gCO₂/kg),而斜长岩(如辉长岩)的sCDR电位要低得多(<30 gCO₂/kg)。这些结果强调了超镁质岩石的高CDR效率,并突出了富含橄榄石的岩石是快速CO 2矿化的有希望的候选者,在人类时间尺度上实现了大量的封存。总之,这项研究强调了印度地质资源通过地球化学途径进行CDR的巨大潜力。
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引用次数: 0
Estimating paleotemperature using stable isotopes of soil-formed phyllosilicates from paleosols: A review 古土壤层状硅酸盐稳定同位素估算古地温的研究进展
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2026-02-02 DOI: 10.1016/j.earscirev.2026.105417
Kate Andrzejewski , Julia A. McIntosh , Erik L. Gulbranson , Daniel Ibarra
Fossilized soils, or paleosols, contain soil-formed phyllosilicates whose stable isotopic compositions may be used to calculate paleotemperature and thus reconstruct ancient terrestrial environments. Though paleosols are common in the geologic record, the use of phyllosilicates as paleotemperature proxies is limited in the literature owing to difficulties with selecting optimal paleosols, isolation from non-clay minerals and organic materials, mixtures of phyllosilicates in natural samples, wide variations of chemical compositions for phyllosilicates, and limited to undefined equilibrium fractionation factors between phyllosilicates-water. Here, we address these challenges by examining and comparing methods used for sample selection, mineral isolation, pretreatments, mineral identification, conventional and developing methods for oxygen and hydrogen isotopic analyses, and determination of phyllosilicate-water equilibrium fractionation factors, concluding with recommendations for best approaches for paleotemperature estimation. Additionally, we discuss how to identify and avoid detrital phyllosilicates, the impacts of diagenesis, comparison of stable isotope and non-isotope paleosol paleotemperature proxies, and challenges and opportunities for broadly using paleosols as paleoclimate archives. With ongoing efforts to refine this multi-faceted paleotemperature approach, the stable isotope geochemistry of soil-formed phyllosilicates continues to be an invaluable proxy system, enhancing our understanding of terrestrial paleoenvironments and paleoclimate.
化石土壤或古土壤含有土壤形成的层状硅酸盐,其稳定的同位素组成可用于计算古温度,从而重建古代陆地环境。尽管古土壤在地质记录中很常见,但由于难以选择最佳古土壤、与非粘土矿物和有机物质的分离、天然样品中层状硅酸盐的混合物、层状硅酸盐化学成分的广泛变化以及层状硅酸盐-水之间未定义的平衡分馏因子,在文献中使用层状硅酸盐作为古温度代用物受到限制。在这里,我们通过检查和比较用于样品选择、矿物分离、预处理、矿物鉴定、传统和发展的氧和氢同位素分析方法,以及层状硅酸盐-水平衡分馏因子的测定来解决这些挑战,最后提出了古温度估计的最佳方法。此外,我们还讨论了如何识别和避免碎屑层状硅酸盐,成岩作用的影响,稳定同位素和非同位素古土壤古温度代用指标的比较,以及广泛使用古土壤作为古气候档案的挑战和机遇。随着这种多面古温度方法的不断完善,土壤层状硅酸盐的稳定同位素地球化学仍然是一个宝贵的代理系统,增强了我们对陆地古环境和古气候的理解。
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引用次数: 0
Understanding the resource potential of natural hydrogen on Earth: Scientific gaps, uncertainties and recommendations 了解地球上天然氢的资源潜力:科学差距、不确定性和建议
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2026-02-01 DOI: 10.1016/j.earscirev.2026.105413
Giuseppe Etiope , Geoffrey S. Ellis , Omid H. Ardakani , Christopher J. Boreham , Peter Klitzke , Antonio Martín-Monge , Humberto L.S. Reis , Alexis S. Templeton , Hyeong Soo Kim , Eric Gaucher , Olivier Sissmann
<div><div>A comprehensive scientific research roadmap is essential to bridge knowledge gaps and deepen the understanding of key geological, geochemical, and geophysical aspects of natural hydrogen (H<sub>2</sub>) as a potential new energy resource. This paper reviews major scientific uncertainties on natural H<sub>2</sub>, suggesting research priorities, as a guide for defining exploration strategies, techniques, and data interpretation. The uncertainties concern all phases of the natural H<sub>2</sub> cycle, from generation (source rocks) through migration (advection and diffusion) and accumulation (reservoir and cap rocks) to the application and interpretation of subsurface and surface geochemical and geophysical exploration techniques. Understanding H<sub>2</sub> sources and generation rates (the amount of H<sub>2</sub> generated by a given volume of rock over time) is crucial for determining whether a geological H<sub>2</sub> system operates as a short-term dynamic system with rapid H<sub>2</sub> production and release, or as a conventional gas system with long-term accumulations, analogous to petroleum reservoirs. Preliminary estimates for serpentinisation, radiolysis, and organic matter degradation suggest that H<sub>2</sub> generation is not inherently fast, especially for non-hydrothermal continental systems (crystalline basement of shields, ophiolites, peridotite massifs, sedimentary basins), and long-term accumulations, like those of fossil natural gas systems, represent the most likely scenario. The mechanisms of H<sub>2</sub> migration through geological formations require application of fundamental principles of fluid-flow physics, distinguishing advection and diffusion, as well as their forms (from gas-phase, bubble flows to aqueous solutions). Additional studies of H<sub>2</sub> accumulation and retention in subsurface reservoirs could improve understanding of mechanisms of H<sub>2</sub> migration by focusing on the rock fluid-bearing properties and the factors affecting H<sub>2</sub> preservation, such as the presence of cap rocks impermeable to H<sub>2</sub>, pressure conditions, residence times, and microbial or abiotic consumption. Advanced techniques, including reservoir modelling, flow simulations, 3D imaging (micro-CT) of H<sub>2</sub>-bearing rocks, and extraction and analysis of gas occluded in rocks, can provide insights into the stability and potential recoverability of H<sub>2</sub> accumulations. The interpretation of surface exploration techniques, including gas geochemistry, geophysics, and remote sensing, long employed in mineral and energy resource exploration, is now being adapted for natural H<sub>2</sub> studies, but challenges remain in the data interpretation. Distinguishing H<sub>2</sub> seepage due to geological degassing from H<sub>2</sub> produced near the surface by modern microbial processes or artificial sources, such as hammering or drilling for soil-gas sampling, drilling into aquifers, and corrosion
全面的科学研究路线图对于弥合知识空白和加深对天然氢(H2)作为潜在新能源的关键地质、地球化学和地球物理方面的理解至关重要。本文回顾了天然氢气的主要科学不确定性,提出了研究重点,以指导勘探策略、技术和数据解释。这些不确定性涉及自然H2循环的所有阶段,从生成(烃源岩)到迁移(平流和扩散)和聚集(储层和盖层),再到地下和地表地球化学和地球物理勘探技术的应用和解释。了解氢气的来源和生成速率(给定体积的岩石随时间产生的氢气量)对于确定地质氢气系统是作为一个具有快速氢气生成和释放的短期动态系统运行,还是作为一个类似于油藏的具有长期聚集的常规气体系统运行至关重要。对蛇纹石化、辐射分解和有机物降解的初步估计表明,H2的生成本身并不快,特别是对于非热液大陆系统(盾状基底、蛇绿岩、橄榄岩地块、沉积盆地),而像化石天然气系统那样的长期积累是最有可能的情况。氢气在地质构造中的运移机制需要应用流体流动物理学的基本原理,区分平流和扩散,以及它们的形式(从气相、气泡流到水溶液)。对地下储层中氢气聚集和滞留的进一步研究可以通过关注岩石的含流体性质和影响氢气保存的因素(如不渗透的盖层、压力条件、停留时间、微生物或非生物消耗)来提高对氢气运移机制的理解。包括储层建模、流动模拟、含氢岩石的三维成像(micro-CT)以及岩石中封闭气体的提取和分析在内的先进技术,可以深入了解H2聚集的稳定性和潜在可采性。地表勘探技术的解释,包括天然气地球化学、地球物理和遥感,长期用于矿产和能源勘探,现在正适用于天然氢气研究,但在数据解释方面仍然存在挑战。区分地表附近由现代微生物过程或人工来源(如锤击或钻孔进行土壤-气体取样、钻入含水层和钻孔腐蚀)产生的氢气的地质脱气导致的氢气渗漏是勘探的重要步骤。土壤中H2的简单检测,即使是在亚圆形洼地或“仙女圈”这样的形态结构中,也不能粗略地解释为H2从深层来源自然渗透的信号。建议采用全面的地球化学方法,包括与H2相关的气体的同位素分析,以区分各种可能的H2起源。对井中H2的观测应该进行询问,以排除可能的人工产物,如腐蚀和钻头变质。由于岩石特定物理性质的非唯一性,建议综合使用多种地球物理方法,包括地震、重力、磁力和电磁测量,以减轻对地下H2系统(源和储层岩石,包括流体和气体储存)结构的解释歧义。
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引用次数: 0
Automated characterization of microfracture systems in organic-rich shales and their influence on porosity using convolutional neural networks on FIB-SEM images: A review 基于FIB-SEM图像的卷积神经网络自动表征富有机质页岩微裂缝系统及其对孔隙度的影响:综述
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2026-01-31 DOI: 10.1016/j.earscirev.2026.105415
Bo Liu , Qamar Yasin , Eshimiakhe Daniel , Ghulam Mohyuddin Sohail , Mengdi Sun , David A. Wood
Characterization of microfracture systems and nanopore networks in organic-rich shales is critical for understanding fluid transport, hydrocarbon storage capacity, and the feasibility of carbon dioxide (CO₂) sequestration. However, the inherent heterogeneity, complex morphology, and nano-scale features of shale microstructures present significant challenges for conventional image segmentation techniques. This study reviews and evaluates the performance of state-of-the-art deep learning architectures for automated high-precision segmentation of microfractures and pore systems in FIB-SEM images of organic-rich shales. To enhance the generalizability of each model, a hybrid training dataset comprising 5,000 real and 5,000 synthetically generated GAN-based FIB-SEM images is evaluated. Quantitative analysis reveals that Kite-Net (KiU-Net) outperforms both Swin UNET Transformers (Swin-UNETR) and Attention U-Net, achieving an overall segmentation accuracy of 94%, precision of 94%, and recall of 93%. Notably, KiU-Net excels in accurately delineating microfractures and complex pore geometries within kerogen-rich matrices. Based on KiU-Net's superior validation performance compared to the two other deep learning models, we employed it to segment 3D FIB-SEM image stacks, enabling volumetric reconstruction and analysis of pore connectivity. Results revealed marked morphological distinctions between organic and inorganic pores, with over 94% of pores existing as isolated, non-percolating clusters, a finding consistent with prior geological investigations. Cross-validation considering various shales and coals further validates the model's effectiveness across a range of lithofacies. Our study presents a scalable deep learning framework for analyzing nanoscale shale microstructures from images.
富有机质页岩中微裂缝系统和纳米孔网络的表征对于理解流体输送、油气储存能力和二氧化碳封存可行性至关重要。然而,页岩微观结构固有的非均质性、复杂的形态和纳米尺度特征给传统的图像分割技术带来了重大挑战。本研究回顾并评估了最先进的深度学习架构在富有机质页岩FIB-SEM图像中对微裂缝和孔隙系统进行自动化高精度分割的性能。为了增强每个模型的可泛化性,我们对一个混合训练数据集进行了评估,该数据集包括5000张真实图像和5000张合成生成的基于gan的FIB-SEM图像。定量分析表明,Kite-Net (KiU-Net)优于Swin UNET Transformers (swan - unetr)和Attention U-Net,总体分割准确率为94%,精密度为94%,召回率为93%。值得注意的是,KiU-Net在准确描绘富干酪根基质中的微裂缝和复杂孔隙几何形状方面表现出色。与其他两种深度学习模型相比,基于KiU-Net的卓越验证性能,我们将其用于分割3D FIB-SEM图像堆栈,从而实现体积重建和孔隙连通性分析。结果表明,有机孔隙和无机孔隙存在明显的形态差异,超过94%的孔隙以孤立的、非渗透的簇状存在,这与先前的地质调查结果一致。考虑各种页岩和煤的交叉验证进一步验证了该模型在一系列岩相中的有效性。我们的研究提出了一个可扩展的深度学习框架,用于从图像中分析纳米级页岩微观结构。
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引用次数: 0
Is daily extreme rainfall increasing in the Mediterranean basin? A critical review of the evidence 地中海盆地的每日极端降雨是否在增加?对证据的批判性审查
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2026-01-30 DOI: 10.1016/j.earscirev.2026.105409
José Carlos Gonzalez-Hidalgo , Santiago Beguería
This article reviews published research on trends in extreme precipitation events across the Mediterranean basin between 1980 and 2025. A total of 175 peer-reviewed studies were compiled using standardized search criteria across major bibliographic databases. The review focuses on reporting the diversity of findings as presented by their authors, while it does not assess the quality of data, methods, or definitions used in individual studies. To avoid misinterpretation, and ensure traceability of our research, key statements regarding trends transcribed directly from each paper's abstract, main text, or conclusions are compiled. The results highlight substantial spatial and temporal heterogeneity in reported trends, with few statistically significant and regionally consistent patterns. While in some subregions (particularly parts of Italy, southern France, some areas of Spanish east-coastland and North-Western Africa coastland) localized increases in high-magnitude rainfall events have been found, many areas show either no trend or statistically insignificant changes. The evidence does not support a basin-wide intensification of extreme precipitation, and observed trends appear more strongly influenced by local geographic and synoptic factors, or linked to specific analysis time windows, than by a coherent signal of global climate forcing. These findings underscore the importance of continued observation, high-resolution analysis, and cautious interpretation of regional extremes in a climate change context. A more unified methodological framework is needed to improve comparability across studies and support effective risk management and adaptation strategies in this highly exposed region.
本文回顾了1980年至2025年间地中海盆地极端降水事件趋势的已发表研究。通过主要书目数据库的标准化检索标准,共编制了175项同行评议研究。本综述的重点是报告作者提出的研究结果的多样性,而不评估单个研究中使用的数据、方法或定义的质量。为了避免误解,并确保我们研究的可追溯性,我们将直接从每篇论文的摘要、正文或结论中摘录有关趋势的关键陈述。结果突出了报告趋势的显著时空异质性,很少有统计上显著和区域一致的模式。虽然在一些分区域(特别是意大利部分地区、法国南部、西班牙东海岸和西北非洲海岸的一些地区)发现局部高强度降雨事件有所增加,但许多地区要么没有趋势变化,要么在统计上没有显著变化。证据不支持整个流域的极端降水加剧,观测到的趋势似乎更强烈地受到当地地理和天气因素的影响,或与特定的分析时间窗有关,而不是受到全球气候强迫的连贯信号的影响。这些发现强调了在气候变化背景下持续观测、高分辨率分析和谨慎解释区域极端事件的重要性。需要一个更统一的方法框架来提高研究之间的可比性,并支持这一高度暴露区域的有效风险管理和适应战略。
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引用次数: 0
Comparison of joint networks in limestones interbedded in shales 页岩中互层灰岩节理网络比较
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2026-01-29 DOI: 10.1016/j.earscirev.2026.105414
Marta Magán , David J. Sanderson , David C.P. Peacock
Joint networks exhibit a range of geometrical and topological features described by many different parameters. Data were collected using unmanned aerial vehicle images of ten limestone beds in the Lower Liassic rocks of Somerset, SW England, which were analysed using a GIS and relational database. Parameters were measured from digitizing maps and images of joint networks, and investigated using a range of parameters and statistical methods without assigning joints to sets. Geometry is analysed using: rose diagrams and cumulative plots of orientation, trace length statistics, and measures of intensity and block size; with the poly-modal orientation data treated by non-parametric methods (Kuiper tests). Topology is analysed based on the numbers of nodes, branches and regions.
The results show that the networks have similar topology, but have significant variations in intensity, block size and orientation between beds. The within-bed and between-bed variability is evaluated using analysis of variance methods. This allows discussion of stratigraphical and spatial variation, and the evolution of joint networks in multi-bedded sequences. Although bed thickness accounts for some of this variability, long, early formed joints are argued to control much of the network geometry and topology. The methods developed here can be applied directly, or with minor modification, to networks of veins, faults and other structures.
联合网络表现出一系列由许多不同参数描述的几何和拓扑特征。研究人员利用无人机对英格兰西南部萨默塞特郡下第三纪岩层中的10个石灰岩层进行了图像采集,并利用GIS和相关数据库对其进行了分析。从关节网络的数字化地图和图像中测量参数,并使用一系列参数和统计方法进行调查,而不将关节分配给集合。几何分析使用:玫瑰图和方向累积图,跟踪长度统计,和测量强度和块大小;用非参数方法(Kuiper检验)处理多模态定向数据。根据节点、分支和区域的数量来分析拓扑结构。结果表明,各层间的网络具有相似的拓扑结构,但在强度、块体大小和方向上存在显著差异。采用方差分析方法对床内和床间变异性进行了评价。这允许讨论地层和空间变化,以及多层序中节理网络的演化。尽管地层厚度对这种变化有一定的影响,但人们认为,早期形成的长节理控制了大部分网络的几何形状和拓扑结构。这里开发的方法可以直接应用,或稍加修改,用于脉网,断层和其他结构。
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引用次数: 0
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Earth-Science Reviews
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