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Generative AI with prompt engineering in construction: Enhancing predictive slope stability modelling for safe, sustainable, climate-smart mining practices 生成式人工智能与施工中的快速工程:加强预测边坡稳定性建模,实现安全、可持续、气候智能型采矿实践
IF 8.9 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-09-22 DOI: 10.1016/j.gsf.2025.102163
Muhammad Kamran , Muhammad Faizan , Shuhong Wang , Danial Jahed Armaghani , Panagiotis G. Asteris , Biswajeet Pradhan
Generative AI (GenAI) and prompt engineering are rapidly advancing in industries such as construction and mining, leading to significant improvements in efficiency, accuracy, and decision-making processes. These technologies are transforming the construction sector by automating tasks and optimizing workflows, thereby enhancing productivity and risk management. This study explores the application of Google’s Gemini AI tool, a notable breakthrough in GenAI, specifically for predictive modeling of slope stability. The Gemini AI tool is utilized within the Python programming language to generate prompts that incorporate key factors influencing slope stability, with the Google Colab interface facilitating prompt generation and testing. Initially, these prompts are employed for data analysis and visualization, followed by their application in both unsupervised and supervised machine learning approaches. The performance evaluation metrics indicate that the integrated approaches, which combine GenAI and prompt engineering, predict slope stability with a high level of accuracy. The model achieved 99% accuracy, with precision, recall, and F1-scores ranging from 0.98 to 1.00 for both stable and unstable slope classes. This innovative methodology seeks to advance the implementation of GenAI in civil and mining engineering, offering more precise and efficient solutions for managing slope stability and supporting safe, sustainable, and climate-smart mining operations.
生成式人工智能(GenAI)和即时工程在建筑和采矿等行业迅速发展,大大提高了效率、准确性和决策过程。这些技术正在通过自动化任务和优化工作流程来改变建筑行业,从而提高生产力和风险管理。本研究探索了谷歌的Gemini AI工具的应用,该工具是GenAI的重大突破,专门用于边坡稳定性的预测建模。Gemini AI工具在Python编程语言中用于生成包含影响边坡稳定性的关键因素的提示,谷歌Colab接口促进提示生成和测试。最初,这些提示用于数据分析和可视化,然后将其应用于无监督和有监督的机器学习方法。性能评价指标表明,将GenAI和提示工程相结合的综合方法预测边坡稳定性具有较高的精度。该模型达到了99%的准确率,对于稳定和不稳定的斜坡类别,精度、召回率和f1得分范围为0.98到1.00。这种创新的方法旨在推进GenAI在土木和采矿工程中的实施,为管理边坡稳定性和支持安全、可持续和气候智能型采矿作业提供更精确、更有效的解决方案。
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引用次数: 0
Volcano-sedimentary response to a mantle plume decay: A case study from the Eastern Mediterranean margin 火山-沉积对地幔柱衰变的响应:地中海东部边缘的一个案例研究
IF 8.9 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-09-22 DOI: 10.1016/j.gsf.2025.102161
A. Segev , E. Sass , U. Schattner
The decay of a mantle plume is characterized by a decline in magmatic activity, localized volcanic pulses, and short-term topographic fluctuations. These processes are better preserved in marine settings than on land, offering a clearer record of surface dynamics. This study examines the decay of the Levant mantle plume during the Albian-Cenomanian by analyzing the effect of recurring volcanism and vertical motions on the volcano-sedimentary stratigraphy exposed in Mt. Carmel, located on the eastern Mediterranean continental margin, a gas giant province. Geological mapping and 40Ar/39Ar dating reveal four distinct volcanic pulses (V1–V4) between ∼99 Ma and 95.4 Ma, each associated with surface uplift followed by subsidence and sedimentation. These cycles suggest pressure accumulation and release, likely driven by residual plume-related magmatic activity rather than regional tectonics. Volcanism, vertical motions, and shallow marine areas created local basins with varying connections to the sea, resulting in diverse depositional environments characterized by lithologies such as chalk, limestone, dolomite, marl, and tuff. The volcanic structures influenced facies changes and contributed to the formation of dolomite in shallow, partially closed marine environments. A final pulse, V5 at 82 Ma, occurred after 13 Myr of quiescence, marking a shift in the regional tectonic setting. The lack of post-Maastrichtian volcanism and a 25 Myr long period of subsidence indicate plume termination. These findings demonstrate how a decaying plume loses its ability to influence surface dynamics. The Albian-Turonian reefs, situated atop a long-lasting crustal high structural block (swell) at the Arabian platform’s edge, serve as a significant example for analogous worldwide.
地幔柱衰变的特征是岩浆活动的减少、局部火山脉冲和短期地形波动。这些过程在海洋环境中比在陆地环境中保存得更好,提供了更清晰的地表动力学记录。本研究通过分析反复出现的火山活动和垂直运动对卡梅尔火山-沉积地层学的影响,考察了地中海-塞诺曼尼亚时期黎凡特地幔柱的衰变。卡梅尔火山位于地中海大陆东部边缘,是一个天然气巨省。地质填图和40Ar/39Ar测年显示了4个不同的火山脉冲(V1-V4),介于~ 99 Ma和95.4 Ma之间,每个脉冲都与地表隆起有关,然后是沉降和沉积。这些循环表明压力的积累和释放可能是由残余羽状柱相关的岩浆活动驱动的,而不是由区域构造驱动的。火山活动、垂直运动和浅海区域形成了与海洋有不同联系的局部盆地,形成了以白垩、石灰岩、白云岩、泥灰岩和凝灰岩等岩性为特征的多样化沉积环境。火山构造影响了相变化,促进了浅层部分封闭海洋环境白云岩的形成。最后一次脉冲是82 Ma的V5,发生在13 Myr的静止之后,标志着区域构造环境的转变。缺乏后马斯特里赫特火山活动和25迈的长期沉降表明羽流终止。这些发现证明了衰变的羽流是如何失去影响地表动力学的能力的。位于阿拉伯平台边缘的长期地壳高构造块(膨胀)顶部的阿尔比安-图尔onian珊瑚礁是世界范围内类似的一个重要例子。
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引用次数: 0
Dynamics of disordered mackinawite (FeSm) at low temperatures and its geochemical implications 低温下无序麦金石(FeSm)的动力学及其地球化学意义
IF 8.9 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-09-19 DOI: 10.1016/j.gsf.2025.102160
Hoon Young Jeong , Hyun Hwi Lee , Minji Park , Sookyung Kim , Kim Ford Hayes , So-Jeong Kim , Young-Soo Han
Disordered mackinawite (FeSm), an initial iron sulfide forming under ambient, anoxic conditions, plays a central role in sedimentary iron and sulfur cycling and may have contributed to early biochemical processes relevant to the origin of life. However, its structural variability complicates the assessments of its geochemical behavior and environmental impacts. Here, we demonstrate that FeSm undergoes anoxic corrosion at 25 °C, generating H2 even in the absence of traditional oxidants such as hydrogen sulfide (H2S) or elemental sulfur (S0). This abiotic H2 production provides a potential reductant for early Earth carbon fixation and may support modern oligotrophic ecosystems by influencing carbon cycling. The pH-dependent H2 production kinetics suggests that protons (H+) likely act as the primary oxidant in FeSm corrosion. The formation of Fe(III)-rich surface layers during this process passivates further corrosion and modulates surface reactivity—potentially facilitating the oxidation of H2S to S0 and intermediate species, thus driving FeSm transformation into greigite (Fe3S4) and pyrite (FeS2). Particle growth mechanisms vary with pH: Ostwald ripening dominates under acidic conditions, while oriented attachment is favored at neutral to alkaline pH. Instead, with prolonged aging, FeSm becomes stabilized through less-oriented attachment, producing polycrystalline particles. Both surface passivation and particle growth contribute to the resilience and dynamic behavior of FeSm under diverse geochemical conditions, reinforcing its role in sustaining iron and sulfur biogeochemical cycles. This study offers mechanistic insights into the structural evolution of FeSm, with implications for both early Earth environments and modern sedimentary systems.
无序硫化铁(FeSm)是一种在环境缺氧条件下形成的初始硫化铁,在沉积铁和硫循环中起着核心作用,可能对与生命起源相关的早期生化过程做出了贡献。然而,其结构变异性使其地球化学行为和环境影响的评估复杂化。在这里,我们证明了FeSm在25°C下经历缺氧腐蚀,即使在没有硫化氢(H2S)或单质硫(S0)等传统氧化剂的情况下也会产生H2。这种非生物制氢为早期地球碳固定提供了潜在的还原剂,并可能通过影响碳循环来支持现代少营养生态系统。ph依赖的H2生成动力学表明,质子(H+)可能是FeSm腐蚀中的主要氧化剂。在这一过程中,富Fe(III)表层的形成进一步钝化了腐蚀,并调节了表面反应性——可能促进H2S氧化为S0和中间物质,从而推动FeSm转化为灰长岩(Fe3S4)和黄铁矿(FeS2)。颗粒生长机制随pH值的变化而变化:酸性条件下奥斯特瓦尔德成熟占优势,而中性至碱性条件下有利于取向附着。相反,随着老化时间的延长,FeSm通过较少的取向附着而变得稳定,产生多晶颗粒。表面钝化和颗粒生长都有助于FeSm在不同地球化学条件下的弹性和动态行为,增强其在维持铁和硫生物地球化学循环中的作用。这项研究为FeSm的构造演化提供了机制上的见解,对早期地球环境和现代沉积体系都有启示。
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引用次数: 0
Two phases of high potassic-shoshonitic magmatism and coeval Sn polymetallic mineralization in the Bozhushan orefield, southwestern China 博竹山矿田两期高钾-粗玄岩岩浆活动与同时期锡多金属成矿作用
IF 8.9 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-09-18 DOI: 10.1016/j.gsf.2025.102157
Yanbin Liu , Guochen Dong , M. Santosh , Dapeng Li , Liangliang Zhang , Sen Wang
The Cretaceous granitoid magmatism in the Gejiu-Bozhushan-Laojunshan region records tectonic transitions from the Neotethys to the South China Block and is genetically linked to Sn-polymetallic mineralization. However, the tectonic settings of magmatism and metallogeny remain unclear, particularly in the Bozhushan orefield. Integrated whole-rock geochemistry, Sr-Nd-Pb isotopes, zircon U-Pb-Hf-O isotopes, monazite U-Th-Pb-Nd isotopes, apatite U-Pb-REE data from the Bozhushan pluton, and cassiterite U-Pb dating from three Sn-polymetallic deposits are presented to understand the crustal architecture and tectonic-magmatic-metallogeny. The pluton consists of six interdigitated units characterized by high potassic-shoshonitic and peraluminous compositions, which are further subdivided into two magmatic stages: (1) Rim-located granodiorites (Units 1‒3, 91‒90 Ma, Stage I): I-type, characterized by the presence of biotite + K-feldspar + plagioclase, and featuring high Sr/Y, (La/Yb)N, and LREE-enriched apatite. They likely originate from lithospheric mantle melting during eastward Neotethys subduction, which triggered crustal melting and is linked to peripheral Ag-Pb-Zn-W polymetallic mineralization (ca. 91‒89 Ma, defined as Phase I magmatic-metallogenic event). (2) Core-located high evolved monzogranites (Units 4‒6, 87‒86 Ma, Stage II): S-type, containing muscovite + K-feldspar + plagioclase ± tourmaline, with LREE-depleted apatite, higher SiO2 and Rb/Sr, derived from the low-pressure partial melting of Neoproterozoic biotite-rich metagreywackes in the shallow crust during ongoing Neotethys subduction-induced collision, associated with Sn-dominated mineralization (87‒80 Ma, defined as Phase II magmatic-metallogenic event). Geochemical and Isotopic trends suggest mantle-crust interaction during Stage I and crustal recycling during Stage II, both driven by the ongoing subduction of Neotethys. This dual-stage magmatism establishes a dynamic model in which tectonic processes control magma sources, isotopic signatures, and metal partitioning, providing key insights into granite-related Sn polymetallic mineralization in the Bozhushan orefield.
葛九-伯珠山-老君山地区白垩系花岗岩类岩浆活动记录了新特提斯期到华南地块的构造过渡,并与锡多金属成矿有遗传联系。然而,岩浆作用和成矿作用的构造背景仍不清楚,特别是在博珠山矿田。综合全岩地球化学、Sr-Nd-Pb同位素、锆石U-Pb- hf - o同位素、独居石U-Th-Pb-Nd同位素、磷灰石U-Pb- ree数据、锡石U-Pb测年等资料,对3个锡多金属矿床的地壳结构和构造-岩浆成矿作用进行了研究。岩体由6个互指单元组成,其特征为高钾玄玄岩和过铝质成分,并进一步划分为两个岩浆阶段:(1)边缘花岗闪长岩(1 - 3单元,91-90 Ma,第1阶段):I型,以黑云母+钾长石+斜长石为特征,具有高Sr/Y、(La/Yb)N和富lree磷灰石的特征。它们可能源于新特提斯东俯冲过程中岩石圈地幔熔融引发的地壳熔融,并与外围的Ag-Pb-Zn-W多金属成矿作用(约91 ~ 89 Ma,定义为ⅰ期岩浆成矿事件)有关。(2)位于岩心的高演化二长花岗岩(4 ~ 6单元,87 ~ 86 Ma, II期):s型,含白云母+钾长石+斜长石±电气石,含贫lree磷灰石,较高的SiO2和Rb/Sr,形成于新元古代在新特提斯期俯冲诱发碰撞过程中,浅部地壳中富含黑云母的偏长花岗岩低压部分熔融,与锡为主的成矿作用(87 ~ 80 Ma,定义为II期岩浆成矿事件)有关。地球化学和同位素趋势表明,第一阶段的幔壳相互作用和第二阶段的地壳再循环都是由新特提斯的持续俯冲所驱动的。这一双期岩浆活动建立了构造过程控制岩浆来源、同位素特征和金属分配的动力学模型,为研究博珠山矿田花岗岩相关锡多金属成矿提供了重要依据。
{"title":"Two phases of high potassic-shoshonitic magmatism and coeval Sn polymetallic mineralization in the Bozhushan orefield, southwestern China","authors":"Yanbin Liu ,&nbsp;Guochen Dong ,&nbsp;M. Santosh ,&nbsp;Dapeng Li ,&nbsp;Liangliang Zhang ,&nbsp;Sen Wang","doi":"10.1016/j.gsf.2025.102157","DOIUrl":"10.1016/j.gsf.2025.102157","url":null,"abstract":"<div><div>The Cretaceous granitoid magmatism in the Gejiu-Bozhushan-Laojunshan region records tectonic transitions from the Neotethys to the South China Block and is genetically linked to Sn-polymetallic mineralization. However, the tectonic settings of magmatism and metallogeny remain unclear, particularly in the Bozhushan orefield. Integrated whole-rock geochemistry, Sr-Nd-Pb isotopes, zircon U-Pb-Hf-O isotopes, monazite U-Th-Pb-Nd isotopes, apatite U-Pb-REE data from the Bozhushan pluton, and cassiterite U-Pb dating from three Sn-polymetallic deposits are presented to understand the crustal architecture and tectonic-magmatic-metallogeny. The pluton consists of six interdigitated units characterized by high potassic-shoshonitic and peraluminous compositions, which are further subdivided into two magmatic stages: (1) Rim-located granodiorites (Units 1‒3, 91‒90 Ma, Stage I): I-type, characterized by the presence of biotite + K-feldspar + plagioclase, and featuring high Sr/Y, (La/Yb)<sub>N</sub>, and LREE-enriched apatite. They likely originate from lithospheric mantle melting during eastward Neotethys subduction, which triggered crustal melting and is linked to peripheral Ag-Pb-Zn-W polymetallic mineralization (ca. 91‒89 Ma, defined as Phase I magmatic-metallogenic event). (2) Core-located high evolved monzogranites (Units 4‒6, 87‒86 Ma, Stage II): S-type, containing muscovite + K-feldspar + plagioclase ± tourmaline, with LREE-depleted apatite, higher SiO<sub>2</sub> and Rb/Sr, derived from the low-pressure partial melting of Neoproterozoic biotite-rich metagreywackes in the shallow crust during ongoing Neotethys subduction-induced collision, associated with Sn-dominated mineralization (87‒80 Ma, defined as Phase II magmatic-metallogenic event). Geochemical and Isotopic trends suggest mantle-crust interaction during Stage I and crustal recycling during Stage II, both driven by the ongoing subduction of Neotethys. This dual-stage magmatism establishes a dynamic model in which tectonic processes control magma sources, isotopic signatures, and metal partitioning, providing key insights into granite-related Sn polymetallic mineralization in the Bozhushan orefield.</div></div>","PeriodicalId":12711,"journal":{"name":"Geoscience frontiers","volume":"16 6","pages":"Article 102157"},"PeriodicalIF":8.9,"publicationDate":"2025-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145266543","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Beryllium isotopes in maar lake sediments respond to rapid climate change since the last deglaciation 马尔湖沉积物中的铍同位素对末次冰期以来快速气候变化的响应
IF 8.9 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-09-18 DOI: 10.1016/j.gsf.2025.102158
Ye Yang , Zhenping Cao , Zhaoyan Gu , Guoqiang Chu , Hai Xu , Kejun Dong , Cong-Qiang Liu , Sheng Xu
The timing, amplitude, and mechanisms of rapid climate changes since the last deglaciation remain elusive in East Asia. In this study, high–resolution beryllium isotope and major element records from the annually laminated sediments of maar lake Xiaolongwan—a small, hydrologically closed basin with homogeneous lithology in northeastern China—offer new insights into East Asian climate variability. Abrupt increases in Al/Mg, Ca/Mg, and Ti/Mg ratios indicate intensified aeolian dust input at the onset of the Bølling-Allerød interstadial and the Early–Mid Holocene, synchronous with enhanced East Asian summer monsoon precipitation. Combined with previous dust provenance analyses, we infer a seasonal pattern of dust transport from the Central Asian deserts by southwesterly winds in spring to early summer, prior to peak monsoon rainfall. The 10Be/9Be record exhibits sharp declines that correspond closely to the timing of Dansgaard-Oeschger and Bond events in the North Atlantic. Spectral analysis reveals ∼ 1700-yr periodicity in the 10Be/9Be record, consistent with millennial-scale variability observed in the North Atlantic. These findings highlight a persistent climate teleconnection between East Asia and the North Atlantic and demonstrate that coupled dust and hydroclimate signals in maar lake sediments can reliably track sub-orbital climate variability.
东亚地区自末次冰消期以来快速气候变化的时间、幅度和机制仍然难以捉摸。本研究利用中国东北小型水文封闭盆地小龙湾马尔湖年际层状沉积物的高分辨率铍同位素和主要元素记录,为研究东亚气候变率提供了新的视角。Al/Mg、Ca/Mg和Ti/Mg比值的突然增加表明,在b ølling- allero ød间冰期和全新世早中期,风沙输入增强,与东亚夏季风降水增强同步。结合以往的沙尘来源分析,我们推断了春季至初夏季风降雨高峰之前,中亚沙漠的西南风沙尘输送的季节性模式。10Be/9Be记录显示急剧下降,与北大西洋Dansgaard-Oeschger和Bond事件的时间密切相关。光谱分析显示10Be/9Be记录具有~ 1700年的周期性,与北大西洋观测到的千年尺度变化一致。这些发现突出了东亚和北大西洋之间持续的气候遥相关,并表明马尔湖沉积物中耦合的沙尘和水文气候信号可以可靠地跟踪亚轨道气候变率。
{"title":"Beryllium isotopes in maar lake sediments respond to rapid climate change since the last deglaciation","authors":"Ye Yang ,&nbsp;Zhenping Cao ,&nbsp;Zhaoyan Gu ,&nbsp;Guoqiang Chu ,&nbsp;Hai Xu ,&nbsp;Kejun Dong ,&nbsp;Cong-Qiang Liu ,&nbsp;Sheng Xu","doi":"10.1016/j.gsf.2025.102158","DOIUrl":"10.1016/j.gsf.2025.102158","url":null,"abstract":"<div><div>The timing, amplitude, and mechanisms of rapid climate changes since the last deglaciation remain elusive in East Asia. In this study, high–resolution beryllium isotope and major element records from the annually laminated sediments of maar lake Xiaolongwan—a small, hydrologically closed basin with homogeneous lithology in northeastern China—offer new insights into East Asian climate variability. Abrupt increases in Al/Mg, Ca/Mg, and Ti/Mg ratios indicate intensified aeolian dust input at the onset of the Bølling-Allerød interstadial and the Early–Mid Holocene, synchronous with enhanced East Asian summer monsoon precipitation. Combined with previous dust provenance analyses, we infer a seasonal pattern of dust transport from the Central Asian deserts by southwesterly winds in spring to early summer, prior to peak monsoon rainfall. The <sup>10</sup>Be/<sup>9</sup>Be record exhibits sharp declines that correspond closely to the timing of Dansgaard-Oeschger and Bond events in the North Atlantic. Spectral analysis reveals ∼ 1700-yr periodicity in the <sup>10</sup>Be/<sup>9</sup>Be record, consistent with millennial-scale variability observed in the North Atlantic. These findings highlight a persistent climate teleconnection between East Asia and the North Atlantic and demonstrate that coupled dust and hydroclimate signals in maar lake sediments can reliably track sub-orbital climate variability.</div></div>","PeriodicalId":12711,"journal":{"name":"Geoscience frontiers","volume":"16 6","pages":"Article 102158"},"PeriodicalIF":8.9,"publicationDate":"2025-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145154672","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The evolution of lithium resources and isotopic composition in salt lakes on the Qinghai-Tibet Plateau: A source–transport–sink perspective
IF 8.9 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-09-18 DOI: 10.1016/j.gsf.2025.102156
Hualing Song , Qishun Fan , Jianping Wang , Jiansen Li , Zhiyong Ling , Jinjun Han , Chuntao Zhao , Tianli Wang , Jiao Yu
The source–transport–sink dynamics of salt lakes are fundamentally tied to resource source and mineralization, which are crucial for sustainable resource development and environmental protection. By integrating published and experimental datasets on lithium (Li) concentrations, Li isotopes, and Li/TDS–Li/Na ratios, this study systematically investigates the characteristics, evolutionary patterns, and driving mechanisms of Li and its isotopes throughout source–transport–sink processes in salt lakes across the Qinghai–Tibet Plateau. The results demonstrate that: (1) Li in salt lakes primarily originates from geothermal fluids, with significant contributions from Li-rich rocks and paleosediments. (2) Li transport mechanisms can be classified into source- and process-control. In source-control systems, Li is largely derived from Li-rich endmembers; although secondary inputs and attenuation occur during transport, the persistently high dissolved Li load governed by the original source retains a diagnostically traceable isotopic composition. This system is marked by high dissolved Li fluxes (>300 μg/L), elevated Li × 103/TDS ratios (>0.7), and relatively depleted δ7Li values (1 ‰ to 6 ‰, occasionally as low as −4.8 ‰). In process-control systems, Li mainly comes from silicate weathering within catchments, resulting in lower riverine Li fluxes (20–80 μg/L) that are highly sensitive to environmental conditions, where source signals are frequently overprinted by secondary inputs and adsorption. These systems exhibit lower Li × 103/TDS ratios (0.05–0.22) and enriched δ7Li values ranging from 6 ‰ to 18 ‰. (3) The sink evolution of Li and its isotopes is controlled by clay adsorption and evaporite precipitation, closely correlating with developmental phases of salt lake. Clay adsorption causes Li depletion and isotopic fractionation, leading to elevated δ7Li signatures in the early evolutionary phase. In later phases, evaporate becomes the dominant control on brine Li isotope evolution due to evaporite formed aquicludes, reduced adsorption capacity of ancient clays, and suppression of adsorption under high salinity. (4) This study offers valuable references for understanding Cenozoic marine Li isotope evolution by establishing a source–transport–sink framework within a small sink basin. Tectonic uplift has enhanced continental weathering and physical erosion, increasing supplies of dissolved Li and fresh clay minerals in runoff, while climate change has reduced continental discharge and extended water–rock interaction time. These processes collectively enhance water–rock interactions through increased reactant supply and prolonged reaction duration, elevating riverine δ7Li fluxes into the ocean and influencing marine Li isotope evolution.
盐湖的源-运-汇动态与资源来源和矿化密切相关,对资源可持续开发和环境保护具有重要意义。结果表明:(1)盐湖中的锂主要来源于地热流体,富锂岩石和古沉积物对其贡献较大。(2)锂输运机制可分为源控制机制和过程控制机制。在源控制系统中,Li主要来源于富Li端元;虽然在运输过程中会发生二次输入和衰减,但由原始源控制的持续高溶解Li负荷保留了可诊断溯源的同位素组成。该体系具有较高的溶解Li通量(>300 μg/L),较高的Li × 103/TDS比值(>0.7), δ7Li值相对较低(1‰~ 6‰,有时低至- 4.8‰)。在过程控制系统中,Li主要来自集水区内的硅酸盐风化,导致下游河流Li通量(20-80 μg/L)对环境条件高度敏感,其源信号经常被二次输入和吸附叠加。这些体系具有较低的Li × 103/TDS比值(0.05 ~ 0.22)和富集的δ7Li值(6‰~ 18‰)。(3) Li及其同位素的汇演化受粘土吸附和蒸发岩沉淀控制,与盐湖发育阶段密切相关。粘土吸附导致Li耗损和同位素分馏,导致演化早期δ7Li特征升高。在后期,由于蒸发岩形成水包层,古粘土吸附能力降低,高盐度条件下的吸附受到抑制,蒸发成为卤水Li同位素演化的主要控制因素。(4)在小型汇盆内建立源-输-汇框架,为认识新生代海相锂同位素演化提供了有价值的参考。构造隆升增强了大陆风化和物理侵蚀,增加了径流中溶解Li和新鲜粘土矿物的供应,而气候变化减少了大陆排放,延长了水岩相互作用时间。这些过程通过增加反应物供应和延长反应时间共同增强了水岩相互作用,提高了河流流入海洋的δ7Li通量,并影响了海洋Li同位素演化。
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引用次数: 0
Monazite as an indicator for orogenic gold deposits: Constraints from detrital zircon Th/U ratio and isotope data in the Central Asian Orogenic Belt 独居石作为造山带金矿的指示物:来自中亚造山带碎屑锆石Th/U比值和同位素数据的约束
IF 8.9 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-09-17 DOI: 10.1016/j.gsf.2025.102155
Genshen Cao , Huayong Chen
Compared to typical orogenic gold deposits, the relationship between the host rocks and orogenic gold deposits in the Central Asian Orogenic Belt (CAOB) appears less pronounced. This study complies a dataset of 97,088 U-Pb and 12,757 Hf isotopic detrital zircon analyses, employing a combination of mapping and statistical analyses techniques, to investigate the connection. Results show that regions with a Th/U ratio below 0.7 and a mantle contribution calculated ranging from 50% to 75% are favorable zones for the localization of orogenic gold deposits. The findings indicate that the presence of monazite, along with a certain input of mantle material into the host rocks, is a favorable factor for the formation of orogenic gold deposits. Moreover, the host rocks of orogenic gold deposits predominantly form in convergent tectonic settings. This study not only reveals the relationship between orogenic gold deposits and host rocks, but also offers valuable exploration implications in CAOB.
与典型的造山带金矿床相比,中亚造山带的寄主岩与造山带金矿床的关系显得不那么明显。本文利用97088份U-Pb和12757份Hf同位素碎屑锆石分析数据,采用制图和统计分析相结合的方法,探讨了两者之间的联系。结果表明,Th/U比值小于0.7、地幔贡献在50% ~ 75%之间的区域是造山带金矿定位的有利区域。研究结果表明,单独居石的存在以及地幔物质的一定输入是造山带金矿形成的有利因素。造山带金矿床的寄主岩主要形成于汇聚构造环境。该研究不仅揭示了造山带金矿床与寄主岩的关系,而且对该区的找矿具有重要意义。
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引用次数: 0
A novel mixed-frequency deep learning forecasting model for natural resource prices: A case study of copper futures price 一种新的自然资源价格混合频率深度学习预测模型——以铜期货价格为例
IF 8.9 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-09-16 DOI: 10.1016/j.gsf.2025.102159
Pei Du , Mingyang Ji , Juntao Du , Jianzhou Wang
Accurate prediction of natural resource prices plays a significant role in national economic development. However, existing research often focuses solely on same-frequency forecasting, neglecting the rich information contained in high-frequency data. To bridge this gap and explore whether mixed-frequency prediction improves the forecasting performance, this study develops an innovative mixed-frequency deep learning forecasting model grounded in Pearson correlation coefficient analysis, long-short-term memory, particle swarm optimization, and mixed-frequency data sampling regression. Taking copper price as an example, this study first applies Pearson correlation analysis to select the most relevant influencing factors from mixed-frequency variables. These factors include policy uncertainty, macroeconomic conditions, energy costs, and other non-ferrous metal prices. Subsequently, the proposed mixed-frequency deep learning model is used for predicting copper price. Experiments include comparisons with the benchmark model, multi-step prediction, statistical hypothesis testing, in-depth evaluation of forecasting effectiveness, and robustness analysis. The final experimental results demonstrate that the proposed mixed-frequency deep learning model significantly outperforms the comparison models, effectively improving prediction accuracy. This study not only expands the scope of futures price prediction research, but also provides a new perspective for time series prediction work in other fields.
准确预测自然资源价格对国民经济发展具有重要意义。然而,现有的研究往往只关注同频预测,而忽略了高频数据中蕴含的丰富信息。为了弥合这一差距并探索混合频率预测是否能提高预测性能,本研究基于Pearson相关系数分析、长短期记忆、粒子群优化和混合频率数据采样回归,开发了一种创新的混合频率深度学习预测模型。本研究以铜价为例,首先运用Pearson相关分析,从混频变量中选取相关度最高的影响因素。这些因素包括政策不确定性、宏观经济状况、能源成本和其他有色金属价格。随后,将提出的混合频率深度学习模型用于铜价预测。实验包括与基准模型的比较、多步预测、统计假设检验、预测有效性的深度评价和稳健性分析。最后的实验结果表明,所提出的混合频率深度学习模型明显优于对比模型,有效地提高了预测精度。本研究不仅拓展了期货价格预测研究的范围,也为其他领域的时间序列预测工作提供了新的视角。
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引用次数: 0
Do continental lithospheric discontinuities exert control on tectonic plate motion directions? 大陆岩石圈不连续性是否对构造板块运动方向起控制作用?
IF 8.9 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-09-13 DOI: 10.1016/j.gsf.2025.102154
Yvette D. Kuiper
Plate motion directions, and the orientations of rift zones and oceanic spreading ridges, and of transform faults and fracture zones that are perpendicular to these ridges, are generally controlled by tectonic forces such as slab pull, mantle convection, and mantle plumes. Here, it is hypothesized that within the confines of these general orientations, the exact orientations of these structures, and therefore plate motion directions, are partially controlled by suitably oriented sets of steep continental lithospheric discontinuities (CLDs), which work in concert with these larger tectonic forces.
Previously, the observation has been made that oceanic fracture zones are contiguous with CLDs, such as suture zones and other lithospheric fault zones. Based on high-resolution bathymetry, geological and geophysical data, it is demonstrated here that continents have multiple sets of lineaments parallel to such CLDs, or contiguous with CLDs where they occur farther inland and do not reach the ocean. Published analog experiments suggest that the orientations of transform faults and fracture zones are controlled by these CLDs if the angle between the spreading direction and the CLDs is no more than ∼45°. Spreading ridge segments evolve in an orientation perpendicular to these transform faults and fracture zones, so that the spreading direction becomes parallel to the transform faults and fracture zones. The implication is that the exact plate motion directions are controlled by CLDs, if a set of CLDs is orientated at low angle with the spreading direction. When plate motion directions need to change due to tectonic forces, the new hypothesis predicts that the exact directions may be controlled by a different set of suitably orientated CLDs. During later stages of oceanic spreading, the larger tectonic forces such as slab pull, mantle convection, and mantle plumes become increasingly dominant and plate motion directions may no longer be controlled by the CLDs.
While the hypothesis needs further testing, it has potentially far-reaching implications. For example, Euler pole reconstructions are commonly based on small circle patterns formed by fracture zones and transform faults in the oceanic lithosphere. Oceanic crust older than ∼200 Ma is typically destroyed by subduction, and pre-Mesozoic Euler poles can therefore not be reconstructed based on that method. If the hypothesis presented above is correct, the orientations of CLDs and associated lineament sets may be used as proxies for orientations of past transform faults and fracture zones, at least during early oceanic spreading. The locations of past Euler poles may thus be better estimated based on these CLDs and lineaments, and pre-Mesozoic plate tectonic reconstructions may be much improved in deep geologic time.
板块运动方向、裂谷带和大洋扩张脊以及垂直于这些隆起的转换断层和断裂带的走向,一般受板块拉拔、地幔对流和地幔柱等构造力的控制。在这里,假设在这些一般方向的范围内,这些构造的确切方向,从而板块运动方向,部分地由适当定向的陡峭大陆岩石圈不连续层(CLDs)控制,它们与这些更大的构造力协同工作。在此之前,已经观察到海洋断裂带与cld相邻,如缝合带和其他岩石圈断裂带。基于高分辨率测深、地质和地球物理数据,这里证明了大陆有多组平行于这些叠合带,或与叠合带相邻的叠合带,这些叠合带位于更远的内陆,没有到达海洋。已发表的模拟实验表明,如果扩展方向与断层带之间的夹角不大于45°,则转换断层和断裂带的方向受这些断层带的控制。扩展脊段沿垂直于这些转换断层和断裂带的方向演化,使扩展方向与转换断层和断裂带平行。这意味着,如果一组cld与扩散方向成小角,则确切的板块运动方向由cld控制。当板块运动方向由于构造力而需要改变时,新的假设预测,精确的方向可能由一组不同的合适定向的cld控制。在海洋扩张的后期阶段,较大的构造力如板块拉拔、地幔对流和地幔柱逐渐占主导地位,板块运动方向可能不再受大陆板块的控制。虽然这一假设需要进一步检验,但它具有潜在的深远影响。例如,欧拉极重建通常是基于海洋岩石圈中破裂带和转换断层形成的小圆圈模式。超过~ 200 Ma的海洋地壳通常被俯冲破坏,因此前中生代欧拉极不能基于该方法重建。如果上述假设是正确的,那么至少在早期海洋扩张期间,cld和相关的线集的方向可以作为过去转换断层和断裂带的方向的代表。因此,根据这些叠合带和构造线可以更好地估计过去欧拉极的位置,并且可以在深部地质时期大大改善前中生代板块构造的重建。
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引用次数: 0
The H2 generation mechanisms of natural gas in the Sulige gas field, Ordos Basin, China 鄂尔多斯盆地苏里格气田天然气生氢机理
IF 8.9 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-09-12 DOI: 10.1016/j.gsf.2025.102153
Panpan Zhang , Zhijun Jin , Xiaomei Wang , Kun He , Zhenguang Shang , Jinhao Guo , Xuan Tang , Runchao Liu , Runze Cui , Qitu Hu
Due to its renewability, zero-emissions, and low production cost, natural hydrogen (H2) holds considerable potential as a carbon-free energy resource and represents a key focus for enabling energy transition and achieving carbon neutrality. The generation mechanisms and accumulation patterns of H2 need further investigation, particularly with regard to the sources of H2 in sedimentary basin. This knowledge gap hinders the exploration and development of H2 resources. The study reports the concentrations and isotopic compositions of H2 and hydrocarbons of natural gas in the Sulige gas field. The results suggest that the H2 content in natural gas can reach up to 22.98 %, with H2 isotope values (δ2H-H2) ranging from −809‰ to −700‰. Based on comprehensive analysis of carbon and hydrogen isotopes of hydrocarbons, geological conditions, and hydrogen isotope fractionation mechanisms of H2, this study reveals that the H2 in the Upper Paleozoic natural gas is likely derived primarily from organic matter pyrolysis in coal-bearing source rocks, while the H2 in the Lower Paleozoic natural gas is probably generated mainly through water radiolytic in basement granite and metamorphic rocks. The diffusion fractionation model demonstrates that significant isotopic fractionation occurs during the migration of deep-sourced H2 to sedimentary reservoirs, resulting in notably depleted δ2H-H2 values in the Lower Paleozoic natural gas. The H2 generation through organic matter pyrolysis primarily occurs during the late gas generation stage, with peak production concentrated in the Late Triassic to Early Cretaceous periods. Given the genetic correlation between H2 and hydrocarbons, the H2 may accumulate with natural gas in reservoirs. In contrast, H2 generation through water radiolysis in the study area exhibits multi-source characteristics and prolonged duration, demonstrating significant potential for independent accumulation. This study not only elucidates the generation mechanisms of H2 but also provides a significant geological case study for understanding the distribution characteristics and resource potential of H2 in sedimentary basins.
由于其可再生、零排放和低生产成本,天然氢(H2)作为一种无碳能源具有相当大的潜力,是实现能源转型和实现碳中和的关键焦点。H2的生成机制和富集模式有待进一步研究,特别是沉积盆地H2的来源问题。这种知识差距阻碍了H2资源的勘探和开发。研究报告了苏里格气田天然气中H2和碳氢化合物的浓度和同位素组成。结果表明,天然气中H2含量可达22.98%,H2同位素值(δ2H-H2)在−809‰~−700‰之间。综合分析烃类碳、氢同位素、地质条件和氢同位素分馏机理,认为上古生界天然气中的H2可能主要来源于含煤烃源岩中的有机质热解,而下古生界天然气中的H2可能主要来源于基底花岗岩和变质岩中的水辐射裂解。扩散分馏模型表明,深源H2向沉积储层运移过程中发生了明显的同位素分馏,导致下古生界天然气δ2H-H2值明显下降。有机质热解制氢主要发生在晚期生气阶段,高峰期集中在晚三叠世至早白垩世。考虑到H2与烃类的成因相关性,H2可能随天然气在储层中聚集。研究区水溶制氢具有多源、持续时间长的特点,具有较大的独立富集潜力。该研究不仅阐明了H2的生成机制,而且为了解沉积盆地H2的分布特征和资源潜力提供了重要的地质实例研究。
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Geoscience frontiers
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