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Evolution of petroleum systems and hydrocarbon migration in the Dahomey Basin: Insights from basin modeling, machine learning and geochemical analysis 达荷美盆地油气系统演化与油气运移:来自盆地建模、机器学习和地球化学分析的见解
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1016/j.sesci.2025.100273
G.O. Aigbadon , B. Overare , O.C. Akakuru , A.I. Obasi , A. Ocheli , E.O. Akudo , S.O. Onyekuru , E.O. Avwenagha , A.N. Odoma , J.B. Ahmed II , A.O. Usman , A. Ogbamikhumi , N.S. Igbinigie , G.E. Maju-Oyovwikowhe , A.U. Okoro , E.O. Akpunonu , S.D. Christopher , D.J. Koffa , M. Baba Aminu , J.O. Odia-Oseghale
An integrated geochemical, machine learning (ML) and 3-D basin modeling investigation was carried-out on the petroleum system evolution of the frontier Dahomey Basin, Nigeria, West Africa. The poor understanding of the basin's petroleum system and its complex tectono-stratigraphic evolution has hindered effective exploration of the hydrocarbons and the evaluation of the resources within the basin. This study aims to provide a detailed evaluation of the basin's hydrocarbon potential by integration geochemical techniques, ML algorithms, and 3-D basin modeling. A total of 237 source rock samples from 18 wells within a 450 km onshore-offshore transect across Cretaceous to Paleogene Formations were analyzed by using compound-specific isotope analysis (CSIA), quantitative biomarker methods, and ML based maturation modeling. The source rocks data revealed that the Maastrichtian-Paleocene Araromi Formation have a mean Total organic carbon (TOC) of 4.12 wt% and a hydrogen index (HI) of 245–675 mg HC/g, and the Paleocene Ewekoro Formation has a mean TOC of 2.31 wt% and HI of 45–634 mg HC/g as prime sources of petroleum in the basin. The CSIA values of (δ13C −25.2 to −28.1 %) and the biomarkers distribution suggest Type II marine organic matter deposited in an anoxic-suboxic conditions. Three hydrocarbon kitchens with the highest generation occurring in Oligocene-Miocene thermal peaks, which were preferentially migrating along the Paleocene unconformities and the Cretaceous fault networks. The diachronous thermal maturation modeling presents a peak oil window of 20-15 Ma eastern kitchens and 15-8 Ma western kitchens, respectively. The total oil volume of 2.1–4.7 billion barrels of oil equivalent (P50: 3.2 BBOE) with 60 % confidence intervals is concentrated in three large kitchen-fairway systems. The Eastern Kitchen (1.4 BBOE) is the most prospective due to source rock maturity (VRo 0.75–0.95 %) and effective migration in the networks of Paleocene faults. The contribution of Central and Western Kitchens is 1.1 and 0.7 BBOE, respectively. The ML algorithm has successfully predicted the quality of source rock with 89 % validation accuracy and mapping of resources basin-wide in spite of sparse well control which remains a persistent challenge of frontier exploration. The integration of ML, high-resolution geochemistry and 3-D modelling has overcome challenges of data scarcity constraints, define the petroleum prospectivity of the Dahomey Basin, and provides a conceptual framework to assess unexploited passive margins in other parts of the world.
对西非尼日利亚Dahomey盆地前缘油气系统演化进行了地球化学、机器学习和三维盆地建模综合研究。对盆地含油气系统及其复杂的构造地层演化认识不清,阻碍了盆地内油气资源的有效勘探和评价。该研究旨在通过综合地球化学技术、ML算法和三维盆地建模,对盆地的油气潜力进行详细评估。通过化合物特异性同位素分析(CSIA)、定量生物标志物方法和基于ML的成熟度建模,研究人员分析了从白垩纪到古近纪450公里陆地-海上样带内18口井的237个烃源岩样本。烃源岩资料显示,马斯垂赫特—古新统Araromi组平均总有机碳(TOC)为4.12 wt%,氢指数(HI)为245 ~ 675 mg HC/g;古新统Ewekoro组平均总有机碳(TOC)为2.31 wt%,氢指数(HI)为45 ~ 634 mg HC/g。CSIA值(δ13C−25.2 ~−28.1%)和生物标志物分布表明II型海相有机质沉积于缺氧-亚氧条件下。3个生成量最高的烃灶产于渐新世—中新世热峰,主要沿古新世不整合面和白垩系断裂网络运移。历时热成熟模拟分别呈现出20 ~ 15 Ma东厨房和15 ~ 8 Ma西厨房的峰值油窗。总油量为21 - 47亿桶油当量(P50: 32 BBOE),置信区间为60%,集中在三个大型厨房-航道系统中。由于烃源岩成熟度(VRo 0.75 ~ 0.95%)和古新世断裂网络的有效运移,东厨区(1.4 BBOE)最具勘探前景。中西区厨房的贡献分别为1.1和0.7 BBOE。ML算法以89%的验证精度成功预测了烃源岩质量,并在稀疏井控的情况下实现了全盆地范围的资源映射,这是前沿勘探的一个长期挑战。ML、高分辨率地球化学和3-D建模的整合克服了数据稀缺限制的挑战,定义了Dahomey盆地的石油远景,并为评估世界其他地区未开发的被动边缘提供了一个概念框架。
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引用次数: 0
Does amphibole-biotite transformation facilitate the formation of apatite in a magma mixing scenario? 在岩浆混合的情况下,角闪岩-黑云母转化是否促进了磷灰石的形成?
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 DOI: 10.1016/j.sesci.2025.100277
Bibhuti Gogoi, Tribujjal Prakash
The work focuses on the underlying mechanisms of apatite crystallization in a magma mixing scenario. The study is based primarily on the porphyritic andesite of the Ghansura Rhyolite Dome (GRD) and the diorites of the Borjuri Diorite Pluton (BDP). The GRD represents a fossilized subvolcanic magma chamber exposed in Ghansura village near Bathani, eastern India. Interaction between mafic and felsic magmas is distinctly evident in the GRD along with three categories of rock types (mafic, felsic, and hybrid). The BDP is a diorite pluton exposed within the Shillong Basin of the Mikir Massif, Northeast India. Inferences based on petrographical, mineralogical, and textural evidence highlight the physico-chemical conditions associated with magma mixing that led to apatite formation in the studied rocks. Magma mixing facilitates the increase in SiO2 content in the mafic domain. In addition to the rise of silica, diffusion of K2O takes place from the felsic to the mafic melt during magma mixing. The diffusion of K2O triggers the breakdown of Ca-rich phase to Ca-poor phase (amphibole to biotite), which increases the overall CaO activity in the mixed system. The increase in CaO activity coupled with the increase in SiO2 concentration due to magma mixing thus fulfills the necessary conditions for apatite saturation. A sequence of crystallization of minerals from clinopyroxene to apatite is established in accordance with calculated and predicted crystallization temperatures. Apatite crystallization in the mixed rocks of our study area is estimated to occur during amphibole-biotite transformation, and the temperature is likely to range approximately between 550 °C and 650 °C. Although the abundance of apatite in mafic magmatic enclaves and mixed rocks is widely discussed, the underlying processes governing its formation in a mixed system remain insufficiently discussed. This study for the first time sheds light on the mechanisms of apatite formation in hybrid rocks in a magma mixing environment.
研究了岩浆混合作用下磷灰石结晶的机制。研究对象主要是gansura流纹岩丘(GRD)的斑岩安山岩和Borjuri闪长岩岩体(BDP)的闪长岩。GRD代表了印度东部巴塔尼附近的Ghansura村暴露的次火山岩浆室化石。GRD中基性岩浆与长英质岩浆的相互作用十分明显,并形成了基性、长英质和混合型三种岩石类型。BDP是暴露在印度东北部Mikir地块西隆盆地内的闪长岩岩体。基于岩石学、矿物学和结构证据的推断强调了与岩浆混合相关的物理化学条件,这些条件导致了研究岩石中磷灰石的形成。岩浆混合作用促进了基性域SiO2含量的增加。在岩浆混合过程中,除了二氧化硅的上升外,K2O也从长硅质向基性熔体扩散。K2O的扩散触发富钙相向贫钙相(角闪洞向黑云母)的分解,提高了混合体系中CaO的整体活性。由于岩浆混合作用,CaO活性的增加和SiO2浓度的增加满足了磷灰石饱和的必要条件。根据结晶温度的计算和预测,建立了从斜辉石到磷灰石的结晶序列。研究区混合岩中的磷灰石结晶过程估计发生在角闪石-黑云母转化过程中,温度可能在550 ~ 650℃之间。尽管人们对镁质岩浆包裹体和混合岩中磷灰石的丰度进行了广泛的讨论,但对其在混合体系中形成的潜在过程的讨论还不够充分。该研究首次揭示了岩浆混合环境下杂岩中磷灰石的形成机制。
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引用次数: 0
Multistage Neoproterozoic granitic magmatism and formation of Yidong tin deposit in northern Guangxi, China 桂北多期新元古代花岗质岩浆作用与宜东锡矿床的形成
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-11-12 DOI: 10.1016/j.sesci.2025.100271
Weikang Liang , Jing Wu , Wenting Huang , Zehao Yang , Yukun Zhao , Feiyue Ren , Huaying Liang
A Neoproterozoic tin ore cluster, which is rare for South China, has been discovered in northern Guangxi. The Neoproterozoic granite pluton was formed through multistage magmatism. Previous work suggested that the tin mineralization in this region is genetically related to early-stage granitic activity, which is inconsistent with the classical understanding that tin mineralization is mainly linked to late-stage magmatic activity. The relationship between the formation and evolution of Neoproterozoic granite pluton and tin mineralization in northern Guangxi remains unclear. The Pingying granite pluton, associated with the large-scale Yidong tin deposit, is divided into coarse-grained, medium-grained, and medium-fine-grained granites from the center to the margin. Notably, an intrusive contact relationship exists between coarse-grained and medium-fine-grained granites, which provides an excellent window to reveal the relationship between Neoproterozoic pluton evolution and tin mineralization. Here, we present zircon and cassiterite U–Pb ages, whole-rock major- and trace-element compositions, and zircon Hf isotopic data for the pluton. Zircon U–Pb ages are 835.5 ± 3.0 Ma for the coarse-grained granite and 814.6 ± 7.9 Ma for the medium-fine-grained granite. Cassiterite yields a U–Pb age of 815.2 ± 8.2 Ma, consistent with that of the medium-fine-grained granite. The coarse-grained and medium-fined-grained granites have similar zircon εHf(t) values and TDM2 ages, ranging from −8.1 to −1.1 and 1.78 to 2.24 Ga, respectively. The Granites are plotted in the domains of melts derived from partial melting of metapelitic rocks on the Al2O3/TiO2 vs. CaO/Na2O, Rb/Sr vs. Rb/Ba, and C/MF vs. A/MF diagrams, suggesting the pluton formed by partial melting of Mesoproterozoic to Paleoproterozoic metapelite and underwent high fractional crystallization. Geochemical data indicate strong K-feldspar fractional crystallization from the early stage to late stage, resulting in a higher fractionation and magmatic evolution in late-stage granites compared to early-stage granite. These features demonstrate a genetic link between tin mineralization and late-stage magmatism. Tin deposits in northern Guangxi predominantly formed in association with late-stage magmatic activities during the Neoproterozoic. Exploration should target late-stage highly fractionated granites.
在广西北部发现了华南罕见的新元古代锡矿群。新元古代花岗岩体是由多期岩浆作用形成的。前人的研究表明,该区的锡矿化与早期花岗岩活动有关,这与传统的锡矿化主要与晚期岩浆活动有关的认识不一致。桂北地区新元古代花岗岩体的形成演化与锡矿化的关系尚不清楚。与宜东大型锡矿床伴生的平营花岗岩岩体,从中心到边缘可分为粗粒、中粒和中细粒花岗岩。值得注意的是,粗粒和中细粒花岗岩之间存在侵入接触关系,为揭示新元古代岩体演化与锡矿化关系提供了良好的窗口。本文给出了该岩体的锆石和锡石U-Pb年龄、全岩主量元素和微量元素组成以及锆石Hf同位素数据。粗粒花岗岩锆石U-Pb年龄为835.5±3.0 Ma,中细粒花岗岩为814.6±7.9 Ma。锡石的U-Pb年龄为815.2±8.2 Ma,与中细粒花岗岩一致。粗粒和中细粒花岗岩的锆石εHf(t)值和TDM2年龄相近,分别为−8.1 ~−1.1和1.78 ~ 2.24 Ga。在Al2O3/TiO2 vs. CaO/Na2O、Rb/Sr vs. Rb/Ba、C/MF vs. A/MF图上,花岗岩被标在变质长岩部分熔融形成的熔体域中,表明该岩体是中元古代至古元古代变质长岩部分熔融形成的,并经历了高分数结晶。地球化学数据表明,钾长石从早期到晚期具有强烈的分馏结晶作用,导致晚期花岗岩的分馏作用和岩浆演化高于早期花岗岩。这些特征表明了锡矿化与晚期岩浆活动之间的成因联系。广西北部锡矿床主要与新元古代晚期岩浆活动有关。勘探应以晚期高分选花岗岩为目标。
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引用次数: 0
Integrated approaches to map groundwater potential zones using AHP, GIS, and remote sensing in semi-arid region of Morocco: Case study from Khouribga area 利用AHP、GIS和遥感在摩洛哥半干旱区绘制地下水潜在带的综合方法:以Khouribga地区为例
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-11-11 DOI: 10.1016/j.sesci.2025.100272
Abdelmoula Seqqam , Meryam Touirsi , Saliha Najib , Ahmed Fadili , Khalid Mehdi , Tarik Tagma
Growing water scarcity, driven by climate change, population growth, and expanding human activities, poses a critical challenge to arid and semi-arid regions worldwide. In Morocco, the Khouribga region illustrates this stress, where limited recharge, recurrent droughts, and intensive groundwater abstraction threaten long-term water security. To address these pressures, this study applied an integrated framework combining remote sensing, Geographic Information Systems (GIS) and the Analytic Hierarchy Process (AHP) to delineate groundwater potential zones (GWPZ). Eight hydrogeological parameters, namely rainfall, lithology, slope, lineament density, drainage density, land use and land cover, distance to rivers, and potential evapotranspiration, were weighted through AHP and integrated using the Weighted Linear Combination method. The resulting map shows low (24.97 %), moderate (49.94 %), high (24.81 %) and very high (0.25 %) potential areas. Validation with 72 wells and boreholes achieved 83.33 % concordance and R2 = 0.75, confirming model reliability. High-potential sectors in the north and northeast of Boujaad reflect favorable geological structures, fracture networks, and precipitation patterns. The results offer a practical basis for targeting drilling, designing artificial recharge systems, and protecting infiltration areas. Future work should incorporate higher-resolution hydrogeological data, extended climate series, and machine learning approaches to improve predictive performance and adaptability in other semi-arid contexts.
在气候变化、人口增长和人类活动扩大的推动下,日益严重的水资源短缺对全球干旱和半干旱地区构成了严峻挑战。在摩洛哥,Khouribga地区说明了这种压力,该地区补给有限、反复干旱和地下水密集抽取威胁着长期的水安全。为了解决这些压力,本研究采用了结合遥感、地理信息系统(GIS)和层次分析法(AHP)的综合框架来划定地下水潜在带(GWPZ)。通过层次分析法对降雨、岩性、坡度、地形密度、排水密度、土地利用和土地覆盖、与河流的距离、潜在蒸散等8个水文地质参数进行加权,并采用加权线性组合法进行综合。得到的地图显示了低(24.97%)、中(49.94%)、高(24.81%)和非常高(0.25%)的潜在区域。对72口井和钻孔进行验证,一致性达到83.33%,R2 = 0.75,验证了模型的可靠性。Boujaad北部和东北部的高潜力区块反映了有利的地质构造、裂缝网络和降水模式。研究结果为定向钻井、设计人工回灌系统和保护渗透区域提供了实践依据。未来的工作应结合更高分辨率的水文地质数据、扩展的气候序列和机器学习方法,以提高在其他半干旱环境下的预测性能和适应性。
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引用次数: 0
Petrography and U/Th dating of travertine deposits in Bongongo (Cameroon volcanic line): Implication for paleoclimate, hydrothermalism and tectonism Bongongo(喀麦隆火山岩线)钙华矿床的岩石学和U/Th定年:古气候、热液作用和构造作用的意义
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-09-01 DOI: 10.1016/j.sesci.2025.100263
Bisse Salomon Bertrant , Bokanda Ekoko Eric , Florence Njinto Kwankam , Ashukem Ethel Nkongho , Nfor Ngwakfu Shannon , Adama Amaya , Ekomane Emile
The studied travertine deposits have been analysed using sedimentology, petrography and geochronology to evaluate their resurgence variation, Neotectonic reconstruction, hydrothermal/paleohydrology, and tectonic influence for their precipitation. These deposits display a dome structure with milimetric layers containing some dicotyledonous leaf prints mainly of angiospermic plants class and animal traces. Traces of gastropods fossil and imprinted plant leaves are seen scattered all over the samples. Microscopically, the travertine reveal laminae characterising a long spike-like dendritic millimetric crystals. The spike-like structure composed of crystals calcite enclosing putative microbial filaments which are longitudinal within some places, micrite partially filling inter-crystalline voids. The petrographic characteristics of the travertine corroborated with isotopic analyses, reveals processes such temperature variation, degassing variation, fluctuations of the physico-chemical fluid and dissolution as controlling factors to the formation of the different carbonates textures. Four units representing different sample points discloses ages of 19.839 ± 4.8 ka, 50.3645 ± 9.4 ka b2k, 2.00 ± 1.8ka b2k and 5.77 ± 1.7ka b2k. Conclusions drew from the study suggest that, (1) a forest vegetation type testifying to a humid climate prevailed at the time of the travertine precipitation, (2) there were repeated reactivation of fault systems as well as episodic high hydraulic head in the aquifers underlined by U-series dating that showthe presence of different spring systems generations in the travertine deposits (3) three phases of travertinization were disclose: first phase (Upper Pleistocene, ca 50 ka b2k), marked by significant and regular rainfall leading precipitation of massive travertine deposits, second phase (Between 50 ka b2k and 19 ka b2k), marked periodicity of rainfall forming laminated travertine, third phase (beginning of the Holocene between 5.77 ± 1.7ka b2k and 2.00 ± 1.8ka b2k), marked by obstruction of the main canal of circulation inducing a possible change of exsurgence forming new deposits recorded at the base of the dome (4) the travertine precipitation was influence by hydrothermal system and recent extensional tectonic activities owing to the presence of saline springs.
利用沉积学、岩石学和年代学等方法对所研究的石灰华矿床进行了分析,评价了其回潮变化、新构造重建、热液/古水文以及构造对其降水的影响。这些沉积物呈毫米层状的圆顶结构,含有以被子植物类为主的双子叶叶印痕和动物印痕。腹足类动物化石和植物叶片的痕迹遍布整个样本。显微镜下,石灰华显示出具有长尖状树枝状毫米晶体特征的层状结构。晶体方解石组成的尖状结构包裹着假定的微生物细丝,在某些地方是纵向的,泥晶部分填充晶间空隙。钙华的岩石学特征与同位素分析相吻合,揭示了温度变化、脱气变化、物化流体波动和溶蚀作用等过程是不同碳酸盐结构形成的控制因素。代表不同采样点的4个单元显示年龄分别为19.839±4.8 ka、50.3645±9.4 ka b2k、2.00±1.8ka b2k和5.77±1.7ka b2k。研究结果表明:(1)钙华沉积时期为森林植被类型,气候湿润;(2)u系列测年结果表明,断层系统反复活化,含水层水头间歇性高,表明钙华沉积存在不同的泉水系统世代;(3)钙华化的三个阶段:第一阶段(上更新世,约50 ka b2k),以显著而规律的降雨为标志,形成块状钙华矿床;第二阶段(50 ka b2k至19 ka b2k),以降雨形成层状钙华的周期性为标志;第三阶段(全新世初,5.77±1.7ka b2k至2.00±1.8ka b2k)。以环流主通道的阻塞为标志,可能会引起水流的变化,形成在穹窿底部记录的新矿床(4),钙华降水受热液系统和近期伸展构造活动的影响,由于盐泉的存在。
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引用次数: 0
Impact of extremely low porosity on geothermal gradient and fluid migration in gas hydrate-bearing layers: A case study of South Shetland Islands, Antarctic Peninsula 极低孔隙度对含天然气水合物地层地温梯度和流体运移的影响——以南极半岛南设得兰群岛为例
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-08-28 DOI: 10.1016/j.sesci.2025.100262
Doğa Düşünür Doğan , Selvican Türkdoğan , Neslihan Ocakoğlu , Umberta Tinivella , Michela Giustiniani , Zehra Altan , Sinan Arık
Numerical fluid flow models were employed for the first time to study gas hydrates in South Shetland Islands, Antarctic Peninsula. The complexity of its geology, added to the remote and environmentally sensitive characteristics, makes it a very unique natural laboratory, where studying processes that could influence gas hydrate stabilityremains highly challenging. Based on seismic data, a marine subsurface model was created and fluid flow simulations carried out with ANSYS Fluent. Key inputs like sediment thickness, in-situ faults, and fractures, and water column dimensions were obtained from seismic sections. The same value of thermal and physical rock properties was assumed for each geological unit; the mesh structure was developed using triangular discretization. Four numerical models were constructed to investigate how variations in porosity, particularly under extremely low-porosity conditions, might affect thermal and fluid flow behavior within hydrate-bearing sediments. Porosity values of 0.01, 0.05, 0.1, and 0.2 were systematically applied to represent the low-porosity regimes. The results highlight that, especially at extremely low porosity, porosity together with fault density and seafloor bathymetry can strongly shape the distribution of heat transfer and fluid migration patterns. While the models do not directly simulate gas hydrate dissolution, the findings suggest that localized thermal anomalies and structural complexities could potentially create conditions favorable to destabilization processes. These insights contribute to a better understanding of the geophysical and hydrodynamic factors that may influence gas hydrate systems in complex and sensitive geological settings.
首次采用数值流体流动模型对南极半岛南设得兰群岛天然气水合物进行了研究。其地质的复杂性,加上偏远和环境敏感的特点,使其成为一个非常独特的自然实验室,在这里,研究可能影响天然气水合物稳定性的过程仍然极具挑战性。基于地震资料,建立海洋地下模型,利用ANSYS Fluent软件进行流体流动模拟。从地震剖面中获得沉积物厚度、原位断层和裂缝以及水柱尺寸等关键输入。假设每个地质单元的岩石热物理性质值相同;采用三角离散法建立网格结构。建立了四个数值模型来研究孔隙度的变化,特别是在极低孔隙度条件下,如何影响含水合物沉积物中的热和流体流动行为。孔隙度值分别为0.01、0.05、0.1和0.2,系统地代表了低孔隙度区。结果表明,特别是在极低孔隙度下,孔隙度、断层密度和海底水深对传热和流体运移模式的分布具有重要影响。虽然这些模型不能直接模拟天然气水合物的溶解,但研究结果表明,局部的热异常和结构复杂性可能为不稳定过程创造有利条件。这些见解有助于更好地理解在复杂和敏感的地质环境中可能影响天然气水合物系统的地球物理和水动力因素。
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引用次数: 0
Application of machine learning in python for temporal groundwater level prediction python语言中机器学习在地下水位预测中的应用
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-08-28 DOI: 10.1016/j.sesci.2025.100261
Tade Mule Asrade
Groundwater is a critical resource for sustaining agricultural, domestic, and ecological needs in the Upper Blue Nile Basin of Ethiopia, where rapid population growth and climate variability have intensified water stress. The Temecha River Catchment, part of this basin, faces recurrent droughts and declining groundwater levels, underscoring the need for effective groundwater management strategies. One promising approach is Managed Aquifer Recharge (MAR), whose success relies heavily on accurate groundwater level monitoring and forecasting. Although MAR decisions are influenced by hydrogeological and land use factors, hydraulic head data are essential for determining recharge timing and suitability. This study evaluates the performance of five machine learning models—Gradient Boosting Regression (GBR), Support Vector Machine (SVM), Random Forest (RF), Decision Tree (DT), and Linear Regression (LR)—for predicting groundwater level fluctuations in the Temecha River Catchment from 1995 to 2023. Rainfall, temperature, and evapotranspiration were used as predictive variables. Among the models, GBR showed superior performance, with a Mean Absolute Error (MAE) of 0.07 m, Nash-Sutcliffe efficiency (NSE) of 0.7934 m, Coefficient of Determination (R2) of 0.7856, and Percent Bias (PBIAS) of −2.408 %. The results demonstrate GBR's effectiveness in groundwater level forecasting and support its application in data-scarce regions to inform sustainable water resource management. However, adaptation to other regions must consider local hydrogeological and climatic conditions.
One sentence summary: This study explores the use of machine learning techniques in Python to predict temporal groundwater levels in the Temecha River Catchment.
在埃塞俄比亚的上青尼罗河流域,地下水是维持农业、家庭和生态需求的关键资源,该地区人口的快速增长和气候变化加剧了水资源压力。作为该盆地一部分的Temecha河集水区面临着经常性干旱和地下水水位下降的问题,这凸显了制定有效地下水管理战略的必要性。一种很有前景的方法是管理含水层补给(MAR),其成功在很大程度上依赖于准确的地下水位监测和预测。尽管MAR决策受到水文地质和土地利用因素的影响,但水头数据对于确定补给时间和适宜性至关重要。本研究评估了梯度增强回归(GBR)、支持向量机(SVM)、随机森林(RF)、决策树(DT)和线性回归(LR)五种机器学习模型的性能,用于预测1995年至2023年特梅恰河流域地下水水位波动。降雨、温度和蒸散量被用作预测变量。其中,GBR模型的平均绝对误差(MAE)为0.07 m, Nash-Sutcliffe效率(NSE)为0.7934 m,决定系数(R2)为0.7856,百分比偏差(PBIAS)为- 2.408%,表现出较好的性能。结果证明了GBR在地下水位预测中的有效性,并支持其在数据稀缺地区的应用,为可持续水资源管理提供信息。然而,适应其他地区必须考虑当地的水文地质和气候条件。一句话总结:这项研究探索了在Python中使用机器学习技术来预测Temecha河集水区的地下水水位。
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引用次数: 0
Quantifying CO2 in apatite by multiple unpolarized transmission FTIR analyses 用多次非偏振透射FTIR分析定量磷灰石中的CO2
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-08-22 DOI: 10.1016/j.sesci.2025.100260
Zhide Pu , Zhuoran Zhang , Xinjian Bao , Weiran Li , Xi Liu
CO2 is a key volatile component in various fluids and magmas, and apatite is an ideal mineral for constraining the abundance, distribution and behavior of CO2 in different materials of the Solar System. In sharp contrast to water, CO2 in apatites has not been routinely investigated mainly due to lacking user-friendly analytical technique. Here we have developed a user-friendly analytical technique. By a Durango apatite crystal with a CO2 content of ∼277 (44) wt ppm, we performed 17 successful unpolarized transmission FTIR analyses on its randomly-selected fragments with unknown orientations. These analyses well reproduced the CO2 content, attaining a relative difference of ∼9 % only. Simple calculations carried out with this dataset suggest that as the number of the analyses increases from one, the accuracy of the result nonlinearly increases, being very fast at the first few analyses and much slower afterwards. Consequently, there are different minimum numbers of the analyses to meet different degrees of accuracy which may be required by different studies: it is highly unlikely to reach a result of any good by conducting one analysis only, but generally possible to arrive at a result with acceptable accuracy by performing two or three analyses, and almost certain to obtain a good result with high accuracy by collecting four or five analyses. If 10 or more analyses are possible, the accuracy of the result can be exceedingly high, with an absolute relative difference of < ∼10 %. With this user-friendly new method employing multiple unpolarized transmission FTIR analyses on randomly oriented crystals, quantifying CO2 in tiny apatite grains in different terrestrial and extraterrestrial materials can be readily actualized.
二氧化碳是各种流体和岩浆的关键挥发成分,而磷灰石是限制太阳系不同物质中二氧化碳丰度、分布和行为的理想矿物。与水形成鲜明对比的是,由于缺乏用户友好的分析技术,磷灰石中的二氧化碳尚未进行常规研究。在这里,我们开发了一种用户友好的分析技术。通过二氧化碳含量为~ 277 (44)wt ppm的杜兰戈磷灰石晶体,我们对其随机选择的未知取向碎片进行了17次成功的非偏振透射FTIR分析。这些分析很好地再现了CO2含量,获得的相对差异仅为~ 9%。用这个数据集进行的简单计算表明,随着分析次数的增加,结果的准确性非线性地增加,在最初的几次分析中非常快,然后慢得多。因此,不同的研究可能需要不同的最小分析数量来满足不同程度的准确性:仅进行一次分析是极不可能达到任何好的结果的,但通常可能通过进行两次或三次分析来获得具有可接受精度的结果,并且几乎可以肯定通过收集四次或五次分析来获得高精度的好结果。如果可以进行10次或更多的分析,则结果的准确性可能非常高,绝对相对差为<; ~ 10%。利用这种友好的新方法对随机取向晶体进行多次非偏振透射FTIR分析,可以很容易地实现不同地球和地外物质中微小磷灰石颗粒中CO2的定量。
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引用次数: 0
Provenance, diagenesis, and paleoclimate of Albian-Lower Turonian deposits in the Douala sub-basin, Cameroon: Sedimentological, mineralogical, and petrographical approaches 喀麦隆Douala次盆地中albian -下Turonian沉积物的物源、成岩作用和古气候:沉积学、矿物学和岩石学方法
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-08-16 DOI: 10.1016/j.sesci.2025.100259
Christel Sobdjou-Kemteu , Milan Stafford Tchouatcha , Wael Fathi Galal , Soureiyatou Fadil-Djenabou , Usman Abubakar , Francis Thierry Togozo , Emmanuel Ndjeng
The sedimentological, mineralogical, and petrographic compositions of the Albian - Lower Turonian deposits at four sites in the northern part of the Douala sub-basin located in the heart of the Guinea Gulf were investigated to determine their provenance, paleoclimate, and diagenetic effects from thirty-eight (38) samples. Several lithologies are identified, ranging from clays/shales to silty clays, poor consolidated fine-to coarse-grained sandstones, and conglomerates to conglomeratic sandstones. The deposits are made up of successive positive sequences in the eastern part of the Mungo River and cyclic deposits in the western part. The sandstones are primarily arkose wacke, secondarily arkose, subarkose, sublith-arenite, and rare lithic arenite and wacke derived from the Neoproterozoic basement formed during the Pan-African orogenesis. The presence of heavy minerals such as tourmaline, kyanite and sillimanite indicates that the deposits originate from plutonic and metamorphic sources. The rarity of these latest in the sediments suggest the intense chemical weathering that has affected the source rocks. These deposits are mainly proximal. Additionally, the association of polycrystalline quartz with undulatory extinction and monocrystalline quartz with non-undulatory extinction suggests a mixed source. The various microstructures and morphologies of zircon grains including prismatic, sub-angular and sub-prismatic shapes further support a mixed provenance. The dominance of prismatic shape and non-undulatory monocrystalline quartz grains indicates a predominance of plutonic sources. X-ray diffraction analysis revealed that kaolinite is the dominant clay mineral found in clayey facies, though its moderate to low quantity indicates a more humid climate during the Albian-Cenomanian and a less humid climate during the Cenomanian. Physical alteration processes have mainly affected the studied deposits.
在几内亚湾中心的Douala次盆地北部的四个地点,研究了Albian -下Turonian沉积物的沉积学、矿物学和岩石学组成,以确定它们的来源、古气候和38个样品的成岩作用。确定了几种岩性,从粘土/页岩到粉质粘土,较差胶结的细粒砂岩到粗粒砂岩,砾岩到砾岩砂岩。蒙哥河东部为连续的正层序,西部为旋回沉积。砂岩主要为粗砂砂岩、次粗砂砂岩、次粗砂砂岩、次粗砂砂岩和罕见的岩屑砂砂岩和粗砂砂岩,它们来自泛非造山运动时期形成的新元古代基底。电气石、蓝晶石、硅线石等重质矿物的存在表明矿床来源于深部和变质岩。这些最新沉积物的稀有性表明,强烈的化学风化作用已经影响了烃源岩。这些矿床主要位于近端。此外,多晶石英具有波动消光,单晶石英具有非波动消光,表明其来源是混合的。锆石颗粒的棱柱形、次棱柱形和次棱柱形等多种微观结构和形态进一步支持了混合物源。棱柱形和非波动型单晶石英颗粒占主导地位,表明成矿物质以深成岩为主。x射线衍射分析表明,高岭石是粘土相中主要的粘土矿物,但高岭石含量偏少,表明阿尔—塞诺曼期气候较为湿润,塞诺曼期气候较为湿润。物性蚀变作用是影响矿床发育的主要因素。
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引用次数: 0
Estimation of non-traditional stable isotopes reference values for geological reference materials 地质参考物质非传统稳定同位素参考值的估算
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-08-04 DOI: 10.1016/j.sesci.2025.100258
Ji Mao , Yongsheng Liu , Jie Lin , Wen Zhang , Zhaochu Hu
The homogeneity of reference materials and the precision of their reference values are fundamental prerequisites for ensuring the accuracy of non-traditional stable isotope analysis. Nevertheless, the field currently suffers from a significant methodological gap in robust homogeneity assessment and reference value estimation protocols. To address this gap, we implemented an analytical framework that integrates data acquisition from the Geological and Environmental Reference Materials database (GeoReM) with rigorous quality control measures based on ISO (International Organization for Standardization) guidelines and the IAG Certification Protocol. This approach enabled us to systematically report the isotopic compositions of 14 non-traditional stable isotope systems along with 63 isotopic compositions. The statistical results show that most of reference materials are homogeneous. However, our investigation revealed notable difference in the δ7LiLSVEC values of AGV-1 and AGV-2, indicating potential limitations in their reliability as Li isotope reference materials. Furthermore, the Mg isotopic composition of NIST SRM 980 exhibited substantial heterogeneity, corroborating previous research findings and raising concerns about its suitability for high-precision isotopic measurements. In conclusion, this study provides a comprehensive set of reference values for widely used materials and establishing a rigorous, standardized protocol for their estimation. Beyond these methodological advancements, the study provides actionable recommendations for the selection of reference materials, underscoring the critical role of material homogeneity and measurement precision in ensuring the reliability of isotopic analyses.
标准物质的均匀性及其参考值的精确性是保证非传统稳定同位素分析准确性的基本前提。然而,该领域目前在稳健的同质性评估和参考值估计协议方面存在显著的方法差距。为了解决这一差距,我们实施了一个分析框架,该框架将从地质和环境参考物质数据库(GeoReM)获取的数据与基于ISO(国际标准化组织)指南和IAG认证协议的严格质量控制措施相结合。该方法使我们能够系统地报告14个非传统稳定同位素系统和63个同位素组成。统计结果表明,大多数标准物质是均匀的。然而,我们的研究发现AGV-1和AGV-2的δ7LiLSVEC值存在显著差异,这表明它们作为Li同位素参考物质的可靠性存在潜在的局限性。此外,NIST SRM 980的Mg同位素组成表现出实质性的异质性,证实了先前的研究结果,并引起了对其适合高精度同位素测量的关注。综上所述,本研究为广泛应用的材料提供了一套全面的参考值,并建立了一套严格、标准化的评估方案。除了这些方法上的进步之外,该研究还为参考材料的选择提供了可行的建议,强调了材料均匀性和测量精度在确保同位素分析可靠性方面的关键作用。
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