卷积神经网络及其在矿床找矿预测中的应用——以安徽省兆吉口铅锌矿床为例

大数据人工智能地质学刚刚起步,基于大数据智能算法的地质研究是非常有意义的探索性实验。利用大数据和机器学习解决矿产预测问题,有助于人们克服不能全面考虑地质变量的困难及评估当前模型在已有数据中的可靠性。元素地表分布特征量主要受原岩成分、成矿作用影响和地表过程的影响,它们携带某些指示矿体就位的信息,即矿体在地下空间就位时在地表的响应,且未在地表过程中消失。以往的地球化学勘查工作仅仅识别异常,但未能发现矿体在地表响应的成矿特征量。本文以安徽省兆吉口铅锌矿床为例,通过机器学习,利用卷积神经网络算法,不断挖掘元素Pb分布特征与矿体地下就位空间的耦合相关性。经过1000次训练后,可以得到准确率0. 93,损失率0. 28的卷积神经网络模型。这种神经网络模型就是矿体在地下就位时元素在地表分布的响应,可以用来进行矿产资源预测。应用该模型对未知区进行预测,结果显示第53号区域具有很大概率存在尚未发现的矿体。     

新疆西昆仑奥尔托喀讷什锰矿地质、地球化学及成因

近年来,西昆仑玛尔坎苏地区富锰矿找矿取得重大突破,新发现奥尔托喀纳什等大型锰矿床。该矿床层位稳定,厚度较大,Mn平均品位达35%以上,为中国最富的碳酸锰矿床,属于典型的海相沉积型锰矿床。锰矿体主要赋存于晚石炭世喀拉阿特河组地层中,该组岩性为一套浅海碳酸盐岩台地相沉积建造组合,可划分为台内浅滩、潮坪、开阔台地、局限台地等4个相类型。成矿分为三个期次,第一期为沉积成岩成矿期,矿石矿物由菱锰矿、锰方解石、硼锰矿组成;第二期为热液改造期,形成锰镁绿泥石、红锰矿、硫锰矿、锰方解石(脉)、重结晶菱锰矿、蔷薇辉石及滑石、石膏等;第三期为表生氧化期,发育少量软锰矿、水锰矿、硬锰矿等。锰矿石具有较低的Fe/Mn比值、V/(V+Ni)比值和强烈的Ce正异常,表明Mn是在氧化环境下,以氧化物或氢氧化物的形式沉积富集。含锰岩系顶、底板岩石中含较多成熟度较差的中酸性火山岩岩屑,以及具有较低Al/(Al+Fe+Mn)、Y/Ho、Co/Ni比值的锰矿石,说明其成矿物质来源于海底热水活动。奥尔托喀纳什锰矿具有"内源外生"的特点,锰矿石及菱锰矿具有负的δ~(13)C值(-23.3‰～-13.2‰),表明锰矿经历了先成锰氧化物或氢氧化物、再被还原转化成菱锰矿的过程。此外,有机质所导致的更为强烈的还原作用是本矿床富锰矿形成的重要机制。后期构造叠加致使矿体发生变形,矿体形态受褶皱控制。矿石受到强烈改造,形成锰镁绿泥石、红锰矿、蔷薇辉石等,晚期经历氧化淋滤作用形成软锰矿、水锰矿等。     

白银厂酸性火山岩地球化学特征及成因分析

甘肃白银厂矿田是我国著名的火山成因块状硫化物矿床产地,赋矿岩石主要为酸性火山岩(石英角斑岩和石英角斑凝灰岩)。文章通过对白银厂矿区酸性火山岩的岩相学和岩石地球化学特征研究,结果表明:1)岩石发生了低绿片岩相的变质作用,镜下可见明显的绢云母化、绿泥石化等蚀变作用,造成了岩石K、Ca、Na、Rb等活泼元素的迁移;2)岩石具有高硅、低钛、弱铝、贫镁,亏损高场强元素Nb、Ta,以及明显的Sr、P、Ti、Eu的负异常和Th、U、Pb正异常特征,表明本区酸性火山岩可能为下地壳基性岩重熔的产物,源区存在斜长石、磷灰石以及钛铁矿等矿物的残留,并且岩浆在演化过程中经历过围岩的混染与弱的分离结晶作用;3)结合北祁连的区域构造演化、岩浆活动以及本区火山岩的年代学资料,认为该酸性火山岩可能处于由岛弧向弧后盆地过渡的环境中。     

Geochronology,Geochemistry and Petrogenesis of the Pungco Ophiolite,TibetEI北大核心CSCD

Although the middle section of the Bangong-Nujiang suture zone has been intensively investigated, its tectonic framework and evolution is still controversy. The Pungco ophiolite has a relative complete ophiolitic complex, which is an ideal specimen for studying this tricky problem. LA-ICP-MS U-Pb dating of zircons from the diabasic rock yielded an age of 159.0±2.1 Ma. This age suggests that the Pungco ophiolite was formed in the Late Jurassic, indicating the development of the Late Jurassic ophiolite in the third ophiolitic subzone. The whole-rock major and trace element compositions of diabasic and basaltic rocks exhibit mixed arc and N-MORB geochemical characteristics. Two diabasic samples have (87Sr/86Sr)i values of 0.7055 and 0.7063 and εNd(t) values of 11.28 and 11.84, respectively. The geochemical signatures and formation age of the Pungco ophiolite suggest that this ophiolite was probably produced in an active continental fore-arc setting. It originated from a N-MORB-like depleted mantle source with the involvement of subducted-slab fluids. Considering the regional geological background, the Pungco ophiolite was likely generated during the southward subduction of the Bangong-Nujiang Tethyan oceanic lithosphere beneath the Lhasa terrane, and belongs to a regional archipelagic arc-basin system together with the other Early Jurassic-Early Cretaceous ophiolites from the northern Tibet Lake district. © 2018, Science Press. All right reserved.     

2-D delineation of individual citrus trees from UAV-based dense photogrammetric surface models

One of the challenges of remote sensing and computer vision lies in the three-dimensional (3-D) reconstruction of individual trees by using automated methods through very high-resolution (VHR) data sets. However, a successful and complete 3-D reconstruction relies on precise delineation of the trees in two dimensions. In this paper, we present an original approach to detect and delineate citrus trees using unmanned aerial vehicles based on photogrammetric digital surface models (DSMs). The symmetry of the citrus trees in a DSM is handled by an orientation-based radial symmetry transform which is computed in a unique way. Next, we propose an efficient strategy to accurately build influence regions of each tree, and then we delineate individual citrus trees through active contours by taking into account the influence region of each canopy. We also present two efficient strategies to filter out erroneously detected canopy regions without having any height thresholds. Experiments are carried out on eight test DSMs composed of different types of citrus orchards with varying densities and canopy sizes. Extensive comparisons to the state-of-the-art approaches reveal that our proposed approach provides superior detection and delineation performances through supporting a nice balance between precision and recall measures.     

On the origin of bleaching phenomena in red bed sediments of Triassic Buntsandstein deposits in Central Germany

The Lower Triassic Buntsandstein in Central Germany comprises one of the major clastic, lithified hydrocarbon reservoirs, it is a major groundwater aquifer and it is considered as a potential underground gas storage lithology. Thus, sandstones of the Buntsandstein from Thuringia and NE Hesse were used to analyse their geochemical composition combined with mineralogical data in order to investigate the origin of several bleaching phenomena in primary red beds, since these give a hint for mineral alteration, mineral formation and mineral reactivity in the course of fluid-rock-interactions. This is relevant for e.g. recent Carbon Capture and Storage (CCS) efforts. The origin of the observed bleaching phenomena is diverse and it is linked to certain stages of diagenesis and different episodes of fluid flow: (1) eodiagenetic bleaching coupled with palaeosoil formation and iron mobilisation, (2) mesodiagenetic bleaching as a result of hydrocarbon migration, (3) Tertiary bleaching due to CO₂ degassing from Miocene volcanism, (4) Tertiary telodiagenetic bleaching due to weathering under humid climate conditions, and (5) weathering processes related to recent telodiagenesis/pedogenesis. This study emphasizes the multiple nature of fluids, which can induce iron mobilisation and bleaching of red beds.     

兴蒙造山带晚古生代伸展减薄过程:来自内蒙林西地区岩体的地球化学证据

内蒙古林西县双井地区出露一套含暗色包体的花岗质岩体,位于双井片岩和房框子单元花岗质片麻岩接触带,该岩体对厘定古亚洲洋演化阶段、西伯利亚板块和阿穆尔板块最终碰撞缝合时限具有重要意义。本文对该岩体进行了详细的岩相学、岩石地球化学以及锆石U-Pb年代学研究,讨论了该岩体成因、岩浆源区以及研究区造山带地壳演化等问题。岩体中暗色包体和周边花岗岩大部分锆石记录了～285Ma和～270Ma两期年龄,少量锆石记录了～320Ma的较老年龄,表明该区域在晚石炭世就存在岩浆活动,并在～285Ma、～270Ma更为显著且岩浆活动具有幕式发生的特点,通过锆石的Ti温度计算得岩浆形成温度为～670℃。暗色包体相较周边花岗岩部分更富Al_2O_3(13.96%)、CaO(1.61%)、Na_2O(4.61%)以及Fe_2O_3(3.67%)、MgO(0.62%)、TiO_2(0.28%)、P_2O_5(0.08%)等,但贫K_2O(2.10%),但二者发育有一致的变形现象,具有相同的侵位时代(误差范围内一致)、相似的微量元素配分模式、相近的Sr-Nd-Hf同位素组成指示二者可能为同源岩浆不同演化阶段的产物。此外,暗色包体样品中,Zr/Hf比值介于31.74～37.08之间(接近原始地幔的Zr/Hf比值36.25),黑云母有壳源和壳幔混合源两种成因类型,I_(Sr)值介于0.7039-0.7055之间,ε_(Nd)(t)值介于-7.30～-5.87之间,锆石的ε_(Hf)(t)介于-3.58～6.72之间等地球化学特征均指示暗色包体的母岩浆在形成过程中有幔源物质的加入,以上特征显示岩体为壳幔混合源岩浆经历不同演化阶段后的产物。岩体中锆石Eu/Eu~*与地壳厚度的拟合结果显示研究区在 ca.290～270Ma 地壳经历了一次显著的减薄过程(ca.50～35km),为区域存在地幔物质上涌提供了动力学证据。结合前人资料,本次研究的含暗色包体的花岗质岩体属于大石寨期,其母岩浆的形成、侵位时代,以及壳幔混合源等地球化学特征精细地约束了该区大石寨期岩浆活动的发育时间及过程,为研究西拉木伦缝合带晚古生代构造演化提供了新证据,同时也清晰地指示出古亚洲洋在晚古生代末期并不处于大洋俯冲阶段,而是造山后的伸展裂解阶段。     

东天山云海铜镍矿地球化学特征及成因分析

云海铜镍矿位于觉罗塔格构造带西段,成矿岩体为多期次侵入的杂岩体,岩体分异演化充分,镁铁质和超镁铁质岩石均有发育,主要岩石类型为角闪辉石岩、橄榄苏长岩、辉长岩、闪长岩。主量元素化学组成表明,该杂岩体属拉斑玄武岩系列,岩石具同源演化特征,显示高铁、高镁、低钛、低铝特征,富集大离子亲石元素Rb,Ba,亏损Nb,Ta,轻稀土富集。岩浆源区有部分熔融而交代的岩石圈地幔,岩浆在上升过程中受到地壳物质混染,发生橄榄石、斜方辉石、斜长石的分离结晶。岩体形成于早二叠世,为构造活动和地幔柱双重作用下的产物。     

Hydrothermal alteration processes in the giant Dahutang tungsten deposit,South China: Implications from litho-geochemistry and mass balance calculation

The giant Dahutang tungsten (W) deposit has a total reserve of more than 1.31 Mt WO₃. Veinlet-disseminated scheelite and vein type wolframite mineralization are developed in this deposit, which are related to Late Mesozoic biotite granite. Four major types of alterations, which include albitization, potassic-alteration, and greisenization, and overprinted silicification developed in contact zone. The mass balance calculate of the four alteration types were used to further understanding of the mineralization process. The fresh porphyritic biotite granite has high Nb, Ta, and W, but low Ca and Sr while the Jiuling granodiorite has high Ca and Sr, but low Nb, Ta, and W concentrations. The altered porphyritic biotite granite indicated that the Nb, Ta, and W were leached out from the fresh porphyritic biotite granite, especially by sodic alteration. The low Ca and Sr contents of the altered Neoproterozoic Jiuling granodiorite indicate that Ca and Sr had been leached out from the fresh granodiorite by the fluid from Mesozoic porphyritic biotite granites. The metal W of the Dahutang deposit was mainly derived from the fluid exsolution from the melt and alteration of W-bearing granites. This study of alteration presents a new hydrothermal circulation model to understand tungsten mineralization in the Dahutang deposit.     

基于MapInfo数据格式在GIS应用环境下等值线综合方法实现

等值线构建是G IS开发、数字地图绘制重要的研究内容之一。重点讨论了基于M apInfo数据格式在G IS应用环境下等值线综合方法的实现,首先根据高程采样点跟踪等高线通过点,再利用五点光滑法、正轴抛物线加权平均光滑法以及M apX提供的光滑方法对等值线通过点进行光滑处理,从而绘制出光滑度好、准确美观的等值线,同时发现M apX所提供的光滑方法可能利用的就是正轴抛物线加权平均光滑法。通过大量的数据验证了绘制的正确性。