来自大别山深成侵入岩图像深度迁移学习的可解释性研究

岩石图像识别是以深度学习为代表的感知智能在地质领域的典型应用场景。已有研究显示网络结构简单的深度卷积神经网络能够在岩石图像上取得比复杂网络结构高的分类准确率。这与ImageNet数据集上网络结构越深越好的趋势相悖。如何解释这一现象？深成侵入岩为显晶质,自形—半自形粒状结构,块状构造,其分类的依据是其矿物成分及相对含量。大别山地区岩浆活动广泛,中生代深成侵入岩广泛出露。岩石类型包括超镁铁质岩类、辉长岩类、闪长岩类、正长岩类、二长岩类和花岗岩类,基本覆盖IUGS推荐的深成侵入岩分类方案中的岩石类型。选取大别山地区中生代深成岩图像开展不同网络结构预训练模型迁移学习对比试验,能够专注于深度学习对矿物成分特征的学习解释,降低构造因素的影响。借助局部可理解的模型解释技术和特征图可视化技术,分别从全连接层分类决策区域可视化和卷积隐层可视化两方面对深度学习模型开展可解释性研究。结果表明简单网络结构的卷积神经网络能够提取不同矿物所表现出的颜色特征以及不同矿物组合所表现出的纹理特征。AlexNet模型的削减试验进一步证明：对于岩石图像深度学习,网络结构并不总是越深越好。     

深度学习在地质学上的应用

自Hinton等使用基于卷积神经网络的深度学习模型赢得Image Net分类比赛以来,深度学习的研究席卷了各个行业。通过介绍深度学习的历史,探索国内地质行业中深度学习模型的使用情况,并介绍深度学习的基础概念(如神经元、神经网络、监督学习和无监督学习等)以及深度学习基础模型中的2个重要网络:深度信念网络(DBN)和卷积神经网络(CNN)。在此基础上,类比深度学习在医学等相关领域的应用,提出了深度学习在地质上的几点应用:利用深度学习在计算机视觉上表现出的强大能力,可以对遥感图像进行聚类、对岩石样品图像进行分类、对岩石薄片数据进行描述;利用深度学习对原始数据表现出的强大识别能力,处理地质异常数据,从而确定成矿靶区的可能位置;利用深度学习的特点,对地震前的声信号数据进行处理,从而判断出地震发生前的剩余时间。     

铜陵中酸性侵入岩同源包体特征及岩浆动力学

铜陵地区中生代中酸性侵入岩的钙碱性系列岩石中,发育同源浅源包体(闪长质微粒包体),而碱性系列岩石中发育同源深源包体(辉石岩和角闪石岩)。它们在矿物化学、稀土微量元素地球化学特征方面与其寄主岩石具有相似性,但在形成的物理化学条件和岩浆动力学特征方面存在一定的差异。反映了它们是同源岩浆在不同岩浆作用阶段的产物,即深源包体来自深位岩浆房中的堆积岩碎块,而浅源包体则来自浅位岩浆房的冷凝边碎块。     

花崗岩类岩石的合理矿物定量分类

一、建立新的和适用的花崗岩类岩石矿物定量分类的必要花崗岩类岩石包括各种花崗岩、二长岩、花崗閃长岩、斜长花崗岩、正长岩以及浅色的石英閃长岩和浅色閃长岩等。这些岩石是在岩石学工作中最常碰到的侵入岩。它們在全部岩浆岩(侵入岩及噴出     

基于岩石图像深度学习的岩性自动识别与分类方法

岩石岩性的识别与分类对于地质分析极为重要,采用机器学习的方法建立识别模型进行自动分类是一条新的途径。基于Inception-v3深度卷积神经网络模型,建立了岩石图像集分析的深度学习迁移模型,运用迁移学习方法实现了岩石岩性的自动识别与分类。采用此方法对所采集的173张花岗岩图像、152张千枚岩图像和246张角砾岩图像进行了学习和识别分类研究,通过训练学习建立岩石图像深度学习迁移模型,并分别采用训练集和测试集中的岩石图像对模型进行了检验分析。对于训练集中的岩石图像,每组岩石分别用3张图像测试,三种岩石的岩性分类均正确,且分类概率值均达到90%以上,显示了模型良好的鲁棒性;对于测试集中的岩石图像,每组岩石分别采用9张图像进行识别分析,三种岩石的岩性分类均正确,并且千枚岩组图像分类概率均高于90%,但是花岗岩组2张图像和角砾岩组的1张图像分类概率值不足70%,概率值较其他岩石图像低,推测其原因是训练集中相同模式的岩石图像较少,导致模型的泛化能力减小。为了提高识别精确度,对准确率较低的岩石图像进行截取,分别取其中的3张图像加入训练集进行再训练,增加与测试图像具有相同模式的训练样本;在新的模型中,对3张图像进行二次检验,测试概率值均达到85%以上,说明在数据足够的状况下模型具有良好的学习能力。与传统的机器学习方法相比,所提出的岩石图像深度学习方法具有以下优点:第一,模型通过搜索图像像素点提取物体特征,不需要手动提取待分类物体特征;第二,对于图像像素大小,成像距离及光照要求低;第三,采用适当的训练集可获得较好的识别分类效果,并具有良好鲁棒性和泛化能力。     

徐州-宿州地区中生代埃达克质岩石岩浆起源深度的限定--深源捕掳体温度-压力条件证据

徐州—宿州地区中生代侵入杂岩主要由二长闪长斑岩—闪长岩—二长岩组成,属钙碱性系列。岩石地球化学特征与典型埃达克岩极为相似,可称之为埃达克质岩石。该类侵入杂岩中含有较多的榴辉岩类和石榴片麻岩类深源岩石捕虏体及石榴子石残留晶。深源岩石捕虏体的岩相学研究表明,榴辉岩类捕虏体在遭受榴辉岩相变质之后,又经历了角闪岩相退变质,然后被寄主岩浆所捕获。矿物平衡温压计算结果表明,榴辉岩相变质的温度条件为：608～766℃。角闪岩相退变质的温度、压力条件分别为：523～800℃,0．50～0．98GPa。由此可以判定本区中生代侵入杂岩母岩浆的起源深度应在20～34km之间,即岩浆起源于深部地壳。     

安徽铜陵中生代侵入岩地质地球化学特征再认识及成因讨论

安徽铜陵地区是我国最著名的铜多金属矿产地,岩浆岩出露广泛,岩浆作用与成矿关系密切.作者广泛收集了前人对铜陵地区中生代岩浆岩的研究资料和成果,并在此基础上进行了仔细的岩相学观察和深入的岩石学、岩石化学和微量元素及同位素地球化学研究,系统总结了该区中生代侵入岩的地质地球化学特征,并探讨了其成因机制.研究认为:①铜陵地区中酸性侵入岩形成于晚侏罗世-早白垩世(135 ～ 147Ma),岩浆活动持续时间大约为10～15Ma;岩体沿近东西向深断裂呈带状分布,浅成侵入产出,受多期不同方向和性质的断裂控制.②依据Q-A-P图解确定区内侵入岩主要为辉石闪长岩、石英(二长)闪长岩和花岗闪长岩3类中酸性闪长质岩石,均属亚碱性高钾钙碱性系列.③3类侵入岩具有相似的微量元素、稀土元素和Pb-Sr-Nd-O同位素地球化学特征,反映原始岩浆起源于富集岩石圈地幔,受到壳源物质的混染.④3类侵入岩可能是地壳深部带状岩浆房不同岩浆层中的岩浆与构造运动诱发的深断裂相沟通并随机地上升、脉动式侵位形成的;深部岩浆房中的带状岩浆层可能是由于温度梯度引起扩散对流作用进而发生一定程度的熔离分异作用所致;岩浆演化过程中存在镁铁矿物及磷灰石和锆石等矿物的结晶分异作用.⑤铜陵地区中生代岩浆活动的大地构造背景是大陆板块内部,岩浆作用与晚侏罗纪古太平洋板块的俯冲作用密切相关,但同时受区域前中生代基底构造的制约;侵入岩原始岩浆起源于挤压向拉张转换的动力学背景下的岩石圈地幔加厚之后的减压熔融并底侵下地壳岩石.     

华南绍兴-恩平富碱侵入岩带的厘定及其动力学意义初探

根据野外地质及室内岩相学、矿物成分和岩石化学的研究，从华南腹地厘定了一条重要的中生代NE向富碱侵入岩带－绍兴－恩平富碱侵入岩带。该岩带全长约1400km，宽100－150km，不仅发育有狭义的碱性岩（方沸黑云橄榄黄长岩、白榴黄长煌斑岩、霞石正长岩、霓辉石正长岩、黑榴石正长岩和含霓石石英正长岩）和碱性花岗岩（钠闪石花岗岩、霓辉石钠闪石花岗岩），还发育有大量的正长岩类－二长岩类－碱长花岗岩或晶洞钾长花岗岩。这些富碱侵入岩主要形成于晚中生代。绍兴－恩平燕山期富碱侵入岩带的厘定将对研究华南中生代的动力学的背景与演化具有重要的意义。     

内蒙古莫尔道嘎地区早中生代岩浆作用及其地球动力学意义

莫尔道嘎地处额尔古纳地块北段,该地区大量侵入岩和侵入[CD*2]变质杂岩以往被认为属新元古代,类型有风水山片麻杂岩、中基性杂岩、巨斑状钾长花岗岩、二长花岗岩岩。对该地区新元古代侵入岩和侵入-变质杂岩进行系统采样,采用LA-ICP-MS锆石U-Pb测年方法进行了测年研究。结果显示:研究区除个别岩体（混合岩化钾长花岗岩）为新元古代形成外,绝大部分以往认为的新元古代侵入岩或变质侵入杂岩为早中生代形成,揭示了研究区有强烈的早中生代构造岩浆作用。结合区域上同时代早中生代岩石的分布和年代学资料,额尔古纳和大兴安岭北段的早中生代侵入岩和变质杂岩可以分为243~246、210~229、200~205 Ma 3个时期,其中200~205 Ma一组最为发育。243~246 Ma一组主要为莫尔道嘎地区中基性杂岩,形成背景与二叠纪末期兴蒙造山之后伸展作用有关。而210~229 Ma的花岗岩和变质杂岩组合具有非常典型的大陆碰撞岩石组合特征:钙碱性系列过铝质、S型花岗岩,岩石副矿物以黑云母+角闪石+白云母为主,混合岩和淡色花岗岩（白云母花岗岩）,深熔岩（莫尔道嘎巨斑状钾长花岗岩）,缺乏同时期火山岩等;其形成与早中生代时期蒙古－鄂霍茨克洋封闭引起的陆陆碰撞有关。研究区早中生代花岗质侵入岩、变质杂岩特征及其同位素测年结果显示:蒙古－鄂霍茨克洋中段可能在中三叠世末期－晚三叠世早期封闭,这时已经开始发生陆陆碰撞,碰撞高峰时期可能在晚三叠世末期,早于以往认为的早侏罗世。     

基于深度学习的智能矿物识别方法研究

矿物识别在许多研究领域都有着重要作用,基于深度学习技术的智能矿物识别为这些领域带来了新的发展方向,不仅能有效节省人工成本,还能减小识别错误。针对石英、角闪石、黑云母、石榴石和橄榄石共5种矿物进行实验,提出了一种准确高效的智能矿物识别方法。实验采用图像分析常用的卷积神经网络建立模型,设计出一套基于残差神经网络的矿物识别方法。本实验独立采集了5种矿物的偏光显微图像数据集,用于模型的训练、验证和测试,并通过合理的数据增强策略来扩充训练数据集。在卷积神经网络的结构设计上,选取了ResNet-18作为框架,最终于模型测试中取得89%的准确率,成功训练出一个较为精准的矿物识别模型,实现了基于深度学习的智能矿物识别方法。     

东濮凹陷北部沙河街组三段中亚段沉积环境分析

东濮凹陷北部沙三中亚段广泛发育盐岩和烃源岩,这两个看似不能共存的物质却在这里互层共生。该时期研究区沉积特征为多盐韵律与多层烃源岩互层共生、连续沉积,单个盐韵律厚度从几米到十几米,烃源岩有机质丰度高、类型好。平面上,两者在湖盆沉积沉降中心共生;垂向上,高有机质丰度、好干酪根类型与高盐度地层具有较好的对应关系。因而成为恢复古气候和古环境的重要研究对象。通过岩石学、古生物学以及Sr/Ba、B/Ga、(V+Ni+Mn)、Fe/Mn、Sr/Cu、Mg/Ca、V/(V+Ni)、稀土元素含量和氯同位素等方法对凹陷北部沙三中亚段的沉积环境进行研究。结果表明,凹陷北部沙三中亚段为深水沉积的还原环境,古盐度较高,达到半咸水-咸水沉积;微量元素和孢粉化石特征表明研究区沙三中亚段为温暖潮湿的环境。     

The Importance of the Precipitation and the Susceptibility of the Slopes for the Triggering of Landslides Along the Roads

In order to characterise the influence of the heavyrains on the observed landslides during the 1996–1997hydrological cycle, rainfall records for the last 100years are analysed from 104 stations in easternAndalusia. Regarding the amounts of rain recordedbetween October 1996 and March 1997 in the 104stations studied, 31 presented new all-time records;15 presented values that were 80–100% of thepre-1995 record; 49 stations, 80–50%; and 9stations, < 50%. A map has been devised of thesusceptibility of the materials through which thesouth-eastern Andalusian road network crosses,together with an inventory of the damage caused byinstability phenomena on banks and cuttings of theroad network during the winter of 1996–1997. Therelationships between the rainfall during the studyperiod, the damage caused to the road network and thesusceptibility of the materials affected are analysed.The results indicate that there is a clearcorrespondence between the rainfall recorded and thesusceptibility of the materials with the inventorieddamage. It is concluded that the widespread seriousdamage caused in early 1997 to the roads andsurrounding areas in the Alpujarra region and thecoast of the Province of Granada was mainly caused bythe extraordinarily heavy rains. However, considerablyless damage was observed where the susceptibility ofthe terrain is low, thus highlighting the extremeusefulness of terrain-susceptibility maps for riskprevention and territorial planning.     

郯庐断裂南段研究进展与断裂性质讨论

据1：5万区域地质调查和专题研究资料，就郯庐断裂带是否南延与消失的原因，其与大别—苏鲁造山带交截形成的假位错效应，以及与中新生代沉积盆地形成演化的关系等作了新的阐述。在此基础上，讨论了郯庐断裂带是否为巨大的左行平移断层或转换断层。认为郯庐断裂带可能是在“古郯庐带”的基础上于早侏罗世重新活动、白垩纪强烈活动的地堑型枢纽断裂带。     

塘口水电站坝基岩体透水性和渗漏问题分析

塘口水电站大坝基础座落在断层和裂隙较发育的龟裂纹灰岩上,岩体完整性差、透水性强,多年运行后,大坝灌浆廊道和排水廊道出现多处集中性漏水,为确保大坝安全和电站正常发电,根据渗漏性质和成因,采用对灌浆廊道补充帷幕灌浆,对排水廊道进行固结+帷幕+回填灌浆。通过灌浆处理后,效果良好,表明灌浆工程有效的将导致坝基渗漏的上下游的裂隙通道封闭,并顺利的经受了随后的汛期洪水考验,大坝安全得到保障。     

Unity of the national and the international in the socio-cultural development of the peoples of the USSR

International unity is becoming ever stronger in this country owing to an increasing similarity in the development of the cultural environment. This comprises the provision of all the country's republics with a sufficient number of schools, theatres, and other institutions and cultural information media in accordance with the needs of the population. An important part is played by the rise in ‘the general educational level, as well as the level of professional qualifications and skills. Among all the Soviet nations and nationalities, this rise being more rapid among formerly backward peoples. Prominent among the factors of internationalization is the progressive development of the nationalities’ cultural resources, while professional culture is being increasingly brought within the reach of the masses.The implementation of the nationalities policy promotes the all-round development of all Soviet nations and nationalities, their drawing together, the upsurge of the individual capabilities of every Soviet citizen.     

某高速公路下伏煤矿采空区稳定性分析

在论述某高速公路下伏砦脖煤矿采空区地质、采矿和工程地质特征的基础上, 进行了稳定性数值模拟分析, 定性与定量地分析与评价了该煤矿采空区的地表变形特征及稳定性。研究结果表明: 该煤矿采空区的变形尚未完成, 对拟建的高速公路将产生很大的危害, 必须采取相应的工程治理措施。      

Report of the restudy of the defined global stratotype of the base of the Silurian System

The Global Stratotype Section and Point （GSSP） for the base of the Silurian System was defined in 1985. Since that time, a number of researchers have suggested that this section has serious deficiencies for use as a GSSP. As a result, in 2000, the Subcommission on Silurian Stratigraphy （SSS） proposed undertaking a formal restu@ of this GSSP, which was subsequently approved by the International Commission of Stratigraphy （ICS）. The result of this restudy was the formal proposal that the current GSSP, at 1.6 m above the base of the Birkhill Shale, at Dob＇s Linn, Scotland, should be maintained as the same locality and stratigraphic level, but the bios- tratigraphical definition of the boundary should be revised. The previously defined, basal Silurian grapto- lite zone, the Parakidograptus acuminatus Zone, should be subdivided into a lower Akidograptus ascensus Zone and a higher E acuminatus Zone. The base of the A. ascensus Zone, marked by the first appearance of A. ascensus, should be regarded as the biostratigraphic mark for the base of the Silurian. This proposal has now been formally approved by the SSS and ICS, and ratified by International Union of Geological Sciences. This is the first GSSP to undergo formal restudy and redefini- tion, and the proposal also included a recommended procedure for restudy of GSSPs.     

Calculation of the Inverse of the Covariance

In reservoir characterization, the covariance is often used to describe the spatial correlation and variation in rock properties or the uncertainty in rock properties. The inverse of the covariance, on the other hand, is seldom discussed in geostatistics. In this paper, I show that the inverse is required for simulation and estimation of Gaussian random fields, and that it can be identified with the differential operator in regularized inverse theory. Unfortunately, because the covariance matrix for parameters in reservoir models can be extremely large, calculation of the inverse can be a problem. In this paper, I discuss four methods of calculating the inverse of the covariance, two of which are analytical, and two of which are purely numerical. By taking advantage of the assumed stationarity of the covariance, none of the methods require inversion of the full covariance matrix.     

Deviation of the major axis of the inertia ellipsoid of the Moon from the direction toward the Earth

It is known from observations that the center of mass of the Moon does not coincide with the geometric center of its figure, and the line connecting these two centers is not aligned with the direction toward the center of the Earth, instead deviating toward the Southeast. This stationary deviation of the axis of the inertia ellipsoid of the Moon to the South of the direction toward the Earth is analyzed. A system of five linear differential equations describing the physical libration of the Moon in latitude is considered, and these equations are derived using a new vector method taking into account perturbations from the Earth and partly from the Sun. The characteristic equation of this system is obtained, and all five oscillation frequencies are found. Special attention is paid to the fifth (zero) frequency, for which the solution of the latitude libration equations are stationary and represents a previously unknown additional motion of the rotational axis of theMoon in a cone with a small opening angle. In contrast to the astronomical precession of the Earth, the rotation of the angular-velocity vector is in the positive direction (counter-clockwise), with the period T ₃ = 27.32 days. On this basis, this phenomenon has been named “quasi-precession.” This quasi-precession leads to a stationary inclination of the major axis of the inertia ellipsoid of theMoon to the South (for an observer on Earth), making it possible to explain one component of the observed deviation of the center of mass of the Moon from the direction toward the Earth. The opening angle of the quasiprecession cone is approximately 0.834″.     

Artemia in the Salt Lakes of Russia:the Productivity of Populations,the Reserves of the Cysts and the Fisheries

正Artemia cysts are an extremely important component of aquaculture diets.It is well established that the cultivation of fish and shellfish derive substantial health and growth advantages when Artemia are included in the diets of the