大数据环境下内蒙古浩布高地区铅锌多金属矿智能矿产预测研究

传统机器学习算法已广泛应用于矿产预测,但面对地质大数据的高维稀疏、不平衡小样本等特性仍缺乏有效处理和分析的方法,设计适合地质大数据特点的机器学习算法是智能矿产预测亟需解决的新问题。本文以内蒙古浩布高地区的铅锌多金属矿产预测为例,提出了一种面向地质大数据的半监督协同训练矿产预测模型。首先对研究区地质找矿信息和地球化学异常信息进行定量分析,提取断裂构造、二叠系地层、燕山期侵入岩、地层与岩体接触带、围岩蚀变及Pb、Zn、Sn、Cu地球化学异常共9种找矿因子。然后利用递归特征消除法优选找矿因子组合,不包括Sn异常在内的8个找矿因子组合被选为最优组合。最后,利用支持向量机和随机森林算法作为基分类器进行半监督协同训练矿产预测,绘制成矿概率分布图。ROC曲线和预测度曲线分析结果表明,半监督协同训练模型的AUC值和预测效率都高于随机森林和支持向量机模型。研究结果也为大数据环境下的智能矿产预测提供了一种新的思路。     

基于高分二号卫星数据的煤矿区地质灾害信息提取研究

随着遥感数据获取技术和能力的全面提高,遥感数据呈现出明显的大数据特征。发展适应于遥感大数据的智能分析和信息挖掘技术,成为当前遥感技术研究的前沿。高分二号（GF-2）卫星数据是我国首颗自主研发的亚米级高分辨率卫星数据,具有观测幅宽、重访周期短、高辐射精度、高定位精度等优势,为未来我国地质灾害的长期、动态地监测和研究提供了高精度、稳定可靠的数据源。本文选取安徽谢桥煤矿2015年1月8日的GF-2卫星影像为研究数据,在对煤矿区主要地质灾害遥感地学分析的基础上,采用面向对象的影像分析方法对研究区由采煤活动所诱发的地质灾害信息进行自动提取。结果表明：利用GF-2卫星数据能够有效地识别地质灾害体的位置、范围、形态等空间分布特征;面向对象的自动提取方法对于煤矿区大面积的积水塌陷盆地、小规模的塌陷坑和线性的地裂缝都有很高的提取精度,识别精度达90% 以上;基于逐层剔除的思路构建的提取规则,为GF-2数据在地质灾害调查和大数据分析中的应用提供了很好的技术支持,也为其它地物目标的提取提供了参考,但在特征的选择和阈值的设定上需要具体分析。     

新时代地热行业发展特点及几点思考

当前,中国特色社会主义进入了新时代,社会各项建设取得重大成就,地热产业也发展壮大。在大力倡导生态文明建设、推进绿色发展、提升环境保护、推进资源的节约和循环利用的社会发展形势下,一些重要规划和政策的实施、一批重点区域和重大项目的建设、大量地热能开发利用新技术的推广,又给地热产业带来了新的发展契机。不同形式、不同利用方式的地热能都将迎来更广阔的市场、更高的产业增长态势。为顺应新时代行业发展,地热产业应抓住机遇,迎接挑战,创新突破,成就未来。本文将从上位决策、项目建设、技术创新、管理等方面,分析当下地热行业发展的形势、特点和存在的问题,提出相关建议,以共同探讨,相互借鉴。     

A modified mix-differenced approach for estimating multi-GNSS real-time satellite clock offsets

A modified mixed-differenced approach for estimating multi-GNSS real-time clock offsets is presented. This approach, as compared to the earlier presented mixed-differenced approach which uses epoch-differenced and undifferenced observations, further adds a satellite-differenced process. The proposed approach, based on real-time orbit products and a mix of epoch-differenced and satellite-differenced observations to estimate only satellite clock offsets and tropospheric zenith wet delays, has fewer estimated parameters than other approaches, and thus its implementing procedure is efficient and can be performed and extended easily. To obtain high accuracy, the approach involves three steps. First, the high-accuracy tropospheric zenith wet delay of each station is estimated using mixed-differenced carrier phase observations. Second, satellite clock offset changes between adjacent epochs are estimated using also mixed-differenced carrier phase observations. Third, the satellite clock offsets at the initial epoch are estimated using satellite-differenced pseudorange observations. Finally, the initial epoch clock results and clock offset changes are concatenated to obtain the clock results of the current epoch. To validate the real-time satellite clock results, multi-GNSS post-processing clock products from IGS ACs were selected for comparison. From the comparison, the standard deviations of the GPS, GLONASS, BeiDou and Galileo systems clock results are approximately 0.1–0.4 ns, except for the BeiDou GEO satellites. The root mean squares are about 0.4–2.3 ns, which are similar to those of other international real-time products. When the clock estimates were assessed based on a pseudo-kinematic PPP procedure, the positioning accuracies in the East, North and Up components reach 5.6, 5.5 and 7.6 cm, respectively, which meet the centimeter level and are comparable to the application of other products.     

Estimating satellite phase fractional cycle biases based on Kalman filter

Phase fractional cycle biases (FCBs) originating from satellites and receivers destroy the integer nature of PPP carrier phase ambiguities. To achieve integer ambiguity resolution of PPP, FCBs of satellites are required. In former work, least squares methods are commonly adopted to isolate FCBs from a network of reference stations. However, it can be extremely time consuming concerning the large number of observations from hundreds of stations and thousands of epochs. In addition, iterations are required to deal with the one-cycle inconsistency among FCB measurements. We propose to estimate the FCB based on a Kalman filter. The large number of observations are handled epoch by epoch, which significantly reduces the dimension of the involved matrix and accelerates the computation. In addition, it is also suitable for real-time applications. As for the one-cycle inconsistency, a pre-elimination method is developed to avoid iterations and posterior adjustments. A globally distributed network consisting of about 200 IGS stations is selected to determine the GPS satellite FCBs. Observations recorded from DoY 52 to 61 in 2016 are processed to verify the proposed approach. The RMS of wide lane (WL) posterior residuals is 0.09 cycles while that of the narrow lane (NL) is about 0.05 cycles, which indicates a good internal accuracy. The estimated WL FCBs also have a good consistency with existing WL FCB products (e.g., CNES-GRG, WHU-SGG). The RMS of differences with respect to GRG and SGG products are 0.03 and 0.05 cycles. For satellite NL FCB estimates, 97.9% of the differences with respect to SGG products are within ±?0.1 cycles. The RMS of the difference is 0.05 cycles. These results prove the efficiency of the proposed approach.     

Destressing Mechanics Effect of Surrounding Rock Induced by Blasting Precondition at Deep Drift Development

Geotechnical and Geological Engineering - Using a detailed modeling simulation technology, a mechanics simulation model was constructed, including multiple development rounds, stress relief holes...     

Identification of the Main Control Factors and Failure Modes for the Failure of Baiyuzui Landslide Control Project

Geotechnical and Geological Engineering - The failure of landslide control project presents a deformation that continues to develop along the crack system, and the continuous failure of mechanical...     

青岛连三岛地区“荆山岩群”高压变质岩的变质时代和变质演化特征

青岛连三岛地区原划为古元古界荆山岩群中出露各类片岩、片麻岩。本文在前人研究的基础上,对连三岛地区出露的含榴黑云母斜长片麻岩、含榴云母片岩和含榴黑云母钾长片麻岩,进行详细的岩相学和矿物化学研究,确定其变质温压条件及其P-T演化轨迹,并采用LA-ICP-MS锆石U-Pb定年,获得了3个样品的原岩时代和变质时代,为全面深入认识其变质属性提供了进一步的重要依据。根据岩相学和矿物化学成分可以识别出两期矿物组合:第一期(峰期变质阶段)为Grt1+Kfs+Aln+Ph+Qtz;第二期(退变质阶段)为Grt2+Pl+Ep+Bt+Qtz;依据多硅白云母Si压力计、锆石Ti温度计以及GB-GBPQ矿物温压计,确定其峰期变质和退变质的温压条件分别为T=600～817℃、P=2.4～2.6GPa和T=431～456℃、P=0.48～0.82GPa。结合白云母部分熔融现象,上述两个变质阶段构成了一个折返早期升温降压,后穿过多硅白云母熔融反应线,最后降温降压的顺时针型演化的P-T轨迹。CL图像显示3个样品的锆石均具有典型的岩浆核-变质边结构;结合LA-ICP-MS锆石原位微区U-Pb定年和微量元素分析,3个样品分别获得了769～756Ma、～223Ma和213～216Ma三组年龄,分别与苏鲁造山带其他高压-超高压变质岩的新元古代原岩时代(700～800Ma)、峰期变质时代(240～225Ma)和角闪岩相退变质时代(215～205Ma)一致。对样品含榴黑云母斜长片麻岩(17LSD-1)和含榴云母片岩(18LSD-2)进行锆石Hf同位素分析,获得样品17LSD-1的ε_(Hf)(t)=-23.2～2.8、t_(DM2)~C(Hf)=1712～2845Ma,表明其原岩主要来源于古元古代陆壳重熔;样品18LSD-2的ε_(Hf)(t)=-13.9～8.6、t_(DM2)~C(Hf)=1113～2358Ma,表明样品形成时壳源物质成分占主导地位,同时部分幔源或新生地壳物质的加入,导致少部分ε_(Hf)(t)偏正值。Hf同位素结果表明连三岛变质岩原岩的形成与扬子板块新太古代-早古元古代的陆壳重熔有关。对比前人的相关数据,无论是原岩时代、变质年龄还是变质演化特征,本文研究的连三岛地区片岩/片麻岩与苏鲁造山带的部分变质岩均具有相似的原岩属性和变质属性,因此推断其应归属为苏鲁超高压变质带的一部分,是三叠纪扬子板块向华北板块俯冲碰撞引发的高压-超高压变质事件的产物,不应再作为岩石地层单元划归为"荆山岩群"。     

内蒙古黄岗梁铁锡矿床中红色萤石的地球化学特征及成因探讨

内蒙古黄岗梁萤石呈现稀有的红色特征,该颜色萤石全球产量稀少,本文利用LA-ICP-MS原位测试技术对其微量元素地球化学特征进行了系统分析,探讨黄岗梁铁锡矿床中红色萤石的成因。微量元素分析结果显示黄岗梁萤石样品中总稀土元素含量较低,并表现出左倾的富集重稀土特征,其中红色和粉色萤石的稀土元素配分曲线显示出Dy-Tm拱顶式凸起的配分模式,表明其结晶作用发生在成矿流体演化的最后阶段;Y/Ho比值104~197,与热液成因萤石一致,且La/Ho比值为0.027~0.126,具强的负异常,表明了黄岗梁萤石为热液成因;Ce/Ce^*比值0.57~0.98,Eu/Eu^*比值0.22~0.63,均表现出负异常,表明形成黄岗梁萤石的热液流体是在相对还原环境下形成且温度高于200℃。综合分析萤石的地球化学特征和其与围岩的接触关系,认为黄岗梁萤石主要分为两阶段结晶,一阶段为与石英同期结晶形成红色、粉色部分,二阶段为在石英形成后结晶形成的由阳起石他色致色的绿色部分,而黄岗梁萤石罕见的红色是由于Y元素较为富集且含量远高于其他稀土元素,从而形成YO₂色心并在萤石中作用而显色。