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1.
常婵  郭艳涛  花卫华 《江苏地质》2018,42(3):452-458
地球化学元素异常的空间分布受限于地质背景、矿产空间分布和景观特征等因素,单元素异常图的绘制不应仅依据采样数据由计算机追踪等值线图的方法自动勾绘。传统的手工圈定方法效率低、受人为因素影响大。基于SVM(Support Vector Machine,支持向量机)提出了一种可以考虑地质约束的单元素异常圈定方法,并加入地质单元分区、地质构造等约束条件。该方法可以高效绘制出单元素异常图,并成功应用于2个实例中。  相似文献   

2.
研究区地球化学景观属于甘肃北山干旱荒漠戈壁残山区,通过1∶2.5万水系沉积物测量在北山盐池黑山一带圈定多处金弱异常。为突出成矿及指示元素的地球化学异常特征,提高找矿效果,优选水系沉积物测量金弱异常,开展1∶1万岩屑测量,利用相关性及R型聚类分析对元素组合特征进行分析、归纳,并圈定单元素异常和综合异常。对成矿前景较好的2处综合异常,采用踏勘追索、大比例尺地质填图及探槽等手段进行查证,发现了盐池黑山南金矿,实现了在水系沉积物弱异常区的找矿突破,研究成果充分证实岩屑测量在甘肃北山干旱荒漠戈壁残山区进行地质找矿的有效性,为北山水系沉积物测量弱异常区找矿提供了新的途径。  相似文献   

3.
There is lack of research and documentation of actual (as opposed to theoretical) benefits (e.g., mineral deposit discovery) of developments in compositional data analysis and imputation of censored values to mineral exploration geochemistry. In the present study, analyses of logratio- and ln-transformed stream sediment geochemical data containing ca. 30% of samples with censored values of a pathfinder element for the mineral deposit-type of interest yielded the following findings. Exclusion of those samples supports interpretation of multi-element anomalies reflecting the presence of mineralization. However, the multi-element anomaly maps obtained by exclusion of those samples are barely better than the multi-element anomaly maps derived by inclusion of those samples after replacing the censored values with 1/2 of detection limit or with imputed values. Logratio (i.e., alr, clr, or ilr) transformation, compared to ln-transformation, of stream sediment geochemical data does not improve mapping of pathfinder element anomalies reflecting the presence of mineralization. However, stream sediment geochemical data, excluding or including censored values (replaced with 1/2 of detection limit or with imputed values), should be clr- or ilr-transformed to enhance recognition of anomalous multi-element associations reflecting the presence of mineralization. The anomaly maps of multi-element associations derived from ilr-transformed data are better, albeit slightly, than the anomaly maps of multi-element associations derived from clr-transformed data. In the present study, the main benefit of either clr- or ilr-transformation, compared to either ln- or alr-transformation, of stream sediment geochemical data is the enhancement of anomalous multi-element associations reflecting the presence of mineralization. This is an important benefit because variations in trace element concentrations in regional-scale stream sediment geochemical data are mostly due to lithology and other factors (or processes) unrelated to mineralization. Further investigations of various exploration geochemical data are needed to demonstrate and document the actual (as opposed to theoretical) benefits of developments in compositional data analysis and imputation of censored values to mineral exploration.  相似文献   

4.
覆盖区矿产综合预测思路与方法   总被引:1,自引:0,他引:1       下载免费PDF全文
成秋明 《地球科学》2012,37(6):1109-1125
围绕覆盖区矿产综合预测的基本思路和关键方法问题,讨论了非线性矿产预测理论和方法如何在覆盖区矿产综合预测中发挥作用,重点介绍了成矿奇异性理论与非线性矿产预测方法在覆盖区矿产预测“弱信息”提取、“复合叠加信息”分解、“缺失和不完整信息”融合等关键问题中的应用.结合正在实施的中国地质调查局“覆盖区矿产综合预测”计划项目,介绍了三方面的研究进展:(1)覆盖层中地球化学元素迁移机理与覆盖层对地表地球化学异常的屏蔽和衰减作用;(2)如何识别由于覆盖层影响而造成的“弱”且“复杂”的地球化学异常;(3)如何综合具有缺失或不完整的多元勘查信息以达到提高覆盖区矿产综合预测精度、降低预测不确定性的目的.以东天山戈壁沙漠覆盖区海相火山岩型铁矿、大兴安岭南部草原覆盖区铁多金属矿、武夷山层控矽卡岩型铁矿等矿床预测为例,介绍了综合预测方法的应用过程和应用效果.研究结果表明,奇异性理论和分析方法可以有效地用于提取水系沉积物地球化学和地球物理(重、磁)弱异常,合理分解复合叠加异常,在此基础上,采用地球化学和地球物理异常的数据融合技术,分别建立了推断铁镁质火山岩、中酸性侵入岩、矽卡岩和热液蚀变等成矿或控矿地质要素的综合信息模型,以及基于综合预测要素建立的覆盖区矿产预测后验概率证据权模型和模糊逻辑模型.应用结果显示,介绍的预测方法不仅可以在出露区圈定成矿远景区,而且在戈壁沙漠覆盖区及第三、第四系松散沉积物覆盖区等均可圈出具有重要资源潜力的远景区,这些远景区往往会被传统的预测方法所遗漏.   相似文献   

5.
Cluster analysis can be used to group samples and to develop ideas about the multivariate geochemistry of the data set at hand. Due to the complex nature of regional geochemical data (neither normal nor log-normal, strongly skewed, often multi-modal data distributions, data closure), cluster analysis results often strongly depend on the preparation of the data (e.g. choice of the transformation) and on the clustering algorithm selected. Different variants of cluster analysis can lead to surprisingly different cluster centroids, cluster sizes and classifications even when using exactly the same input data. Cluster analysis should not be misused as a statistical “proof” of certain relationships in the data. The use of cluster analysis as an exploratory data analysis tool requires a powerful program system to test different data preparation, processing and clustering methods, including the ability to present the results in a number of easy to grasp graphics. Such a tool has been developed as a package for the R statistical software. Two example data sets from geochemistry are used to demonstrate how the results change with different data preparation and clustering methods. A data set from S-Norway with a known number of clusters and cluster membership is used to test the performance of different clustering and data preparation techniques. For a complex data set from the Kola Peninsula, cluster analysis is applied to explore regional data structures.  相似文献   

6.
Empirical discriminant analysis classified multivariate data from 2174 geochemical reconnaissance samples from South Greenland, so that they were related to known geological units or characterized as outliers. Training sets, comprising 514 samples from 14 geologic units were selected in order to reflect only the background conditions of each geological unit. A smoothing parameter of 0.5 maximized correct classification of the training sets and extracted a reasonable number of outliers (289, 13% of the samples) representing geographically grouped anomalies. Plots of the geochemical samples classified into the geological units corresponded well to the geological map.Q-mode cluster analysis classified the 289 outliers into 30 groups with different element associations. All types of mineral occurrence known in South Greenland could be recognized amongst the clusters. For example, there were seven clusters which were characterized by samples with high U values and different associated elements each one related to a different type of U mineralization. Another cluster containing samples with high Zr, Nb, and Y values reflects recently discovered pyrochlore mineralization. Other clusters were explained on the basis of geological units which were too small to be mapped or included amongst the training sets.Empirical discriminant analysis successfully reduced the multivariate data to one map, which made it easier to evaluate the varying element levels over the different geological units. Incorrectly classified samples require follow-up in order to appraise the accuracy of the geological mapping. Classification of the outliers by cluster analysis assists both in identifying samples influenced by mineral occurrences and in predicting the type of mineralization to be expected, thereby substantially aiding in the selection of areas for mineral exploration.  相似文献   

7.
严新泺 《地质与勘探》2019,55(S1):394-407
通过在广西那坡地区开展1:5万水系沉积物测量,并以获得的地球化学数据为基础,分析研究了水系沉积物中元素含量分布、相关关系、组合特征,圈定了元素异常,划分出6个综合异常远景区;结合异常区域的地质背景、成矿地质条件等因素评价其找矿潜力,认为工作区Pb、Zn、Au、Sb、W矿找矿潜力较大,为下一步地质找矿工作指明方向。  相似文献   

8.
夏河县地区位于中秦岭断褶带西段,观音大庄—力士山断裂带南侧、夏河—合作断裂带中部,属夏河—合作成矿带。通过开展1 ∶ 5万水系沉积物测量工作,并对异常进行查证解释,从区域地质背景和矿区地质特征入手,重点分析了甘加贡玛—阿姨山地区的水系沉积物金异常,表面该区水系沉积物异常分布与构造展布方向一致,金异常对地层的选择性明显;通过对水系沉积物测量中Au、Ag、Cu、Pb、Zn、As 、Sb、Hg、Cr、Ni、Sn、W、Mo、Bi等14种元素分析结果进行R型聚类分析和相关性分析,得出区内可选用Au、Cu、Pb、Zn 4种元素作为主成矿元素进行成矿预测。  相似文献   

9.
新疆哈拉奇地区地球化学分区特征及地质意义   总被引:1,自引:0,他引:1  
水系沉积物测量是勘查地球化学一种重要方法。随着勘查地球化学的深入发展,有关地球化学异常圈定的方法已成为人们关注的焦点。采用R型因子分析方法,对哈拉奇地区水系沉积物测量所取得的数据进行统计处理,提取了具有代表性的5种因子组合类型,同时以因子得分为综合指标,绘制了因子得分等值线图并制作了元素组合分区图。通过综合分析,地球化学分区图反映了不同地段中以相应的元素组合类型为主的地球化学异常及地质成因信息,同时与主要控矿因素的空间分布比较一致,为研究区地质找矿提供新方向。  相似文献   

10.
以贵州龙场地区水系沉积物中的Pt、Pd异常为研究对象,选择相容性接近的7对元素比值Cr/Ni、Nb/Ta、Pd/Pt、Rb/Cs、Sr/Ba、Th/U和Zr/Hf以及CaO、TFe2O3作为地球化学示踪指标,对龙场地区水系沉积物的物质来源组成进行了示踪探讨。结果表明:(1)龙场地区水系沉积物的物质来源主要为玄武岩风化产物,其中的高含量Pt、Pd是对玄武岩层中Pt、Pd高背景的继承和进一步浓缩富集;(2)根据对分布在灰岩区的水系沉积物物质来源的地球化学示踪研究,推测部分样品的物质来源应为玄武岩和灰岩风化产物;(3)根据对红岩村的水系沉积物物质来源的示踪研究,推断有热液活动和基性-超基性侵入体的物质成分,预测该地区具有一定的找矿远景。  相似文献   

11.
1∶5万水系沉积物测量显示,平然地区矿化异常是一个以Cu、Ni、Co异常为主,伴随有Cr、V、Ti等的多元素组合异常,体现了基性—超基性岩石的成矿专属性。对元素分布特征、单元素异常特征、异常元素组合特征进行了研究,得出该区异常主要受区域性NW向断裂构造和基性—超基性岩石控制。对平然地区水系沉积物测量数据聚类分析表明,15种元素可以分为三类:Ni、Cr、Cu、V、Co、Zn、Ti为一类,反映了与基性—超基性岩有关的元素分布、富集特征和相关矿化信息;As、Sb、Pb为一类,反映了与中低温热液作用有关的矿化信息;剩余元素的相关性差,归为一类。平然地区F1主因子可能代表了与基性—超基性有关的Cu、Ni、Co矿化。对平然地区3806个样品分别计算F1因子得分,得分大于2的607个样品分布特征与Cu、Ni、Co异常分布特征大致吻合。因此,Cu、Ni、Co异常区域及F1因子得分大于2的样品所在区域的重叠处应该是以Cu、Ni、Co为主的重点找矿区域。  相似文献   

12.
The Dashuigou tellurium (Te) deposit in Shimian city, Sichuan Province is the only known independent Te ore deposit in China. Samples were collected by 1/50,000 stream sediment survey and analyzed by inductively coupled plasma–mass spectrometry, X-ray fluorescence spectrometry, emission spectrometry, and atomic absorption spectroscopy. An ore prospecting model for the Dashuigou Te deposit was then established. In the Dashuigou area, bismuth (Bi), Te, and gold (Au) concentrations in stream sediment samples displayed weak-positive anomalies, while silver (Ag) displayed a weak-negative anomaly. Bi, Te, Ag, and Au anomalies are regarded as indicators of Te deposits; the greater the ratio of Te?+?Bi/Au?+?Ag, the larger the possibility of an independent tellurobismuthite deposit. The ratio calculated from our samples is 7.288. Five locations were identified for prospecting for Te minerals by this model, including the northern part of the Dashuigou Te deposit, Majiagou, Tizigou, southeastern Miaoping, and northern Baishuihe. These five regions are within the Dashuigou dome anticline, the exposed strata of which are controlled by tracing the tensile shear fracture; the metallogenic geological conditions and geochemical characteristics are the same as those of the known Dashuigou Te deposit. Already, Te–Bi veins have been found in some of these areas.  相似文献   

13.
西藏地堡那木岗矿区水系沉积物地球化学特征及找矿预测   总被引:1,自引:0,他引:1  
利用SPSS等软件对矿区1:5万水系沉积物地球化学数据分析,选用平均值±3倍标准差(X±3S)作为上下限反复剔除原始数据的特值,使元素含量服从正态分布.最后以X+2S作为异常下限(T),以1T、2T、4T三级浓度分带,圈定Cu、Au、Ag、Mo单元素异常和Au-Ag-Mo综合元素异常,揭示矿区内水系沉积物地球化学异常特征.将异常区与矿区地质特征、矿床(点)套合分析,表明异常受地层、断裂、围岩蚀变控制,对寻找矿(化)体、断层、围岩蚀变带有指示作用.最终,优选2处远景区,分别为3号综合异常区中心北北西方向至北东向断裂附近,1号、2号综合异常区及其东侧组成一个走向为东西向的异常带.  相似文献   

14.
张海洪 《地质与勘探》2022,58(3):573-584
吉林省敦化尔站矿区位于吉黑东部多金属成矿带中南部,以往资料表明有Mo、Cu等元素地球化学异常和斑岩体存在。为查明该区成矿条件,明确勘探思路,开展了水系沉积物、土壤元素地球化学和地物化综合剖面测量工作。通过对各元素分布、相关性和异常特征研究,发现水系和土壤地球化学异常具有较好重现性,R型聚类分析表明Mo与As、W元素相关性较好,主成矿元素为Mo元素,在地球化学高异常和低阻高极化率区域进行异常查证,发现钼矿体6条。钼矿体产于晚二叠世蚀变似斑状二长花岗岩体及其与围岩接触带,主要受北东向构造带控制,Mo和As等元素地球化学异常与矿体和蚀变带的辉钼矿、黄铁矿等关系密切。综合分析尔站矿区成矿地质条件,在已发现矿体北东和南东圈定靶区2个,区域上含前寒武系残片呈北东向展布的晚古生代花岗岩区是重点找矿地段。  相似文献   

15.
《Comptes Rendus Geoscience》2018,350(4):180-191
The delineation of populations of stream sediment geochemical data is a crucial task in regional exploration surveys. In this contribution, uni-element stream sediment geochemical data of Cu, Au, Mo, and Bi have been subjected to two reliable anomaly-background separation methods, namely, the concentration-area (C–A) fractal and the U-spatial statistics methods to separate geochemical anomalies related to porphyry-type Cu mineralization in northwest Iran. The quantitative comparison of the delineated geochemical populations using the modified success-rate curves revealed the superiority of the U-spatial statistics method over the fractal model. Moreover, geochemical maps of investigated elements revealed strongly positive correlations between strong anomalies and Oligocene–Miocene intrusions in the study area. Therefore, follow-up exploration programs should focus on these areas.  相似文献   

16.
This study utilizes three major data sources: distribution of geological units; density, type, age and distribution of mineral deposits; and elemental analyses from regional geochemical stream sediment surveys to define parameters that ‘characterize’ tectonic terranes in northern British Columbia. A similar approach could be applied anywhere in the Canadian Cordillera.This area, NTS map sheets 104N, 104O and 104P along the British Columbia-Yukon border, forms a transect through allochthonous terranes into North American rocks. These are: the allochthonous island-arc Stikine, oceanic Cache Creek, cataclastic Yukon/Tanana, and island-arc Quensel terranes, the pericratonic Dorsey terrane; the parautochthonous oceanic Sylvester allochthon; and the autochthonous miogeoclinal North American Cassiar terrane. Plutonic rocks of Jurassic-Cretaceous to Tertiary age intrude all terranes.Data sources used in the study are geological base maps and reports, the Ministry of Energy Mines and Petroleum Resources' mineral deposit database (MINFILE) and analytical data from the National Regional Geochemical Survey stream sediment and water sampling program.Geological maps were compiled from various sources and plotted to act as bases for geochemical and mineral deposit overlays for analysis and interpretation.Geochemical samples were separated into background and anomalous populations and compared according to their source terranes. We found that mean concentrations from background sample populations for some elements are statistically distinctive for different terranes. Unfortunately, elemental correlation coefficients for the terranes are similar so cannot be used to characterize each terrane.Data on mineral deposits and occurrences were compiled from minfile and other sources. Particular attention was paid to deposits with histories of production or significant reported reserves. Deposits were sorted by type and commodity to produce synoptic metallogenic maps.The combined data from geological, geochemical and mineral deposit databases form a strong tool for interpreting and predicting patterns of mineralization.  相似文献   

17.
勘查地球化学是地质找矿的一种重要手段,而能否有效地提取地球化学异常决定了化探工作的成败。模糊决策树技术是近年来迅速发展的一种数据挖掘方法,笔者在系统总结前人研究成果的基础上提出了一种简单模糊决策树的思想来提取地球化学异常,以三江南段地区1∶20万水系沉积物测量数据为例验证了该技术在寻找多金属矿方面的可行性。结果表明:该方法提取的地球化学元素组合异常与现有矿点吻合程度好,明显优于使用元素累加和求取异常的做法。模糊决策树技术用于提取地球化学异常不仅具有理论价值,而且对三江南段地区的矿产勘查具有指导意义。  相似文献   

18.
靳平 《物探与化探》2008,32(4):354-357
石鸡坝地区的金地球化学特征受地层、构造和沿构造发育的岩脉的控制,其水系沉积物和土壤测量的异常主元素组合为Au、Hg、As、Sb。根据不同小区的地质特征和背景,选用不同的异常下限圈定异常,尤其是Au异常,不但异常规模大,峰值高,而且具很好的浓度分带,浓集中心明显。多处异常浓集部位采用工程揭露验证,发现规模和品位较可观的金矿体,已经形成了阳山(大型)、新关(中型)、后斗湾(小型)、关牛湾(小型)等金矿床。矿体与异常的对应性相当吻合,说明水系沉积物和土壤测量方法在该区的效果和结果可靠。通过对比和分析,提出了对区内其他异常和弱小异常研究和验证的必要性,找到该类金矿的前景很大。  相似文献   

19.
Regional geochemical secondary negative anomalies and their significance   总被引:1,自引:0,他引:1  
Research involving secondary negative anomalies and their application in regional stream sediment surveys has been scarce. Conventionally, negative anomalous threshold values have been calculated in the same way as positive anomalous threshold values. But the conventional methods all have drawbacks which hinder their application. In this paper, we have chosen to delineate negative (and/or positive) anomalies using contrast values in order to overcome the drawbacks.Regional stream sediment surveys at a scale of 1 : 200 000 have been carried out in western Jungger, Shanxi, Kunlun, northwestern Jiangxi, and other areas in China. The geochemical data were processed using System RESMA.On the basis of the distribution of negative and positive single-element anomalies, three possible arrangements may occur: (1) negative anomalies accompanied by positive anomalies; (2) only positive anomalies occurring with no negative anomaly nearby; (3) only negative anomalies, with no positive anomaly nearby. These situations reflect different geological settings and different mineral forming processes. Basically, two different distribution patterns of regional negative anomalies in relation to the backgrounds — low background (LB) and high background (HB) —may be observed in different geological environments: (1) regional negative anomalies are distributed only around the positive anomalies in the LB area; (2) regional negative anomalies can exist on the periphery of positive anomalies in both LB and HB areas.Two kinds of patterns for regional multi-element negative and positive anomalies reflecting different geological processes have been noted: (1) coincident positive anomalies for one group of elements and negative anomalies for another group of associated elements can be used to uniquely define ore deposition; (2) regional positive multi-element anomalies of some elements (including ore and associated elements) occurring over a deposit are accompanied by negative anomalies on the periphery of the deposits. Two regional models of negative and positive anomalies are established for Au and Cu deposits.Integration of multi-element positive and negative composited geochemical anomalies are much more useful than positive anomalies or positive composited anomalies to delineate regional structures.  相似文献   

20.
河南渑池铝土矿成矿区地球化学背景   总被引:3,自引:0,他引:3  
王燕茹 《地质与勘探》2012,48(3):526-532
[摘 要]地球化学元素的分布特征反映了元素矿化富集规律。本文在了解矿床地质背景及地球化学性质的基础上,通过对河南渑池地区水系沉积物地球化学测量数据的统计分析,着重研究铝土矿成矿区的地球化学背景,寻找地球化学找矿指标,希望对以后的勘察工作有所借鉴。研究区的铝土矿带位于石炭系本溪组地层中,且本溪组不整合覆盖于奥陶纪地层之上。与上层地层相比,矿层富含Al2O3、高场强元素(HSFS),尤其是硼元素。对水系沉积物地球化学数据进行分析,得出反映元素分布形态的地球化学图,结果表明,只有B 元素可以明确反应铝土矿的空间分布位置。矿床点一般沿硼元素高值区边界分布,表明B 元素可以作为河南渑池铝土矿成矿区的地球化学找矿指标。  相似文献   

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