Use of Noise to Augment Training Data: A Neural Network Method of Mineral–Potential Mapping in Regions of Limited Known Deposit Examples     

Warick M. Brown  Tamás D. Gedeon  David I. Groves 《Natural Resources Research》2003,12(2):141-152

One of the main factors that affects the performance of MLP neural networks trained using the backpropagation algorithm in mineral-potential mapping isthe paucity of deposit relative to barren training patterns. To overcome this problem, random noise is added to the original training patterns in order to create additional synthetic deposit training data. Experiments on the effect of the number of deposits available for training in the Kalgoorlie Terrane orogenic gold province show that both the classification performance of a trained network and the quality of the resultant prospectivity map increasesignificantly with increased numbers of deposit patterns. Experiments are conducted to determine the optimum amount of noise using both uniform and normally distributed random noise. Through the addition of noise to the original deposit training data, the number of deposit training patterns is increased from approximately 50 to 1000. The percentage of correct classifications significantly improves for the independent test set as well as for deposit patterns in the test set. For example, using ±40% uniform random noise, the test-set classification performance increases from 67.9% and 68.0% to 72.8% and 77.1% (for test-set overall and test-set deposit patterns, respectively). Indices for the quality of the resultant prospectivity map, (i.e. D/A, D × (D/A), where D is the percentage of deposits and A is the percentage of the total area for the highest prospectivity map-class, and area under an ROC curve) also increase from 8.2, 105, 0.79 to 17.9, 226, 0.87, respectively. Increasing the size of the training-stop data set results in a further increase in classification performance to 73.5%, 77.4%, 14.7, 296, 0.87 for test-set overall and test-set deposit patterns, D/A, D × (D/A), and area under the ROC curve, respectively.  相似文献   

Use of Fuzzy Membership Input Layers to Combine Subjective Geological Knowledge and Empirical Data in a Neural Network Method for Mineral-Potential Mapping   总被引：3，自引：0，他引：3  

Brown  Warick  Groves  David  Gedeon  Tamás 《Natural Resources Research》2003,12(3):183-200

Use of GIS layers, in which the cell values represent fuzzy membership variables, is an effective method of combining subjective geological knowledge with empirical data in a neural network approach to mineral-prospectivity mapping. In this study, multilayer perceptron (MLP), neural networks are used to combine up to 17 regional exploration variables to predict the potential for orogenic gold deposits in the form of prospectivity maps in the Archean Kalgoorlie Terrane of Western Australia. Two types of fuzzy membership layers are used. In the first type of layer, the statistical relationships between known gold deposits and variables in the GIS thematic layer are used to determine fuzzy membership values. For example, GIS layers depicting solid geology and rock-type combinations of categorical data at the nearest lithological boundary for each cell are converted to fuzzy membership layers representing favorable lithologies and favorable lithological boundaries, respectively. This type of fuzzy-membership input is a useful alternative to the 1-of-N coding used for categorical inputs, particularly if there are a large number of classes. Rheological contrast at lithological boundaries is modeled using a second type of fuzzy membership layer, in which the assignment of fuzzy membership value, although based on geological field data, is subjective. The methods used here could be applied to a large range of subjective data (e.g., favorability of tectonic environment, host stratigraphy, or reactivation along major faults) currently used in regional exploration programs, but which normally would not be included as inputs in an empirical neural network approach.  相似文献   

北祁连西段鹰咀山蚀变碎裂岩型金矿床控矿因素和成因   总被引：7，自引：2，他引：7       下载免费PDF全文

叶得金  张作衡  赵彦庆 《地球学报》2003,24(4):311-318

本文论述了北祁连西段鹰咀山金矿床区域地质背景、矿床成矿地质条件、矿体特征、围岩蚀变、矿化和矿床地球化学特点，认为金矿床主要受多级断裂系统和火山碎屑岩控制，金矿化与蚀变碎裂岩带关系密切，是一种蚀变碎裂岩型金矿床。流体包裹体测温结果为中高温，成分以低盐度以及富CO2和H2O为特征；稳定同位素组成表明，成矿流体早期以岩浆水为主，晚期混有大量大气降水。  相似文献   

峪耳崖金矿的成矿时代裂变径迹研究   总被引：5，自引：0，他引：5  

汤云晖  袁万明  韩春明  董金泉  王世成 《地球学报》2003,24(6):573-578

通过峪耳崖金矿含矿岩体中的锆石、磷灰石裂变径迹分析，揭示了自中生代燕山期以来峪耳崖地区经历了频繁、多期次的热液活动，且与峪耳崖金矿的形成密切相关。锆石、磷灰石的裂变径迹年龄显示，金矿成矿时代主要为115～200Ma，成矿下限为82Ma。其中，115～190Ma是主要的成矿时期。成矿流体作用遍及整个岩体；流体的运移受到构造制约，具有NE—SW延伸的趋势；成矿流体具深部来源以及在地表水的参与下成矿。峪耳崖金矿的形成，与当时整个中国东部的动力学背景有关。  相似文献   

从成矿和变形时代的不耦合现象探讨康古尔金矿的成因   总被引：5，自引：0，他引：5  

陈文  韩春明  张彦  刘新宇 《地球学报》2003,24(6):579-583

位于塔里木盆地北缘的康古尔金矿出露于秋格明塔什-黄山巨型韧性剪切带中部，长期以来被当作剪切带型金矿加以研究。通过初步的同位素年代学研究却发现了成矿和变形时代的不耦合现象：康古尔金矿成矿时代在290Ma左右，而秋格明塔什-黄山韧性翦切带剪切变形时代在225～236Ma。如果认定康古尔金矿成矿作用发生在海西期，则发生于印支中-晚期的韧性剪切变形作用不仅不是康古尔金矿成矿作用的主因，而且对金矿的改造作用也是有限的。因此，康古尔金矿不能被称为剪切带型金矿。  相似文献   

广东东坑金矿控矿条件分析          下载免费PDF全文

方月新  吴锡丹 《沉积与特提斯地质》2003,23(2):86-89

东坑金矿产于震旦系云开群中亚群，北东向吴川—四会大断裂是区内的重要控矿构造，大田顶弧形构造控制了矿床、矿点的分布，北西向韧性剪切带使金矿脉群定位；岩浆岩为成矿提供硫源外，还提供了热源和部分金质；金矿赋存于近接触带的绿片岩中，接触带为矿脉群的聚集、充填提供了空间。  相似文献   

火山活动与金矿床   总被引：2，自引：2，他引：2       下载免费PDF全文

姜福芝  王玉往 《中国地质》2003,30(1):84-92

火山活动不仅对铁、铜多金属矿床的形成具有重要意义，而且对金矿形成也是至关重要的。笔者多年在火山岩分布区的工作的整理大量国内外大型超大型矿床矿田地质资料，深切地认识到火山作用在金矿形成过程中的重要意义。本文将从金矿床地质成因类型划分及其规模和资源量、各类型矿床的地质条件分析来说明这一认识，并初步总结了找矿工作中应注意的问题和标志，试图来推动火山岩地区金矿找矿工作。由于陆相火山岩金矿较为直观，因此本文着墨较少，而着重说明海底火山活动与金矿形成的内在联系。  相似文献   

河南金渠金矿区采用先进的SD法储量计算审定方法效果显著   总被引：1，自引：0，他引：1       下载免费PDF全文

陈国华  龚羽飞 《地质与勘探》2003,39(1):66-69

SD法是一种全新的储量计算和审定方法，是我国使用的三大储量计算方法（传统法、克里格法和SD法）之一。根据国土资源部的指示和 要求，三门峡金渠集团有限公司和北京恩地科技发展有限责任公司共同对河南省灵宝市金渠金矿区的6条矿脉、10个矿体的资源储量运用SD斜曲面法进行了全面的复核计算，有效地确定了各矿脉和矿体的储量数值及其地质可靠程度。  相似文献   

赣东北金矿矿源岩的区域岩石密度特征及找矿方向          下载免费PDF全文

周遗军郭友钊  张立为言会 李磊 《地质与勘探》2003,39(4):50-53

对研究区内金矿岩双桥山群的4336件岩石密度数据的统计分布、空间制图分析。得到岩石密度参数的地质制图，发现双桥山群岩石密度为偏态分布，推测岩石密度的增高可能是变质作用或成矿作用增强的反映，区内主要岩金矿床均分布在密度高异常区内，因此认为高密度异常区或重力正异常区，是区内岩金矿床的找矿远景区。  相似文献   

河南省文峪金矿床构造控矿规律研究   总被引：6，自引：2，他引：6       下载免费PDF全文

徐叶兵  范永香 《地质与勘探》2003,39(5):30-34

峪金矿床是小秦岭金矿带内一大型金矿床，属韧—脆性叠加剪切带石英脉型金矿，构造是其首要控矿因素。早期韧性剪切带只对矿脉起宏观控制作用。晚期的脆性断裂为含金石英脉的直接控矿构造。成矿期脆性断裂的多次继承性活动分别控制了热液期4个成矿阶段。脆性断裂形成的空间形态对矿体形态产状具控制作用。有利的矿化富集部位为：①显示压扭性质的近东西向断裂沿走向产状变化处，沿倾向由陡变缓处，断裂面的凹凸转变处；②断裂分支复合部位；③成矿期断裂多次脉动的启张部位；④成矿期断裂构造继承性活动强的部位等。在构造控矿研究的基础上，结合前人部分研究成果。构建了该矿床构造控矿模式。  相似文献