一种基于机器学习算法的岩性填图方法     

冀全伟  王文磊  刘治博  祝茂强  袁长江 《地质力学学报》2021,27(3):339-349

通过野外地质调查与机器学习方法的有机融合,提出了一种基于梯度提升决策树算法的岩性单元填图方法。研究以多龙矿集区为模型试验区,选择1∶5万勘查地球化学数据为基础预测数据,以1∶5万区域地质图为参考,进行基于梯度提升决策树算法的岩性预测填图模型试验。首先选择研究区内小范围空白区开展野外填图,建立原始数据集并初步构建岩性单元与预测数据对应关系;其次利用机器学习方法对预测数据进行多分类任务,进而开展目标填图区预测填图工作;最后通过概率选区选定概率较低目标区,开展进一步的小范围野外地质调查填图,对原始数据和知识库进行补充,迭代循环以上流程,直至预测填图达到要求。试验显示,随着迭代次数的增加,模型精度不断提高,并在7次迭代后模型准确率达到87%。该方法强调在实际应用中野外地质调查与基于机器学习预测填图的深度融合,以及野外实地工作在整个流程中的重要性和不可或缺性;同时能够充分挖掘已有数据资料的有用信息,用于辅助修正已有岩性填图内容,或根据已勘探区资料对邻近的未勘探区进行岩性分类,有效减少野外填图工作量,是对岩性填图方法、地质单元定量预测识别的有益探索,为区域地质填图工作提供了新的参考思路和辅助手段。   相似文献   

Active tectonics of the Himalaya     

James F Ni 《Journal of Earth System Science》1989,98(1):71-89

The Himalayan mountains are a product of the collision between India and Eurasia which began in the Eocene. In the early stage of continental collision the development of a suture zone between two colliding plates took place. The continued convergence is accommodated along the suture zone and in the back-arc region. Further convergence results in intracrustal megathrust within the leading edge of the advancing Indian plate. In the Himalaya this stage is characterized by the intense uplift of the High Himalaya, the development of the Tibetan Plateau and the breaking-up of the central and eastern Asian continent. Although numerous models for the evolution of the Himalaya have been proposed, the available geological and geophysical data are consistent with an underthrusting model in which the Indian continental lithosphere underthrusts beneath the Himalaya and southern Tibet. Reflection profiles across the entire Himalaya and Tibet are needed to prove the existence of such underthrusting. Geodetic surveys across the High Himalaya are needed to determine the present state of the MCT as well as the rate of uplift and shortening within the Himalaya. Paleoseismicity studies are necessary to resolve the temporal and spatial patterns of major earthquake faulting along the segmented Himalayan mountains.  相似文献   

广东云浮硫铁矿床的成矿大地构造背景及其成矿特征   总被引：1，自引：0，他引：1  

孙振家 《大地构造与成矿学》1993,17(1):63-70

研究了云浮硫铁矿床的成矿特征及大地构造演化史,认为赋存于变质岩学中的该矿床,其特征非单一成因所能解释,与火山喷发有关的沉积成矿,井受到后期变质和热液的叠加、富化、改造,成矿物质的多来源、多成矿方式和多大地构造阶段成矿是其多因复成成矿的主要成矿模式.  相似文献   

华蓥市地质灾害及其防治对策     

黎力  李玉生  刘成渝 《四川地质学报》1994,(1)

华蓥市交通方便，资源丰富，工业发展较快。由于自然环境条件复杂及强烈的人类工程活动的影响，致使自然环境日趋恶化，地质灾害活动频繁，给国家建设和人民生命财产造成巨大危害。地质灾害已成为该市经济、社会发展及工矿企业安全的重大问题。本文对市区地质灾害进行系统研究并探讨防治对策。  相似文献   

Discontinuous behaviour near excavations in a bedded salt formation     

J. C. Stormont 《Geotechnical and Geological Engineering》1990,8(1):35-56

Summary Discontinuous behaviour is being observed and measured in the vicinity of excavations constructed in a bedded salt formation 650 m below ground surface for the Waste Isolation Pilot Plant (WIPP) Facility. The 2 m thick salt layer in the immediate roof acts as a beam, shearing along a thin overlying anhydrite/clay seam. Vertical separations between the immediate roof layer and the overlying strata are often observed at the anhydrite/clay seam above the centre of excavations of larger span (11 m). The floor of the excavations is comprised of a 1 m thick salt layer underlain by a 1 m thick predominately anhydrite layer (referred to as MB139). Fractures in MB139 develop beneath most excavations, with increased fracture frequency with drift span and age. In the excavations of larger span (11 m), MB139 eventually debonds along the underlying clay layer. The salt layer overlying MB139 develops both shear and tension failure. In a few locations below excavations of large span, continuous fracture systems are developing from rib to rib through MB139 and the overlying salt. In the ribs, there is limited fracturing within the first metre of most larger excavations. Vertical fractures develop in pillars at most intersections. The discontinuous behaviour is qualitatively consistent with analyses of the formation behaving as a layered medium (elastic beam analysis) and limited tensile and compressive failure of the rock salt. The significance of the discontinuous behaviour is that it can dominate the effective fluid transport properties of the formation near the excavation, and therefore requires consideration in the design of repository seals. Discontinuous behaviour must be monitored and is an important factor in the maintenance programme designed to assure a safe underground environment.  相似文献   

从岩石化学特点看板溪群的沉积大地构造背景   总被引：3，自引：0，他引：3  

李白俊  郝杰 《湖南地质》1991,10(3):186-188,206

将板溪群和冷家溪群杂砂岩全岩岩石化学分析结果在SiO_2-K_2O/Na_2O图解、SiO_2/Al_2O_3-K_2O/(Na_2O+CaO)图解、Na_2O-K_2O图解以及(K_2O+Na_2O)—Al_2O_3图解上投点,发现多数板溪群杂砂岩样品点落在被动大陆边缘区,而冷家溪群杂砂岩样品点则多落入活动大陆边缘区。因此认为,板溪群沉积于被动大陆边缘,而冷家溪群沉积于活动大陆边缘,它们形成于不同的地质演化阶段。  相似文献   

新疆富蕴县恰库尔特—带碱性花岗岩的基本特征及形成的大地构造背景   总被引：2，自引：0，他引：2  

岳永君 《新疆地质》1991,(3)

恰库尔特一带的碱性花岗岩按侵入顺序和岩性可分为:晶洞(霓石)钾长花岗岩、(霓石)碱长花岗斑岩、霓石花岗岩.这些岩石大都含碱性暗色矿物.发育指示浅成特点的晶洞构造及文象结构,从矿物组合看岩石具贫水特征;岩石化学方面以高硅、高碱或过碱,贫铝、镁、钙为主要特征;岩石通常具有高的∑REE,其中以过碱性的霓石花岗岩为最高;轻稀土较重稀土富集,并具有强的负Eu异常;微量元素地球化学图谱表明,岩石相当于洋脊花岗岩,具有高钾、铷、钍的含量,而钡、钽、铌的富集程度相对较低.以上特征和区域构造分析表明,恰库尔特一带的碱性花岗岩为阿尔泰造山带造山作用结束以后于中晚三叠世的非造山环境下形成的A型花岗岩.  相似文献   

关于太古宙—元古宙界线的新认识   总被引：6，自引：1，他引：6  

陈衍景  欧阳自远 《地质论评》1994,40(6):483-488

２５００Ｍａ作为太古宙－元古宙界线的提议被２８届国际地质大会通过，但并不意味着２５００Ｍａ作为太古宙－元古宙界线是永恒的最佳选择。事实上，太古宙－元古宙界线划在何处还存在很多争论，现行的界线划分依据也期分期标准相悖。大量资料表明），２３００Ｍａ时曾发生全球地质环境的灾变，灾变前后的地质作用（尤其是表生地质作用），有明显变化，导致了太古宙与元古宙的一系列差别。该灾变与元古宙－显生宙，古生代－中生代，  相似文献   

甘肃镜铁山铁铜矿成矿条件及找矿预测   总被引：1，自引：0，他引：1  

赵晓强 《甘肃地质》1995,4(1):54-61

在讨论镜铁山铁铜矿床成矿机制的基础上，分析了区内成矿地质条件，进而进行了找矿预测。  相似文献   

福建东山坑北复式岩体的地质特征及其变质变形作用     

姜平 《福建地质》2005,24(1):25-32

在平潭—东山构造带南段深变质的东亚带和浅变质的西亚带的过渡带．出露一套变质变形特征极其复杂的动力变质岩系。其主体是一个由早侏罗世、晚侏罗世及晚侏罗世—早白垩世石英闪长岩、花岗闪长岩、二长花岗岩、正长花岗岩等组成的坑北复式岩体。该岩体可划分6个基本单元，并与区域上同时代侵入岩的谱系单位划分进行对比，归并为东山序列、古美山、漳浦超单元。该区发育三期韧-(脆)性变形及动力变质作用。据R1-R2图解及巴尔巴林岩浆构造分类．坑北复式岩体中各超单元(单元)侵入岩分别形成于不同的构造环境。  相似文献