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基于改进主成分分析法的测井曲线岩性分层技术 被引量:9
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作者 张强 李家金 +1 位作者 王毛毛 唐湘飞 《吉林大学学报(地球科学版)》 CAS CSCD 北大核心 2022年第4期1369-1376,共8页
为改善测井曲线岩性分层效果,本文对传统主成分分析法进行改进。在传统主成分计算结果的基础上,用熵权法对计算的各主成分再次进行赋权融合,计算其综合主成分,并对不同岩性的计算结果进行统计,评价其分层效果。以新疆准噶尔盆地西北缘为... 为改善测井曲线岩性分层效果,本文对传统主成分分析法进行改进。在传统主成分计算结果的基础上,用熵权法对计算的各主成分再次进行赋权融合,计算其综合主成分,并对不同岩性的计算结果进行统计,评价其分层效果。以新疆准噶尔盆地西北缘为例,选取电阻率、自然伽马、自然电位、井径测井曲线作为样本数据,首先使用传统主成分分析法进行多源测井信息融合,再用熵权法对得到的各主成分再次进行赋权计算,最后用计算的综合主成分进行岩性分层。结果表明:较传统主成分分析法,改进的主成分分析法岩性分层边界与实际岩心吻合更好,其计算结果在不同岩性上变化规律强。 展开更多
关键词 测井曲线 熵权法 主成分分析法 权重 岩性分层
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基于岩性分层模型的钻孔数据三维可视化方法研究
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作者 马绍忠 朱剑 马骁驰 《自然资源信息化》 2022年第6期34-40,共7页
为快速实现钻孔数据的三维表达、在统一的三维场景集成展示钻孔数据与海量的多源异构空间数据,本文利用Skyline软件研究基于岩性分层模型的钻孔数据模拟和显示方法。以钻孔岩性分层数据模型为基础,对电子表格中的钻孔数据进行规范化处理... 为快速实现钻孔数据的三维表达、在统一的三维场景集成展示钻孔数据与海量的多源异构空间数据,本文利用Skyline软件研究基于岩性分层模型的钻孔数据模拟和显示方法。以钻孔岩性分层数据模型为基础,对电子表格中的钻孔数据进行规范化处理,利用Skyline软件的二次开发接口读取数据,计算生成孔口位置点图层和岩性分层点图层,将图层加载到三维场景,设置孔口位置点及岩性分层点的几何模型、空间参数和渲染符号等,实现钻孔数据三维可视化,从不同视角浏览钻孔数据,查看各个专题数据的属性信息,动态、直观地展示研究区域地表和地下空间特征及状态。某矿山的应用实例表明,该方法路线清晰、操作方便、易于理解,能快速、有效地实现钻孔数据的三维可视化,为地下空间结构认知、勘查找矿及自然资源精细化管理等提供更加直观、准确的信息。 展开更多
关键词 钻孔数据 岩性分层模型 SKYLINE 三维可视化 多源数据集成
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基于主成分自组织神经网络法的测井曲线分层技术
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作者 张强 胡志伟 +1 位作者 王毛毛 周成号 《地质与勘探》 CAS CSCD 北大核心 2024年第5期1013-1020,共8页
在砂岩型铀矿找矿工作中,提高测井岩性分层效率和精度至关重要。为提高砂岩型铀矿岩性分层效果,本文采用主成分分析法对多个测井曲线进行降维处理,将主成分分析法的第一主成分、第二主成分、第三主成分作为自组织神经网络的样本数据,进... 在砂岩型铀矿找矿工作中,提高测井岩性分层效率和精度至关重要。为提高砂岩型铀矿岩性分层效果,本文采用主成分分析法对多个测井曲线进行降维处理,将主成分分析法的第一主成分、第二主成分、第三主成分作为自组织神经网络的样本数据,进行自组织神经网络训练,将训练好的网络模型用于砂岩型铀矿岩性的自动化分层。实验结果显示:主成分自组织神经网络法岩性分层精度可达到85%以上,高于传统自组织神经网络算法78%的分层精度,具有更好的测井岩性分层效果。因此,主成分自组织神经网算法的岩性分层方法有效减少了输入样本的种类,简化了自组织神经网络结构,其自动化分层效果要优于传统的自组织神经网络算法。本文的研究结果表明,主成分自组织神经网算法在砂岩型铀矿领域岩性识别工作中具有较好的应用效果。 展开更多
关键词 测井曲线 自组织神经网络算法 主成分分析法 岩性分层 型铀矿
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不同内插方法在利用钻孔数据构建岩性实体模型时的精度对比
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作者 刘列平 《地矿测绘》 2013年第3期9-11,15,共4页
国内外在三维矿山地质建模方面已经进行了很多的研究。基于少量离散坐标点和基于较多离散坐标点内插生成的地质模型在精度上存在很大差别。同时,不同内插方法所生成的模型在精度上也有不同。为此,重点探讨基于少量钻孔数据及岩性分层信... 国内外在三维矿山地质建模方面已经进行了很多的研究。基于少量离散坐标点和基于较多离散坐标点内插生成的地质模型在精度上存在很大差别。同时,不同内插方法所生成的模型在精度上也有不同。为此,重点探讨基于少量钻孔数据及岩性分层信息获得岩性分层处的坐标,以及对不同内插方法进行精度分析,通过对比得到适合模拟矿山地层曲面的内插方法。 展开更多
关键词 三维矿山 地质模型 钻孔数据 岩性分层 内插
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Breakability analysis of the elastic rock beam based on the winkler model
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作者 孟祥瑞 高召宁 《Journal of Coal Science & Engineering(China)》 2007年第2期118-122,共5页
Based on the Winkler model, a mechanic model was established with formulas derived concerned with the deformations before and after a roof breakage at places in front of and at the back of the working face. In accorda... Based on the Winkler model, a mechanic model was established with formulas derived concerned with the deformations before and after a roof breakage at places in front of and at the back of the working face. In accordance with the theory for rock beam breakage, the beam breaking position in front of the working face is specified. In addition, the formulas were developed for the velocity of the subsidence at observatory point A in front of the working face when the coal wall serves as the coordinate center and the advance distance at time t as the dynamic coordinate. In the application of the above-mentioned achievements to the practice of Xieqiao Mine and the mines of the Eastern Panji Company of Huainan Mining(Group) Co. Ltd., the results concerned with the velocity with which the roof stratum tends to subside before and after breakage as derived from the mechanic model are well compatible to the results based on in-situ observations and measurements. 展开更多
关键词 ELASTIC rock beam breaking place SUBSIDENCE
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An analysis on the effect of mining height and floor lithology on pressure relief of upper protective layers
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作者 Xu-chao HUANG Dong-ling SUN Kang-wu FENG 《Journal of Coal Science & Engineering(China)》 2013年第1期46-50,共5页
In order to understand the effect of mining height and floor lithology at the upper protective layer face on the pressure relief of protected coal seams, this paper uses a numerical simulation method to model the pres... In order to understand the effect of mining height and floor lithology at the upper protective layer face on the pressure relief of protected coal seams, this paper uses a numerical simulation method to model the pressure changes at protected coal seam during mining upper protective layer. The results show that the taller the mining height at the upper protective layer face, the greater the protection on protected coal seam due to the higher level of pressure release; the upper protective layer face with hard rock floor impedes the pressure release at the protected coal seam, which affects the overall effect of the pressure release at protected coal seam using the protective layer mining method. 展开更多
关键词 mining height floor lithology mining upper protective layer pressure relief EFFECT
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Applicable conditions for a classification system of aquifer-protective mining in hallow coal seams 被引量:4
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作者 Liu Yude Zhang Dongsheng +1 位作者 Fan Gangwei Yah Shoufeng 《Mining Science and Technology》 EI CAS 2011年第3期381-387,共7页
Based on the conclusions of domestic and foreign research, we have analyzed the collapse-fall characteristics of overlying strata and the mechanism of aquifer-protective mining in shallow coal seam working faces at th... Based on the conclusions of domestic and foreign research, we have analyzed the collapse-fall characteristics of overlying strata and the mechanism of aquifer-protective mining in shallow coal seam working faces at the Shendong Mine. We have selected the height of the water-conducting fracture zone in overlying strata as a composite index and established the applicable conditions of aquifer-protective mining in shallow coal seams with a multi-factor synthetic-index classification method. From our calculations and analyses of variance, we used factors such as the overlying strata strength, mining disturbing factors and rock integrity as related factors of the composite index. We have classified the applicable conditions of aquifer-protective mining in shallow coal seams into seven types by comparing the result of the height of water-conducting fractured zones of long-wall and short-wall working faces with the thickness of the bedrock, the thickness of the weathered zone and the size of safety coal-rock pillars. As a result, we propose the preliminary classification system of aquifer-protective mining in shallow coal seams. It can provide a theoretical guidance for safe applications of aquifer-protective mining technology in shallow coal seams under similar conditions. 展开更多
关键词 Depth limits of shallow coal seamsAquifer-protective mining Comprehensive classification index analysisWater-conducting cranny zone Analysis of variance
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Relationship between heterogeneity of source rocks and genetic mechanism of abnormally high pressure 被引量:1
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作者 ZHANG XueJun XU XingYou +4 位作者 WANG YongShi SONG GuoQi GUO ChunQing LIU Qing LI Ping 《Science China Earth Sciences》 SCIE EI CAS 2013年第11期1971-1976,共6页
Based on the micro-fluorescence observation of polished sections of source rocks,two types of micro-layers with different wetting properties formed in thermal evolution,i.e.,oil-wetting and water-wetting micro-layers,... Based on the micro-fluorescence observation of polished sections of source rocks,two types of micro-layers with different wetting properties formed in thermal evolution,i.e.,oil-wetting and water-wetting micro-layers,are distinguished.The wetting property is found closely related to the abundance of organic matter and its occurrences with inorganic minerals.The alternating distribution and intercrossing of two types of micro-layers formed many separated spaces with different wettabilities.The strong capillary forces in these separated spaces with different wettibilities obstruct the cross flows of pore fluids and result in nearly independent and closed fluid systems.As a consequence,these spatially superposed spaces in source rocks bear the overburden pressure and then abnormally high pressures have developed in the whole source rock unit.Therefore,the abundance and occurrences of organic matter are the main inner factors influencing the formation of abnormally high pressures,whereas the formation,distribution and development of micro-layers with different wettabilities during the evolution of source rock determine the intensity and spatial distribution of abnormally high pressures. 展开更多
关键词 source rock HETEROGENEITY abnormally high pressure genetic mechanism WETTABILITY
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