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基于K-Means的颜色量化算法在岩石图像预处理中的应用 被引量:4
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作者 程国建 魏珺洁 《西安石油大学学报(自然科学版)》 CAS 北大核心 2019年第3期114-119,共6页
提出了一种基于K-Means的颜色量化算法的岩石图像预处理方法,利用K-Means自动将图像中相似的颜色合并为一种颜色,减少了岩石图像中的无用颜色。对于颜色量化,假设RGB岩石图像中的每个像素点都有自己的颜色,并且每个像素点都有对应坐标,... 提出了一种基于K-Means的颜色量化算法的岩石图像预处理方法,利用K-Means自动将图像中相似的颜色合并为一种颜色,减少了岩石图像中的无用颜色。对于颜色量化,假设RGB岩石图像中的每个像素点都有自己的颜色,并且每个像素点都有对应坐标,使用欧几里得距离公式计算每个像素点之间的距离,最后利用K-Means算法对这些有特定颜色的坐标点进行无监督聚类,从而实现颜色的量化。应用结果表明,将基于K-Means的颜色量化算法用在岩石图像中,可以减少岩石图像中的颜色数量,且能在较低性能的计算机设备中很好地再现岩石图像,同时也能提高岩石图像处理的效率。 展开更多
关键词 岩石图像处理 颜色量化 K-MEANS 像素点 聚类
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深度学习算法应用于岩石图像处理的可行性研究 被引量:16
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作者 程国建 刘丽婷 《软件导刊》 2016年第9期163-166,共4页
近年来,机器学习领域中的"深度学习"开始受到国内外学者的广泛关注。借助深度学习,具有多处理层结构的计算机模型可通过多层抽象来学习数据表征。这些方法推动了语音识别、视觉识别、目标检测以及许多其它领域的技术发展。深... 近年来,机器学习领域中的"深度学习"开始受到国内外学者的广泛关注。借助深度学习,具有多处理层结构的计算机模型可通过多层抽象来学习数据表征。这些方法推动了语音识别、视觉识别、目标检测以及许多其它领域的技术发展。深度学习被应用到计算机视觉、语音识别、自然语言处理、在线广告等领域,并取得了良好效果。将计算机技术与地质勘探相结合,在岩石处理方面已取得了不少成果,不断有新的或者改进方法用于提高处理效率和改善效果,以更好地投入到实际生产中去。针对目前传统的岩石薄片图像处理方法,试图将深度学习中典型的两类算法模型:深度信念网络(Deep Belief Networks,DBNs)、卷积神经网络(Convolutional Neural Networks,CNNs)引入到岩石图像的处理中,分析算法在操作中的可行性及优势。 展开更多
关键词 深度学习 深度信念网络 卷积神经网络 岩石图像处理
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海底岩石静态处理技术研究
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作者 李明 李硕 +3 位作者 崔志云 邵斌 刘凭正 韩影 《石油化工建设》 2020年第5期71-73,共3页
以可门海管项目为例,介绍了静态岩石处理工艺。该工艺可最大限度地减少施工对海洋环境的破坏,避免岩石破除对海生物的影响,从而有效地进行管沟开挖、管道铺设。该工艺的应用,为后续更多环保要求高的水下岩石处理提供了参考。
关键词 海底管道 生态保护 静态岩石处理 岩石钻孔 岩石锤击
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采用控制爆破技术处理岩石层顶进立交桥
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作者 陈大庆 《铁道标准设计》 北大核心 2000年第6期52-53,共2页
重点介绍在既有线顶进大型箱涵时 ,为确保行车安全 ,如何采用控制爆破技术在岩石地段爆破石方的实施情况 ,解决了施工中的关键问题 。
关键词 控制爆破技术 顶进立交桥 处理岩石 结果分析
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预裂钻孔分层爆破法和冲击钻法在码头岩石基槽处理中的应用
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作者 庄辉明 《珠江水运》 2021年第8期114-115,共2页
预裂钻孔分层爆破法与冲击钻法是岩石基槽处理中重要的施工技术,但是在实际工程应用中仍然存在较多的问题与不足。文章结合华锦港区4#泊位码头工程案例,对预裂钻孔分层爆破法与冲击钻法在码头岩石基槽处理中的应用展开研究与分析,以期... 预裂钻孔分层爆破法与冲击钻法是岩石基槽处理中重要的施工技术,但是在实际工程应用中仍然存在较多的问题与不足。文章结合华锦港区4#泊位码头工程案例,对预裂钻孔分层爆破法与冲击钻法在码头岩石基槽处理中的应用展开研究与分析,以期能为类似工程提供参考。 展开更多
关键词 预裂钻孔分层爆破法 冲击钻法 岩石基槽处理
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基坑排水与渗水处理 被引量:3
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作者 李丽波 王新颖 单晓丽 《科技创新与应用》 2014年第6期139-139,共1页
水利工程建筑物的地基处理和基础施工多低于地面或外水位和地下水位,因此经常受围堰渗水、基坑范围内的降雨和地下水的影响。为了给施工创造一个良好的条件,基坑排水成为水利工程施工中的重要环节。在截水槽回填不透水的粘性土料之前,... 水利工程建筑物的地基处理和基础施工多低于地面或外水位和地下水位,因此经常受围堰渗水、基坑范围内的降雨和地下水的影响。为了给施工创造一个良好的条件,基坑排水成为水利工程施工中的重要环节。在截水槽回填不透水的粘性土料之前,应对基坑岩面裂隙及泉眼的渗水进行处理。渗水处理方法须根据岩石节理裂隙发育程度、渗水量、渗水压力与泉眼大小而定。 展开更多
关键词 基坑排水 导沟表面排水法 深层排水法 井点法 岩石裂隙及泉眼渗水处理
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场发射扫描电镜及PerGeos系统在安页1井龙马溪组页岩有机质孔隙研究中的联合应用 被引量:13
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作者 白名岗 夏响华 +7 位作者 张聪 孟凡洋 杨玉茹 张春贺 代峰 熊杰 王向华 于伟欣 《岩矿测试》 CAS CSCD 北大核心 2018年第3期225-234,共10页
安页1井是中国地质调查局在我国南方盆地外围武陵山复杂构造区实施并取得页岩气突破的一口地质调查参数井。本文以安页1井龙马溪组富有机质页岩为研究对象,利用场发射扫描电镜,研究了上扬子地区盆地外围龙马溪组富有机质页岩储集空间类... 安页1井是中国地质调查局在我国南方盆地外围武陵山复杂构造区实施并取得页岩气突破的一口地质调查参数井。本文以安页1井龙马溪组富有机质页岩为研究对象,利用场发射扫描电镜,研究了上扬子地区盆地外围龙马溪组富有机质页岩储集空间类型,并将Per Geos数字岩石处理系统引入有机质孔隙定量分析,定量刻画了有机质微纳米孔隙结构及发育特征。研究认为:有机质孔隙是安页1井龙马溪组富有机质页岩最主要的储集空间,形态上表现为填隙于自生硅质中的有机质发育着均匀海绵状孔隙结构,或与黏土矿物交互生长的有机质发育着气泡状孔隙结构,这两类不同赋存形态的有机质的孔隙均极为发育。通过Per Geos数字岩石系统处理,揭示了两类有机质孔隙孔径发育呈现双众数分布,其中海绵状结构的有机质孔隙孔径众数为5~10 nm,气泡状结构的有机质孔隙孔径众数为51~100 nm,有机质孔隙主要介于中孔~宏孔范畴。安页1井龙马溪组有机质孔隙的大量发育,指示了盆地外围的龙马溪组页岩经历了较强烈的生烃过程并具有较好的储集能力,具备良好的开发潜力。 展开更多
关键词 龙马溪组 页岩 场发射扫描电镜 有机质微纳米孔隙 PerGeos数字岩石处理系统
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基于多因素试验的凿岩参数影响规律研究 被引量:3
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作者 王权 蒋文杰 《水运工程》 北大核心 2022年第7期252-258,共7页
为掌握凿岩棒水下破岩特点,明确深中通道沉管隧道基槽岩石处理凿岩参数,采用多因素正交试验的方式,研究提升高度、凿击次数、排距、位距分别对平均块度、不均匀系数、分形维数以及清礁厚度影响的规律。结果表明,平均块度与提升高度、排... 为掌握凿岩棒水下破岩特点,明确深中通道沉管隧道基槽岩石处理凿岩参数,采用多因素正交试验的方式,研究提升高度、凿击次数、排距、位距分别对平均块度、不均匀系数、分形维数以及清礁厚度影响的规律。结果表明,平均块度与提升高度、排距、位距呈正相关,与凿击次数呈负相关;不均匀系数与提升高度、排距、位距呈正相关,与凿击次数呈负相关;分形维数与凿击次数呈正相关,与提升高度、排距、位距呈负相关;清礁厚度与提升高度和凿击次数呈正相关,与排距和位距呈负相关。基于多因素试验结果,凿岩参数设置为凿岩棒提升高度27 m、凿击次数3次、凿岩点排距2.5 m、位距1.7 m,岩石破碎块度适当,清礁难度小,取得较好的施工效果。 展开更多
关键词 石方工程 破岩特点 多因素试验 岩石处理 凿岩参数
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The seismic CT method in measuring rock bodies 被引量:8
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作者 Du Lizhi Zhang Xiaopei +2 位作者 Niu Jianjun Wang Xuege Feng Guolei 《Applied Geophysics》 SCIE CSCD 2006年第3期192-195,共4页
The seismic computed tomography (CT) method is derived from the basic principles of X-ray section scanning first applied in medical science. The method records P-wave arrivals between shots and receivers in separate... The seismic computed tomography (CT) method is derived from the basic principles of X-ray section scanning first applied in medical science. The method records P-wave arrivals between shots and receivers in separate boreholes. Using the velocity information from 2D seismic P-wave arrival inversion, we can determine the distribution of velocity in rock and soil bodies. This paper introduces a practical case of using the seismic CT method for detecting the structure of the rocks for tunnel engineering and to utilize SIRT algorithms for doing first arrival time iterative inversion. Compared with other exploration methods, it is more efficient and accurate. 展开更多
关键词 seismic computed tomography P-wave velocity travel time inversion.
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DESIGN AND APPLICATION OF DYNAMIC MONITORING AND VISUALIZATION MANAGEMENT INFORMATION SYSTEM OF KARST LAND ROCKY DESERTIFICATION 被引量:3
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作者 HUBao-qing LIAOChi-mei YANZhi-qiang LILing QINKai-xian 《Chinese Geographical Science》 SCIE CSCD 2004年第2期122-128,共7页
In order to study the spatial-temporal change and environmental management of regional karst LUCC (land use and land cover change) and its causative environmental effect-rocky desertification by integrating qualitativ... In order to study the spatial-temporal change and environmental management of regional karst LUCC (land use and land cover change) and its causative environmental effect-rocky desertification by integrating qualitative analysis and quantitative analysis, and relying on RS, GIS and GPS (3S) techniques, karst land rocky derification dynamic monitoring and visualization management information system (KLRD.DMVM.IS) is framed, which includes design aim and structure model, function design, database design and model system design. The model system design gives priority to dynamic monitoring, drive force diagnosis, comprehensive evaluation and decision support of karst rocky desertification. From the viewpoint of model type, mathematic expression and its meaning, the dynamic monitoring models are concretely devised to reflect the spatial and temporal changing features and the trend of karst LUCC and rocky desertification. Taking Du'an Yao Autonomic County of Guangxi as an example, the KLRD.DMVM.IS is systematically analyzed in the application of the process and trend of karst LUCC and rocky desertification in Du'an County, and it provides the technical support for the study on karst land rocky desertification. 展开更多
关键词 karst rocky desertification GIS secondary development dynamic monitoring visualization management
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Pre-treatment of rocks prior to comminution--A critical review of present practices 被引量:7
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作者 Somani Aditya Nandi Tapas K. +1 位作者 Pal Samir K. Majumder Arun K. 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2017年第2期339-348,共10页
It has been an established fact that comminution processes, crushing and grinding, are most energy intensive processes which account for more than half of the total energy consumed in mineral industries.Various altern... It has been an established fact that comminution processes, crushing and grinding, are most energy intensive processes which account for more than half of the total energy consumed in mineral industries.Various alternative pre-treatment methods have been tried by experts around the globe. Although these methods yielded positive results in terms of reduction in energy consumption in crushing and particularly, in grinding operations at laboratory scale, their industrial application still remains an unresolved issue and challenge. Present review paper describes each one of these methods along with outcome of earlier studies and issues that need to be addressed through further rigorous experimental investigation.It also suggests the direction in which future studies can be carried out to meet the primary objective of making comminution processes more energy efficient than today they are. 展开更多
关键词 Comminution Rock breakage Microwave Thermal shock
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会东铅锌矿露天边坡岩体力学参数的确定 被引量:1
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作者 唐绍辉 《矿业研究与开发》 CAS 北大核心 1993年第S1期32-38,共7页
边坡稳定性计算中,需要对岩块试验数据进行工程处理,将其换算成岩体的力学参数之后才能用于工程计算。本文根据会东铅锌矿的具体工程地质与水文地质条件,运用已有的理论与经验方法,就岩石力学参数的工程处现问题作了一些探讨,提出了确... 边坡稳定性计算中,需要对岩块试验数据进行工程处理,将其换算成岩体的力学参数之后才能用于工程计算。本文根据会东铅锌矿的具体工程地质与水文地质条件,运用已有的理论与经验方法,就岩石力学参数的工程处现问题作了一些探讨,提出了确定岩体力学参数的具体方法。 展开更多
关键词 边坡稳定性 岩体力学 岩石力学参数工程处理
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A NEW METHOD FOR STABILITY ANALYSIS OF UNDERGROUND OPENING USING ARTIFICIAL NEURAL NETWORK
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作者 杨英杰 张清 《Journal of Coal Science & Engineering(China)》 1996年第2期16-22,共7页
The stability of underground opening is strongly constrained by a variety of factors. These include initial stress, structure of rock mass, and underground water, etc. A new approach proposed in this paper aims at rev... The stability of underground opening is strongly constrained by a variety of factors. These include initial stress, structure of rock mass, and underground water, etc. A new approach proposed in this paper aims at revealing the degree of significance of them in order to catch the key factors. This new approach utilizes the mapping potentiality of artificial neural network and works out the sophisticated interactions among those factors from sample set. As a demonstration, an example is given for the application of this method to an underground opening. All results of this paper prove the efficiency of artificial neural network in stability analysis of underground opening. 展开更多
关键词 stability of underground opening artificial neural networks Relative Strength of Effect (RSE)
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Modeling of Rocks with Spatial Distributed Fractures by Random Medium Theory 被引量:3
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作者 ZengXinwu ZhangGuangying WangXiuming 《Applied Geophysics》 SCIE CSCD 2004年第1期50-55,共6页
By using the spectrum expanding theory of random processes and Hudson's crack model,we developed a random medium model for rocks with spatial random distributed number density of cracks. This model could connect t... By using the spectrum expanding theory of random processes and Hudson's crack model,we developed a random medium model for rocks with spatial random distributed number density of cracks. This model could connect the micro-parameters of the cracks with the macro- mechanical properties, and can be effectively applied to model the real inhomogeneous medium. Numerical example indicates that the random distribution characters could be different for different elastic constants under the same random distribution of number density of cracks. By changing the value of the autocorrelation length pair, it is possible to model the difference of the distribution in the two coordinate directions. Numerical modeling results for seismic wave propagating in rocks with random distributed fractures using a staggered high-order finite-difference (SHOFD) are also presented. 展开更多
关键词 random medium autocorrelation function ROCK and fracture
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隧道工程破碎岩石段塌方处理技术要点
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作者 张廷刚 《公路交通科技(应用技术版)》 CAS CSCD 2014年第8期251-253,共3页
隧道塌方事故是工程施工中发生率较高的安全事故之一,隧道塌方产生的主要原因有很多,例如流入隧道周围的岩体较为松软,土体的压力作用过大导致塌方事故产生等。隧道工程在施工时,特别是破碎岩石段经常会发生坍塌事件,如果一旦发生塌方,... 隧道塌方事故是工程施工中发生率较高的安全事故之一,隧道塌方产生的主要原因有很多,例如流入隧道周围的岩体较为松软,土体的压力作用过大导致塌方事故产生等。隧道工程在施工时,特别是破碎岩石段经常会发生坍塌事件,如果一旦发生塌方,不仅会延长公路的施工工期,增大施工工程的预算金额,更会影响到工程建设的整体质量。因此,在隧道施工过程中,要严格按照相关标准进行施工操作,采取有效的塌方预防措施与塌方防治措施,从而保证我国公路施工工程的整体质量。文章将会结合相关案例,对隧道工程破碎岩石段塌方处理技术要点进行系统阐述。 展开更多
关键词 隧道工程 破碎岩石 塌方处理技术 相关要点
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Effect of magnetite content on Bond work index and preconditioning: Case study on Chadormalu iron ore mine
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作者 Hossein INANLOO ARABI SHAD F SERESHKI +1 位作者 M ATAEI M KARAMOOZIAN 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第4期795-804,共10页
Grinding is one of the most costly operations in the mechanical breaking and mining.Determination of the breakage characteristics and preconditioning is important to increase the grinding efficiency.Investigations of ... Grinding is one of the most costly operations in the mechanical breaking and mining.Determination of the breakage characteristics and preconditioning is important to increase the grinding efficiency.Investigations of the seismic,mechanical and breakage properties of iron oxides are very important parameters for investigating the rock fragmentation by blasting and comminution processes in iron ore mines.In this paper,at first,geomechanical and seismic properties of the oxide ores(magnetite and hematite)in the Chadormalu iron ore mine were studied.The results showed that the percentage of magnetite has a direct relationship with uniaxial compressive strength,tensile strength and P and S wave’s velocities and has an inverse relationship with Poisson ratio and porosity.Moreover,to study breakage and preconditioning characteristics in the iron ores,two samples with different magnetite percents were blasted by detonation cord.The results showed that with higher percentage of magnetite,the number of fractures induced by blasting increased.Bond work index and magnetite percent were investigated in the 430 blasts in the mine.This investigation not only confirmed the small scale blasting results,but also showed that increasing the magnetite percent up to 50%noticeably reduces Bond work index and energy consumption in the grinding process.Also,the relationship between muck pile fragmentation and magnetite percentage were studied for several blasts that had the same blast pattern parameters and similar geology conditions.These results also confirmed precedents conclusions regarding magnetite percent and preconditioning relationship. 展开更多
关键词 iron oxides geomchanical parameter PRECONDITIONING magnetite percent energy consumption
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Research on seismic fluid identification driven by rock physics 被引量:54
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作者 YIN XingYao ZONG ZhaoYun WU GuoChen 《Science China Earth Sciences》 SCIE EI CAS CSCD 2015年第2期159-171,共13页
Seismic fluid identification works as an effective approach to characterize the fluid feature and distribution of the reservoir underground with seismic data. Rock physics which builds bridge between the elastic param... Seismic fluid identification works as an effective approach to characterize the fluid feature and distribution of the reservoir underground with seismic data. Rock physics which builds bridge between the elastic parameters and reservoir parameters sets the foundation of seismic fluid identification, which is also a hot topic on the study of quantitative characterization of oil/gas reservoirs. Study on seismic fluid identification driven by rock physics has proved to be rewarding in recognizing the fluid feature and distributed regularity of the oil/gas reservoirs. This paper summarizes the key scientific problems immersed in seismic fluid identification, and emphatically reviews the main progress of seismic fluid identification driven by rock physics domestic and overseas, as well as discusses the opportunities, challenges and future research direction related to seismic fluid identification. Theoretical study and practical application indicate that we should incorporate rock physics, numerical simulation, seismic data processing and seismic inversion together to enhance the precision of seismic fluid identification. 展开更多
关键词 rock reservoir porosity saturated permeability inversion saturation hydrocarbon sandstone heterogeneity
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