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基于赤平极射投影和K-均值聚类算法的优势结构面分析

王俊杰, 冯登, 柴贺军, 刘云飞

王俊杰, 冯登, 柴贺军, 刘云飞. 基于赤平极射投影和K-均值聚类算法的优势结构面分析[J]. 岩土工程学报, 2018, 40(1): 74-81. DOI: 10.11779/CJGE201801006
引用本文: 王俊杰, 冯登, 柴贺军, 刘云飞. 基于赤平极射投影和K-均值聚类算法的优势结构面分析[J]. 岩土工程学报, 2018, 40(1): 74-81. DOI: 10.11779/CJGE201801006
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WANG Jun-jie, FENG Deng, CHAI He-jun, LIU Yun-fei. Dominant discontinuities based on stereographic projection and K-means clustering algorithm[J]. Chinese Journal of Geotechnical Engineering, 2018, 40(1): 74-81. DOI: 10.11779/CJGE201801006
Citation: WANG Jun-jie, FENG Deng, CHAI He-jun, LIU Yun-fei. Dominant discontinuities based on stereographic projection and K-means clustering algorithm[J]. Chinese Journal of Geotechnical Engineering, 2018, 40(1): 74-81. DOI: 10.11779/CJGE201801006
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基于赤平极射投影和K-均值聚类算法的优势结构面分析  English Version

  • 1.重庆交通大学水利水运工程教育部重点实验室,重庆 400074
    2.招商局重庆交通科研设计院有限公司山区道路工程与防灾减灾技术 国家地方联合工程实验室,重庆 400074
    3.重庆交通大学重庆市高校水工建筑物健康诊断技术与设备工程研究中心,重庆 400074

基金项目: 国家科技支撑计划课题（2015BAK09B01）；重庆市基础与前沿研究计划项目（重点）（cstc2015jcyjBX0139）；2017 年度重庆市创新创业团队支持计划项目（81）；重庆市高层次人才特殊支持计划项目
详细信息
    作者简介:

    王俊杰（1973-）,男,甘肃陇西人,教授,博士生导师,主要从事地质工程、岩土工程方面的研究。E-mail:wangjunjiehhu@163.com。

    通讯作者:

    冯登，E-mail：552510432@qq.com

  • 中图分类号: TU457

Dominant discontinuities based on stereographic projection and K-means clustering algorithm

  • 1.Key Laboratory for Hydraulic and Waterway Engineering of Ministry of Education, Chongqing Jiaotong University, Chongqing 400074, China
    2.National Engineering Laboratory for Road Engineering and Disaster Prevention and Reduction Technology in Mountainous Areas, China Merchants Chongqing Communications Technology Research &Design Institute Co., Ltd., Chongqing 400067, China
    3.Engineering Research Center of Diagnosis Technology and Instruments of Hydro-Construction, Chongqing Jiaotong University, Chongqing 400074, China

摘要

    摘要
  • 摘要: 对于结构面多而复杂的岩质边坡,其优势结构面的选取与分析是极其重要的工作。传统的结构面组数划分方法比较粗糙,分析结果有很大的主观因素,无法准确地给出结构面的优势产状,使得其结果在实际工程中使用不便。以结构面交线的筛选和分析为突入点,借助于赤平极射投影法,在楔形体滑移分析中首先确定可能的滑移区域,筛选出可能滑移的结构面交线,缩小计算范围,采用K-均值聚类算法和有效性检验,根据赤平极射投影分析得到滑移区域的对称轴中心作为初始凝聚点,通过多次迭代计算得到滑移区域内的优势结构面交线。将该方法用于重庆万盛黑山谷的岩质滑坡中,结果表明,将赤平极射投影与K-均值聚类算法相结合,计算得到的优势结构面交线分类合理,结果可靠,可以准确地确定结构面交线的优势产状。
    Abstract: For the rock slope with many complicated discontinuities, the selection and analysis of the discontinuities are a very important work. The traditional analysis methods are insufficient and inadequate. The analysis results have a lot of subjective factors, and are inconvenient to be applied in practice. The selection and analysis of intersection lines of discontinuity are treated as the starting point. With the aid of stereographic projection, the possible sliding zone of sliding wedge can be first determined. The possible sliding line of intersection can be selected. So the range of calculation can be reduced. The symmetric axis center is used as the initial rallying point. The dominant orientations of discontinuities can be selected and analyzed through the probabilistic analysis of the stereographic projection based on the K-means clustering algorithm. A case study on a rock slope in Chongqing is used. The study shows that the results are reliable and reasonable, and the dominant orientations and classification are more precise.
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    • 参考文献(21)
  • [1] WANG J J, ZHAO T L, CHAI H J, et al.Failure of a rock slope 16.5 years after excavation in repeated strata of sandstone and mudstone[J]. Environmental Earth Sciences, 2016, 75(22): 1458-1468.
    [2] WANG J J, CHAI H J.Factors resulting in the instability of a 57.5 m high cut slope[C]// Proceedings of the 10th International Symposium on Landslides and Engineered Slopes, 2008: 1799-1804.
    [3] PARK H, WEST T R.Development of a probabilistic approach for rock failure[J]. Engineering Geology, 2001, 59(3): 233-251.
    [4] 卢波, 丁秀丽, 邬爱清. 岩体不连续面产状数据划分方法研究[J]. 岩石力学与工程学报, 2007, 26(9): 1809-1816.
    (LU Bo, DING Xiu-li, WU Ai-qing.Study on method of orientation data partitioning of randomly distributed discontinuities of rocks[J]. Chinese Journal of Rock Mechanics and Engineering, 2007, 26(9): 1809-1819. (in Chinese))
    [5] 卢波, 陈剑平, 王良奎. 基于三维网络模拟基础的复杂有限块体的自动搜索及其空间几何形态判定[J]. 岩石力学与工程学报, 2002, 21(8): 1232-1238.
    (LU Bo, CHEN Jian-ping, WANG Liang-kui.The automatic seeking for complex finite rock block and the judgment of its geometrical shape in 3D[J]. Chinese Journal of Rock Mechanics and Engineering, 2002, 21(8): 1232-1238. (in Chinese))
    [6] 陈剑平. 岩体随机不连续面三维网络数值模拟技术[J]. 岩土工程学报, 2001, 23(4): 397-402.
    (CHEN Jian-ping.Numerical modeling technique for random discontinuities 3D net work of rock mass[J]. Chinese Journal of Geotechnical Engineering, 2001, 23(4): 398-403. (in Chinese))
    [7] SHANLEY R J, MAHTAB M A.Delineation and analysis of clusters in orientation data[J]. Journal of the International Association for Mathematical Geology, 1976, 8(1): 9-23.
    [8] HAMMAH R E, CURRAN J H.Fuzzy cluster algorithm for the automatic identification of joint sets[J]. International Journal of Rock Mechanics and Mining Sciences, 1998, 35(7): 889-905.
    [9] 周玉新, 周志芳, 孙其国. 岩体结构面产状的综合模糊聚类分析[J]. 岩石力学与工程学报, 2005, 24(13): 2283-2287.
    (ZHOU Yu-xin, ZHOU Zhi-fang, SUN Qi-guo.Synthetical fuzzy clustering analysis for occurrence of rock mass[J]. Chinese Journal of Rock Mechanics and Engineering, 2005, 24(13): 2283-2287. (in Chinese))
    [10] 蔡美峰, 王鹏, 赵奎. 基于遗产算法的岩体结构面的模糊C均值聚类方法[J]. 岩石力学与工程学报, 2005, 24(3): 371-376.
    (CAI Mei-feng, WANG Peng, ZHAO Kui.Fuzzy C-means cluster analysis based on genetic algorithm for automatic identification of joint sets[J]. Chinese Journal of Rock Mechanics and Engineering, 2005, 24(3): 371-376. (in Chinese))
    [11] 陈剑平, 石丙飞, 王清. 工程岩体随机结构面优势方向的表示法初探[J]. 岩石力学与工程学报, 2005, 24(2): 241-245.
    (CHEN Jian-ping, SHI Bing-fei, WANG Qing.Study on the dominant orientation of random fractures of fractured rock masses[J]. Chinese Journal of Rock Mechanics and Engineering, 2005, 24(2): 241-245. (in Chinese))
    [12] 匡青, 鲍梦. 改进蚁群算法的动态K-均值聚类分析[J]. 软件导刊, 2008, 7(1): 154-155.
    (KUANG Qing, BAO Meng.The improvement of the ant colony clustering algorithm in K-means clustering analysis[J]. Software Tribune, 2008, 7(1): 154-155. (in Chinese))
    [13] 范雷, 王亮清, 唐辉明. 节理岩体结构面产状的动态聚类分析[J]. 岩土力学, 2007, 28(11): 2405-2408.
    (FAN Lei, WANG Liang-qing, TANG Hui-ming.Dynamic cluster analysis of orientation of jointed rock mass[J]. Rock and Soil Mechanics, 2007, 28(11): 2405-2408. (in Chinese))
    [14] 孙玉科, 古讯. 赤平极射投影在岩体工程地质力学中的应用[M]. 北京: 科学出版社, 1980.
    (SUN Yu-ke, GU Xun.Application of stereographic projection to engineering geological mechanics in rock mass[M]. Beijing: Science Press, 1980: 88-102. (in Chinese))
    [15] GB50218—2014工程岩体分级标准[S]. 2001. (GB50218—2014 Standard for engineering classification for rock mass[S]. 2014. (in Chinese))
    [16] PRIEST S D.Hemispherical projection methods in rock mechanics[M]. London: George Allen and Unwin, 1985.
    [17] Rocscience DIPS 2014. [CP/OL]http://www. rocscience.com/ products/1/Dips>[accessed:19.01.14].
    [18] HOCK E, BRAY J.Rock slope engineering[M]. London: The Institution of Mining Metallurgy, 1997: 18-23.
    [19] 张化光, 刘鑫蕊, 孙秋野. MATLAB/SIMULINK实用教程[M]. 北京: 人民邮电出版社, 2008.
    (ZHANG Hua-guang, LIU Xin-rui, SUN Qiu-ye.MATLAB/SIMULINK programming[M]. Beijing: Posts and Telecommunications Press, 1980. (in Chinese))
    [20] REGINALD E H, JOHN H C.Validity measures for the fuzzy cluster analysis of orientations[J]. Pattern Analysis and Machine Intelligence, 2000, 22(12): 1467-1472.
    [21] 周世兵, 徐振源, 唐旭清. K-means算法最佳聚类数确定方法[J]. 计算机应用, 2010, 30(8): 1995-1998.
    (ZHOU Shi-bing, XU Zhen-yuan, TANG Xu-qing.Methods for determining optimal number of clusters in K-means clustering algorithm[J]. Journal of Computer Application, 2010, 30(8): 1995-1998. (in Chinese))
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  • 收稿日期:  2016-10-12
  • 发布日期:  2018-01-24

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