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基于DBSCAN选择性聚类...岩体结构面优势产状分组方法 张化进.pdf


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网络首发时间:2022-04-22 08:34:33
网络首发地址hnology, Kunming, Yunnan 650093, China;
2. School of Civil and Resources Engineering, University of Science and Technology Beijing, Beijing 100083, China)

Abstract: In response to the problems of the traditional single discontinuity clustering model, such as the risk of misclassification or
omission and the inability to identify noise and orphan values, a method is proposed to group the discontinuity dominant partitioning
of rock masses based on DBSCAN selective clustering ensemble. Firstly, the orientation of discontinuity is transformed into spatial
coordinates, and the included angle sine of the unit normal vector is used as the similarity measure. Then, a certain number of
different base clusters are constructed based on the DBSCAN algorithm, with the help of selective clustering ensemble technology,
some excellent base clusters are selected. Finally, the consistent ensemble technology is used to fuse multiple base clustering results
to obtain a highly reliable selective clustering ensemble result. The research results show that the clustering effect of this method is
significantly higher than that of common clustering algorithms. The clustering results are objective and reasonable. It not only
effectively identifies noise and solitary values, but also overcomes the shortcomings of easy over-segmentation or under-segmentation
of a single model. The method is applied to the DIPS software data set and the discontinuity survey in the dam site area of Songta
hydropower station to test the feasibility and effectiveness of the method. The research results have certain engineering value for
accu

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  • 时间2022-04-25