3D CPT-based Stratification Reconstruction Using Cluster Analysis
碩士 === 國立臺灣大學 === 土木工程學研究所 === 105 === Cone Penetration Test with Pore Pressure Measurement(CPTu) is one of the most popular in-situ test recently. Soil engineering properties can be determined and subsurface stratification can be assessed from the CPTu data. In more details, CPTu data is transforme...
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ndltd-TW-105NTU050151112019-05-15T23:39:39Z http://ndltd.ncl.edu.tw/handle/8v3677 3D CPT-based Stratification Reconstruction Using Cluster Analysis 應用集群分析於多孔圓錐貫入試驗資料重建土層 Yi-Quan Chen 陳奕全 碩士 國立臺灣大學 土木工程學研究所 105 Cone Penetration Test with Pore Pressure Measurement(CPTu) is one of the most popular in-situ test recently. Soil engineering properties can be determined and subsurface stratification can be assessed from the CPTu data. In more details, CPTu data is transformed into soil type variable, Ic. The corresponding soil type classification is available. (Robertson 1990) Ching et al. (2015) proposed a single sounding CPTu stratification algorithm using Wavelet Transform Modulus Maxima (WTMM). It can capture the depth of which Ic changes dramatically relative to that of the nearby depth, and this depth is regarded as the soil boundary surface. Because of the fact that soil layer unit or soil boundary surface is in 3-dimensional form, the multiple sounding CPTu data with WTMM results should contain the information of 3D soil stratification, giving the motivation of this study. This study tries to reconstruct 3D stratification using cluster analysis and is based on WTMM results. Agglomerative hierarchical clustering is used. Additional constraints, Monte Carlo Simulation, Optimization are added to make this algorithm more suitable for the stratification problem. Jianye Ching 卿建業 2017 學位論文 ; thesis 82 zh-TW |
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碩士 === 國立臺灣大學 === 土木工程學研究所 === 105 === Cone Penetration Test with Pore Pressure Measurement(CPTu) is one of the most popular in-situ test recently. Soil engineering properties can be determined and subsurface stratification can be assessed from the CPTu data. In more details, CPTu data is transformed into soil type variable, Ic. The corresponding soil type classification is available. (Robertson 1990)
Ching et al. (2015) proposed a single sounding CPTu stratification algorithm using Wavelet Transform Modulus Maxima (WTMM). It can capture the depth of which Ic changes dramatically relative to that of the nearby depth, and this depth is regarded as the soil boundary surface.
Because of the fact that soil layer unit or soil boundary surface is in 3-dimensional form, the multiple sounding CPTu data with WTMM results should contain the information of 3D soil stratification, giving the motivation of this study.
This study tries to reconstruct 3D stratification using cluster analysis and is based on WTMM results. Agglomerative hierarchical clustering is used. Additional constraints, Monte Carlo Simulation, Optimization are added to make this algorithm more suitable for the stratification problem.
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author2 |
Jianye Ching |
author_facet |
Jianye Ching Yi-Quan Chen 陳奕全 |
author |
Yi-Quan Chen 陳奕全 |
spellingShingle |
Yi-Quan Chen 陳奕全 3D CPT-based Stratification Reconstruction Using Cluster Analysis |
author_sort |
Yi-Quan Chen |
title |
3D CPT-based Stratification Reconstruction Using Cluster Analysis |
title_short |
3D CPT-based Stratification Reconstruction Using Cluster Analysis |
title_full |
3D CPT-based Stratification Reconstruction Using Cluster Analysis |
title_fullStr |
3D CPT-based Stratification Reconstruction Using Cluster Analysis |
title_full_unstemmed |
3D CPT-based Stratification Reconstruction Using Cluster Analysis |
title_sort |
3d cpt-based stratification reconstruction using cluster analysis |
publishDate |
2017 |
url |
http://ndltd.ncl.edu.tw/handle/8v3677 |
work_keys_str_mv |
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1719151374566948864 |