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  1. NTU Theses and Dissertations Repository
  2. 工學院
  3. 土木工程學系
請用此 Handle URI 來引用此文件: http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/49627
完整後設資料紀錄
DC 欄位值語言
dc.contributor.advisor卿建業(Jian-Ye Ching)
dc.contributor.authorChi-Li Wangen
dc.contributor.author王棋立zh_TW
dc.date.accessioned2021-06-15T11:38:31Z-
dc.date.available2016-08-26
dc.date.copyright2016-08-26
dc.date.issued2016
dc.date.submitted2016-08-15
dc.identifier.citation[1] Baker, R. (2003). 'A Second Look at Taylor's Stability Chart.' Journal OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING 129(12): 7.

[2] Duncan, J. M. (1996). 'STATE OF THE ART: LIMIT EQUILIBRIUM AND FINITE-ELEMENT ANALYSIS OF SLOPES.' Journal of Geotechnical Engineering 122(7): 20.

[3] Duncan, J. M., et al. (1987). AN ENGINEERING MANUAL FOR SLOPE STABILITY STUDIES, Virginia Polytechcic Institute and State University.

[4] Elbisy, M. S. (2015). 'Support Vector Machine and Regression Analysis to Predict the Field Hydraulic Conductivity of Sandy Soil.' KSCE Journal of Civil Engineering 19(7): 10.

[5] Griffiths, D. V. and P. A. Lane (1999). 'Slope stability analysis by finite elements.' Geotechnique 49(3): 17.

[6] Ho, I.-H. (2015). 'Numerical Study of Slope-Stabilizing Piles in Undrained Clayey Slopes with a Weak Thin Layer.' INTERNATIONAL JOURNAL OF GEOMECHANICS 15(5): 12.

[7] Huang, C.-W. (2009). A Multiple-Kernel Support Vector Regression Approach for Stock Market Price Forecasting. Department of Electrical Engineering, National Sun Yat-Sen University. Master Thesis.

[8] Lee, S.-W. (2012). Model Uncertainty in FEM-based Slope Stability Analysis. Department of Civil Engineering, National Taiwan University. Master Thesis: 163.

[9] Li, G.-S. (2015). Effective Random Dimension in Slope Reliability. Department of Civil Engineering, National Taiwan University. Master Thesis: 88.
[10] Maalouf, M., et al. (2011). 'Support vector regression to predict the performance of stabilized aggregate bases subject to wet-dry cycles.' INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS 36: 22.

[11] Michalowski, R. L. (2002). 'Stability Charts for Uniform Slopes.' Journal OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING 128(4): 5.

[12] SMITH, I. M. and R. HOBBS (1974). 'Finite element analysis of centrifuged and built-up slopes.' Geotechnique 24(4): 28.

[13] Steward, T., et al. (2011). 'Taylor's Slope Stability Charts Revisited.' INTERNATIONAL JOURNAL OF GEOMECHANICS 11(4): 5.

[14] Taylor, D. W. (1937). 'STABILITY OF EARTH SLOPES.' JOURNAL OF THE BOSTON SOCIETY OF CIVIL ENGINEERS XXIV(3): 50.

[15] WANG, H.-B. and Y.-S. LI (2005). 'IMPROVED METHOD OF FINITE ELEMENT ANALYSIS OF SLOPE STABILITY.' Chinese Journal of Rock Mechanics and Engineering 24(13): 6.
dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/49627-
dc.description.abstract邊坡穩定為台灣重要的工程問題,並常使用極限平衡法 (LEM) 或有限元素法 (FEM) 等數值軟體分析其穩定性。然而,此過程往往十分耗時,故為了減少分析所花費的時間,常搭配使用穩定數分析,藉由幾何形狀判別和查圖的方式,能快速取得邊坡於均質情況下之安全係數與破壞行為,實為相當便利的分析方法。
但對於真實的邊坡,在破壞時常有沿弱層滑動破壞之情形,卻鮮有完整的分析成果,故本研究考量邊坡在含有弱層的情況下,將建立含弱層邊坡分析法,並搭配穩定數,以使分析法便於使用。
本研究分析法之訓練案例主要利用有限元素分析軟體ABAQUS 2D進行穩定分析,並為了解數值模擬的正確性,會先對均質不排水黏土邊坡(不含弱層)進行驗證。經模擬分析後,利用強度折減法 (SRM) 與無因次位移量求得安全係數,並與前人分析結果進行比對,以驗證邊坡模型和運算過程是否正確。
模型經驗證後,即進行邊坡含單一弱層的模擬,建立不同弱層深度、強度比及傾角之訓練案例,並分析其穩定性。經大量訓練案例模擬分析後,計算各案例之穩定數在均質邊坡與含弱層邊坡情況下之修正因子,並使用支持回歸向量機 (SVR) 與支持分類向量機 (SVC) 分析此修正因子與邊坡破壞行為,由此建立出完整的含弱層邊坡分析法
預期此分析法在未來使用上,能簡易利用均質邊坡穩定數圖,搭配本研究含弱層邊坡分析法,得到更貼近真實邊坡的分析結果,並預測出安全係數與破壞行為。
zh_TW
dc.description.abstractSlope stability analysis is an important engineering problem in Taiwan. We usually use Limit Equilibrium Method (LEM) or Finite Element Method (FEM) to analyze the safety of slope. However, this analysis process could cost lots of time in finding the weakest section of the slope if we want to get more accurate results. Thus, improving efficiency of the analysis is one of the most important issue of the slope stability.
For real slope, it is common to see a situation that the slope slides along a weak layer which shear strength is weaker than the soil around it and causes failure, but it still does not have complete study to explain the effect of this situation. Therefore, in this study, we would consider the slope with a weak layer and analyze the influence of the slope stability. In addition, we built a number of the training sample of the slope and use ABAQUS 2D, FEM numerical software, to analyze these sample.
After analyzing all training sample, we would use these results to build an analysis method of the slope with a weak layer by correction factor of Ns, support vector regression (SVR), and support vector classification (SVC).
In the future, we hope that the analysis method can not only estimate slope stability more easily and more quickly, but also understand the type and the effect range of the slope failure, and get more accuracy assessment with slope stability.
en
dc.description.provenanceMade available in DSpace on 2021-06-15T11:38:31Z (GMT). No. of bitstreams: 1
ntu-105-R03521104-1.pdf: 5545633 bytes, checksum: 25a3bcd5079e1cf704360b4aea0aadc3 (MD5)
Previous issue date: 2016
en
dc.description.tableofcontents第 一 章 緒論 1
1.1 研究背景 1
1.2 研究目的 1
1.3 研究內容 2
第 二 章 文獻回顧 4
2.1 含弱層土壤邊坡穩定性分析 4
2.1.1 Griffith含弱層邊坡案例之模擬 4
2.1.2 Wang and Li不同弱層深度之邊坡案例探討 7
2.2 穩定數 9
2.2.1 Taylor (1937) 穩定數圖 9
2.2.2 Janbu (1968) 穩定數圖 12
2.2.3 Steward (2011) 穩定數圖 13
2.3 邊坡數值模擬 15
2.3.1 Finite elements method 16
2.3.2 Slope model 17
2.4 強度折減法 18
第 三 章 均質土壤邊坡穩定性分析 22
3.1 有限元素數值分析軟體ABAQUS 22
3.2 分析參數之定義 23
3.2.1 邊坡幾何形狀參數 23
3.2.2 弱層狀態之參數 24
3.3 邊坡模型之建立、分析與驗證 26
3.3.1 模型建立 26
3.3.2 穩定性分析及計算流程 32
3.3.3 模型結果的驗證 34
第 四 章 含單一弱層土壤邊坡穩定性分析 41
4.1 水平弱層分析 41
4.1.1 不同弱層深度 41
4.1.2 不同弱層深度與強度比 44
4.2 傾斜弱層分析 49
4.2.1 I類弱層邊坡 50
4.2.2 II類弱層邊坡 54
4.2.3 III類弱層邊坡 56
4.2.4 IV類弱層邊坡 58
第 五 章 含弱層邊坡分析法與案例分析 62
5.1 含弱層邊坡分析法的建立 62
5.1.1 含弱層邊坡分析法之流程架構 62
5.1.2 穩定數修正值 65
5.1.3 支持向量機 66
5.1.4 LIBSVM 68
5.1.5 模型分析結果 70
5.2 案例分析與驗證 73
5.2.1 案例建立 73
5.2.2 分析結果 73
5.3 含弱層分析法使用說明 81
5.3.1 安裝LIBSVM 81
5.3.2 簡化邊坡案例 82
5.3.3 預測安全係數與破壞層級 82
第 六 章 結論與建議 84
6.1 結論 84
6.2 建議 86
參考文獻 87
附錄 89
dc.language.isozh-TW
dc.subject有限元素分析zh_TW
dc.subject強度折減法zh_TW
dc.subject支持回歸向量機zh_TW
dc.subject穩定數zh_TW
dc.subject支持分類向量機zh_TW
dc.subject弱層分析zh_TW
dc.subject邊坡穩定性zh_TW
dc.subjectslope stabilityen
dc.subjectsupport vector classificationen
dc.subjectsupport vector regressionen
dc.subjectstrength reduction methoden
dc.subjectfinite element methoden
dc.subjectstability numberen
dc.subjectweak layer analysisen
dc.title含單一弱層不排水邊坡之穩定分析zh_TW
dc.titleStability Analysis of an Undrained Slope with a Single Weak Layeren
dc.typeThesis
dc.date.schoolyear104-2
dc.description.degree碩士
dc.contributor.oralexamcommittee林志平(Chih-Ping Lin),劉家男(Chia-Nan Liu)
dc.subject.keyword邊坡穩定性,弱層分析,穩定數,有限元素分析,強度折減法,支持回歸向量機,支持分類向量機,zh_TW
dc.subject.keywordslope stability,weak layer analysis,stability number,finite element method,strength reduction method,support vector regression,support vector classification,en
dc.relation.page106
dc.identifier.doi10.6342/NTU201602613
dc.rights.note有償授權
dc.date.accepted2016-08-16
dc.contributor.author-college工學院zh_TW
dc.contributor.author-dept土木工程學研究所zh_TW
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