Influence of Dilatancy Behavior on the Numerical Modeling and Prediction of Slope Stability of Stabilized Expansive Soil Slope

被引:0
|
作者
Chijioke Christopher Ikeagwuani
Donald Chimobi Nwonu
机构
[1] University of Nigeria,Civil Engineering Department
关键词
Adaptive neuro-fuzzy inference system; Artificial neural network; Expansive soil slope; Dilatancy; Multiple linear regression; Safety factor; Support vector regression;
D O I
暂无
中图分类号
学科分类号
摘要
Soil dilatancy behavior is crucial in the numerical modeling of slopes for safety factor (SF) computation. The effect of dilatancy on the SF of stabilized expansive soils has been rarely reported. The present study thus focused on the effect of dilatancy on the numerical modeling (NM) of coconut shell ash (CSA)-treated expansive soil slopes using the strength reduction finite element analysis in PLAXIS for SF computation. The NM input parameters were mainly obtained from laboratory experiments performed for the stabilization of the expansive soil using CSA. The degree of non-associativity, which was incorporated during the NM for SF computation, was considered as a crucial variable to check the dilatancy effect on the SF. Predictive modeling of the SF was subsequently done using multiple linear regression (MLR), artificial neural network (ANN), adaptive neuro-fuzzy inference system (ANFIS) and support vector regression (SVR). The results obtained show that the dilatancy has a pronounced effect for overconsolidated clays. Furthermore, consideration of the degree of non-associativity as a variable quantifying the dilatancy behavior resulted in better predictions of SF. Through parametric studies, optimal parameters for the ANN, ANFIS and SVR that affected the SF prediction were established. Overall, the ANN and ANFIS had superior predictive capability when compared with the MLR and SVR.
引用
收藏
页码:11387 / 11413
页数:26
相关论文
共 50 条
  • [1] Influence of Dilatancy Behavior on the Numerical Modeling and Prediction of Slope Stability of Stabilized Expansive Soil Slope
    Ikeagwuani, Chijioke Christopher
    Nwonu, Donald Chimobi
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2021, 46 (11) : 11387 - 11413
  • [2] Slope stability analysis of cement and silica fume stabilized expansive soil slope
    Chiu, Abraham C. F.
    Ibrahim, Moumouni Mamoudou
    Al-Ajamee, Mohammed
    Baguma, Mbabazi Mary
    [J]. GEOSHANGHAI INTERNATIONAL CONFERENCE 2024, VOL 7, 2024, 1336
  • [3] Influence of swelling behavior on the stability of an infinite unsaturated expansive soil slope
    Qi, Shunchao
    Vanapalli, Sai K.
    [J]. COMPUTERS AND GEOTECHNICS, 2016, 76 : 154 - 169
  • [4] Stability of Expansive Soil Slope
    Shen Quan
    Zhang Yujia
    Yan Yuan
    Yang Qingguang
    [J]. ELECTRONIC JOURNAL OF GEOTECHNICAL ENGINEERING, 2019, 24 (01): : 35 - 44
  • [5] Influence of dilatancy angle on slope stability
    Yang, Yanmei
    Wang, Yujun
    Wu, Yifeng
    Cui, Wenwu
    [J]. Electronic Journal of Geotechnical Engineering, 2015, 20 (14): : 6055 - 6063
  • [6] Significance of soil dilatancy in slope stability analysis
    Dept. of Civ. and Envir. Engrg., George Washington Univ., Washington, DC 20052, United States
    不详
    [J]. J. Geotech. Geoenviron. Eng, 1 (75-80):
  • [7] Stability analysis of expansive soil slope and its slope remedeations
    Huang, R. Q.
    Wu, L. Z.
    [J]. Soft Soil Engineering, 2007, : 553 - 556
  • [8] Significance of soil dilatancy in slope stability analysis
    Manzari, MT
    Nour, MA
    [J]. JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING, 2000, 126 (01) : 75 - 80
  • [9] Influence of Swelling on Shear Strength of Expansive Soil and Slope Stability
    Lan, Tian
    Zhang, Rui
    Yang, Biyu
    Meng, Xiong
    [J]. FRONTIERS IN EARTH SCIENCE, 2022, 10
  • [10] Influence of swelling anisotropy on stability of unsaturated expansive soil slope
    Liu, Zhengnan
    Zhang, Rui
    Liu, Zhaojing
    Zheng, Jianlong
    [J]. Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2022, 53 (01): : 114 - 125