A Novel Radial Basis Function Approach for Infiltration-Induced Landslides in Unsaturated Soils

被引:3
|
作者
Cheng-Yu Ku [1 ]
Chih-Yu Liu [2 ]
Tsai, Frank T-C [3 ]
机构
[1] Natl Taiwan Ocean Univ, Sch Engn, Keelung 20224, Taiwan
[2] Natl Cent Univ, Grad Inst Appl Geol, Taoyuan 320317, Taiwan
[3] Louisiana State Univ, Dept Civil & Environm Engn, Baton Rouge, LA 70803 USA
关键词
unsaturated soil; nonlinear Richards equation; radial basis function; meshless method; soil water characteristic curve; HYDRAULIC CONDUCTIVITY; SHEAR-STRENGTH; STABILITY; WATER; FLOW; EQUATIONS; MODEL;
D O I
10.3390/w14071036
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this article, the modeling of infiltration--induced landslides, in unsaturated soils using the radial basis function (RBF) method, is presented. A novel approach based on the RBF method is proposed to deal with the nonlinear hydrological process in the unsaturated zone. The RBF is first adopted for curve fitting to build the representation of the soil water characteristic curve (SWCC) that corresponds to the best estimate of the relationship between volumetric water content and matric suction. The meshless method with the RBF is then applied to solve the nonlinear Richards equation with the infiltration boundary conditions. Additionally, the fictitious time integration method is adopted in the meshless method with the RBF for tackling the nonlinearity. To model the stability of the landslide, the stability analysis of infinite slope coupled with the nonlinear Richards equation considering the fluctuation of transient pore water pressure is developed. The validation of the proposed approach is accomplished by comparing with exact solutions. The comparative analysis of the factor of safety using the Gardner model, the van Genuchten model and the proposed RBF model is provided. Results illustrate that the RBF is advantageous for reconstructing the SWCC with better estimation of the relationship than conventional parametric Gardner and van Genuchten models. We also found that the computed safety factors significantly depend on the representation of the SWCC. Finally, the stability of landslides is highly affected by matric potential in unsaturated soils during the infiltration process.
引用
收藏
页数:20
相关论文
共 50 条
  • [21] A Memetic Evolutionary Approach to Radial Basis Function Networks
    El Hamdi, R.
    Njah, M.
    Chtourou, M.
    2009 THIRD UKSIM EUROPEAN SYMPOSIUM ON COMPUTER MODELING AND SIMULATION (EMS 2009), 2009, : 92 - 96
  • [22] A radial basis function approach to gas storage valuation
    Mazieres, Denis
    Boogert, Alexander
    JOURNAL OF ENERGY MARKETS, 2013, 6 (02) : 19 - 50
  • [23] An improved Chebyshev semi-iterative method for simulating rainfall infiltration in unsaturated soils and its application to shallow landslides
    Zhu, S. R.
    Wu, L. Z.
    Peng, J. B.
    JOURNAL OF HYDROLOGY, 2020, 590
  • [24] Novel nonlinear dynamic system modeling approach using radial basis function neural networks
    Li, Y.J.
    Wu, T.J.
    Zhao, M.W.
    Xitong Gongcheng Lilun yu Shijian/System Engineering Theory and Practice, 2001, 21 (03):
  • [25] NOVEL APPROACH TO COCHANNEL INTERFERENCE MITIGATION USING WILCOXON GENERALIZED RADIAL BASIS FUNCTION NETWORK
    Guha, Devi Rani
    Patra, Sarat Kumar
    2009 ANNUAL IEEE INDIA CONFERENCE (INDICON 2009), 2009, : 237 - 240
  • [26] Effects of layering on triggering mechanisms of rainfall-induced landslides in unsaturated pyroclastic granular soils
    Damiano, Emilia
    CANADIAN GEOTECHNICAL JOURNAL, 2019, 56 (09) : 1278 - 1290
  • [27] A simple numerical procedure for timely prediction of precipitation-induced landslides in unsaturated pyroclastic soils
    Pagano, Luca
    Picarelli, Luciano
    Rianna, Guido
    Urciuoli, Gianfranco
    LANDSLIDES, 2010, 7 (03) : 273 - 289
  • [28] A simple numerical procedure for timely prediction of precipitation-induced landslides in unsaturated pyroclastic soils
    Luca Pagano
    Luciano Picarelli
    Guido Rianna
    Gianfranco Urciuoli
    Landslides, 2010, 7 : 273 - 289
  • [29] Estimating the timing and location of shallow rainfall-induced landslides using a model for transient, unsaturated infiltration
    Baum, Rex L.
    Godt, Jonathan W.
    Savage, William Z.
    JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE, 2010, 115
  • [30] A novel radial basis function network on ant colony clustering
    Wu, FF
    Zhao, YL
    Zhang, YZ
    PROCEEDINGS OF THE 11TH JOINT INTERNATIONAL COMPUTER CONFERENCE, 2005, : 464 - 469