Acknowledgement
This work was supported by the National Natural Science Foundation, China (41972278; 41572282). We would like to thank Uni-edit (www.uni-edit.net) for editing and proofreading this manuscript.
References
- Ahmed, A. and Soubra, A.H. (2014), "Probabilistic analysis at the serviceability limit state of two neighboring strip footings resting on a spatially random soil", Struct. Saf., 49, 2-9. http://doi.org/10.1016/j.strusafe.2013.08.001.
- Ahmed, A.A. (2009), "Stochastic analysis of free surface flow through earth dams", Comput. Geotech., 36(7), 1186-1190. https://doi.org/10.1016/j.compgeo.2009.05.005.
- Al-Bittar, T., Soubra, A.H. and Thajeel, J. (2018), "Kriging-based reliability analysis of strip footings resting on spatially varying soils", J. Geotech. Geoenviron. Eng., 144(10), 04018071. http://doi.org/10.1061/(ASCE)GT.1943-5606.0001958.
- Cheon, J.Y. and Gilbert, R.B. (2014), "Modeling spatial variability in offshore geotechnical properties for reliability-based foundation design", Struct. Saf., 49, 18-26. https://doi.org/10.1016/j.strusafe.2013.07.008.
- Cho, S.E. and Park, H.C. (2010), "Effect of spatial variability of cross-correlated soil properties on bearing capacity of strip footing", Int. J. Numer. Anal. Meth. Geomech., 34(1), 1-26. https://doi.org/10.1002/nag.791.
- Deodatis, G. (1991), "Weighted integral method I: Stochastic stiffness matrix", J. Eng. Mech., 117(8), 1851-1864. https://doi.org/10.1061/(ASCE)0733-9399(1991)117:8(1851).
- Dithinde, M., Phoon, K.K., Wet, M.D. and Retief, V. (2011), "Characterization of model uncertainty in the static pile design formula", J. Geotech. Geoenviron. Eng., 137(1), 70-85. https://doi.org/10.1061/(ASCE)GT.1943-5606.0000401.
- Duncan, J.M. (2000), "Factors of safety and reliability in geotechnical engineering", J. Geotech. Geoenviron. Eng., 126(4), 307-316. https://doi.org/10.1061/(ASCE)1090-0241(2000)126:4(307).
- Fei S.Z., Tan X.H., Wang X., Du L.F. and Sun Z.H. (2019), "Evaluation of soil spatial variability by micro-structure simulation", Geomech. Eng., 17(6), 565-572. https://doi.org/10.12989/gae.2019.17.6.565.
- Firouzianbandpey, S., Griffiths, D.V. and Andersen, L.V. (2014), "Spatial correlation length of normalized cone data in sand: Case study in the north of Denmark", Can. Geotech. J., 51(8), 844-857. https://doi.org/10.1139/cgj-2013-0294.
- Fredlund, D.G. and Houston, S.L. (2009), "Protocol for the assessment of unsaturated soil properties in geotechnical engineering practice", Can. Geotech. J., 46(6), 694-707. http://doi.org/10.1139/T09-010.
- Gong, W., Juang, C.H. and Martin, J.R. (2016), "A new framework for probabilistic analysis of the performance of a supported excavation in clay considering spatial variability", Geotechnique, 67(6), 546-552. https://doi.org/10.1680/jgeot.15.P.268.
- Gong, W.P., Juang, C.H., Martin, J.R., Tang, H.M., Wang, Q.Q. and Huang, H.W. (2018), "Probabilistic analysis of tunnel longitudinal performance based upon conditional random field simulation of soil properties", Tunn. Undergr. Sp. Tech., 73, 1-14. https://doi.org/10.1016/j.tust.2017.11.026.
- Gravanis, E., Pantelidis, L. and Griffiths, D.V. (2014), "An analytical solution in probabilistic rock slope stability assessment based on random fields", Int. J. Rock Mech. Min. Sci., 71, 19-24. https://doi.org/10.1016/j.ijrmms.2014.06.018.
- Gui, S.X., Zhang, R.D. and Xue, X.Z. (2000), "Probabilistic slope stability analysis with stochastic soil hydraulic conductivity", J. Geotech. Geoenviron. Eng., 136(1), 1-9. https://doi.org/10.1061/(ASCE)1090-0241(2000)126:1(1).
- Itasca (2006), Reference Manual, FLAC 5.0. Minneapolis, Itasca Consulting Group Inc, Minnesota, U.S.A.
- Jha, S.K. and Ching, J. (2013), "Simulating spatial averages of stationary random field using the fourier series method", J. Eng. Mech., 139(5), 594-605. https://doi.org/10.1061/(ASCE)EM.1943-7889.0000517.
- Ji, J. and Kodikara, J.K. (2015), "Efficient reliability method for implicit limit state surface with correlated non-Gaussian variables", Int. J. Numer. Anal. Meth. Geomech., 39, 1898-1911. http://doi.org/10.1002/nag.2380.
- Ji, J., Liao, H.L. and Low, B.K. (2012), "Modeling 2-D spatial variation in slope reliability analysis using interpolated autocorrelations", Comput. Geotech., 40(3), 135-146. http://doi.org/10.1016/j.compgeo.2011.11.002.
- Ji, J., Zhang, C.S., Gao, Y.F. and Kodikara, J. (2018), "Effect of 2D spatial variability on slope reliability: A simplified FORM analysis", Geosci. Front., 9, 1631-1638. https://doi.org/10.1016/j.gsf.2017.08.004.
- Jiang, S.H. and Huang, J.S. (2016), "Efficient slope reliability analysis at low-probability levels in spatially variable soils", Comput. Geotech., 75, 18-27. https://doi.org/10.1016/j.compgeo.2016.01.016.
- Jiang, S.H., Li, D.Q., Zhang, L.M. and Zhou, C.B. (2014), "Slope reliability analysis considering spatially variable shear strength parameters using a non-intrusive stochastic finite element method", Eng. Geol., 168, 120-128. https://doi.org/10.1016/j.enggeo.2013.11.006.
- Laloy, E., Rogiers, B., Vrugt, J.A., Mallants, D. and Jacques, D. (2013), "Efficient posterior exploration of a high-dimensional groundwater model from two-stage MCMC simulation and polynomial chaos expansion", Water Resour. Res., 49(5), 2664-2682. https://doi.org/10.1002/wrcr.20226.
- Le, T.M.H., Gallipoli, D., Sanchez, M. and Wheeler, S. (2015), "Stability and failure mass of unsaturated heterogeneous slopes", Can. Geotech. J., 52(11), 1747-1761. https://doi.org/10.1139/cgj-2014-0190.
- Li, D.Q., Xiao, T., Cao, Z.J., Zhou, C.B. and Zhang, L.M. (2016), "Enhancement of random finite element method in reliability analysis and risk assessment of soil slopes using Subset Simulation", Landslides, 13, 293-303. http://doi.org/10.1007/s10346-015-0569-2.
- Li, W.X., Lu, Z.M. and Zhang, D.X. (2009), "Stochastic analysis of unsaturated flow with probabilistic collocation method", Water Resour. Res., 45, W08425. http://doi.org/10.1029/2008WR007530.
- Liu, L.L., Cheng, Y.M. and Zhang, S.H. (2017), "Conditional random field reliability analysis of a cohesion-frictional slope", Comput. Geotech., 82, 173-186. https://doi.org/10.1016/j.compgeo.2016.10.014.
- Lombardi M., Cardarilli M. and Raspa G. (2017), "Spatial variability analysis of soil strength to slope stability assessment", Geomech. Eng., 12(3), 483-503. https://doi.org/10.12989/gae.2017.12.3.483.
- Montoya-Noguera, S., Zhao, T.Y., Hu, Y., Wang, Y. and Phoon, K.K. (2019), "Simulation of non-stationary non-Gaussian random fields from sparse measurements using Bayesian compressive sampling and Karhunen-Loève expansion", Struct. Saf., 79, 66-79. https://doi.org/10.1016/j.strusafe.2019.03.006.
- Moshtaghin, A.F., Franke, S. and Keller, T. (2016), "Vassilopoulos AP. Random field-based modeling of size effect on the longitudinal tensile strength of clear timber", Struct. Saf., 58, 60-68. https://doi.org/10.1016/j.strusafe.2015.09.002.
- Mouyeaux, A., Carvajal, C., Bressolette, P., Peyras, L., Breul, P. and Bacconnet, C. (2018), "Probabilistic stability analysis of an earth dam by stochastic Finite Element Method based on field data", Comput. Geotech., 101, 34-47. https://doi.org/10.1016/j.compgeo.2018.04.017.
- Papaioannou, I., Betz, W., Zwirglmaier, K. and Straub, D. (2015), "MCMC algorithms for subset simulation", Probabilist. Eng. Mech., 41, 89-103. http://doi.org/10.1016/j.probengmech.2015.06.006.
- Phoon, K.K. and Kulhawy, F.H. (1999), "Characterization of geotechnical variability", Can. Geotech. J., 36(4), 612-624. https://doi.org/10.1139/t99-038.
- Phoon, K.K., Huang, H.W. and Quek, S.T. (2005), "Simulation of strongly non-Gaussian processes using Karhunen-Loeve expansion", Probabilist. Eng. Mech., 20(2), 188-198. https://doi.org/10.1016/j.probengmech.2005.05.007.
- Phoon, K.K., Huang, S.P. and Quek, S.T. (2002), "Implementation of Karhunen-Loeve expansion for simulation using a wavelet-Galerkin scheme", Probabilist. Eng. Mech., 17(3), 293-303. https://doi.org/10.1016/S0266-8920(02)00013-9.
- Phoon, K.K., Quek, S.T. and Huang, H.W. (2004), "Simulation of non-Gaussian processes using fractile correlation", Probabilist. Eng. Mech., 19(4), 287-292. https://doi.org/10.1016/j.probengmech.2003.09.001.
- Qi S.C., Vanapalli S.K., Yang X.G., Zhou J.W. and Lu G.D. (2019), "Stability analysis of an unsaturated expansive soil slope subjected to rainfall infiltration", Geomech. Eng., 19(1), 1-9. https://doi.org/10.12989/gae.2019.19.1.001.
- Rackwitz, R. (2000), "Reviewing probabilistic soils modelling", Comput. Geotech., 26(3-4), 199-223. https://doi.org/10.1016/S0266-352X(99)00039-7
- Roberts, L.A. and Misra. A. (2009), "Reliability-based design of deep foundations based on differential settlement criterion", Can. Geotech. J., 46(2), 168-176. https://doi.org/10.1139/T08-117.
- Sachdeva, S.K., Nair, P.B. and Keane, A.J. (2007), "On using deterministic FEA software to solve problems in stochastic structural mechanics", Comput. Struct., 85(5-6), 277-290. https://doi.org/10.1016/j.compstruc.2006.10.008.
- Santoso, A.M., Phoon, K.K. and Quek, S.T. (2011), "Effects of soil spatial variability on rainfall-induced landslides", Comput. Struct., 89(11-12), 893-900. https://doi.org/10.1016/j.compstruc.2011.02.016.
- Schueller, G.L. and Jensen, H.A. (2008), "Computational methods in optimization considering uncertainties - an overview", Comput. Method. Appl. M., 198(1), 2-13. https://doi.org/10.1016/j.cma.2008.05.004.
- Stefanou, G. (2009), "The stochastic finite element method-Past present and future", Comput. Method. Appl. M., 198(9-12), 1031-1051. https://doi.org/10.1016/j.cma.2008.11.007.
- Sudret, B. and Der Kiureghian, A. (2000), "Stochastic finite element methods and reliability", Technical Report No. UCB-SEMM-2000-08; Mechanics and Materials Department of Civil & Environmental Engineering, University of California, California, U.S.A.
- Tan, X.H. and Wang, J.G. (2009), "Finite element reliability analysis of slope stability", J. Zhejiang Univ. Sci. A, 10(5), 645-652. http://doi.org/10.1631/jzus.A0820542.
- Tan, X.H., Wang, X., Khoshnevisan, S., Hou, X.L. and Zha, F.S. (2017), "Seepage analysis of earth dams considering spatial variability of hydraulic parameters", Eng. Geol., 228, 260-269. https://doi.org/10.1016/j.enggeo.2017.08.018.
- Tan, X.H., Xie, Y., Hou, X.L., Li, P. and Wang, X. (2017), "Reliability analysis of shallow foundations on unsaturated soils under rainfall infiltration", Proceedings of the Geo-Risk 2017, Denver, Colorado, U.S.A., June.
- van Genuchten, M.T. (1980), "A closed form equation for predicting the hydraulic conductivity of unsaturated soils", Soil Sci. Soc. Am. J., 44(5), 892-898. http://doi.org/10.2136/sssaj1980.03615995004400050002x.
- Vanmarcke, E. and Grigoriu, M. (1983), "Stochastic finite element analysis of simple beams", J. Eng. Mech., 109, 1203-1214. https://doi.org/10.1061/(ASCE)0733-9399(1983)109:5(1203).
- Vanmarcke, E.H. (1977), "Probabilistic modeling of soil profiles", J. Geotech. Eng. Div., 103, 1227-1246. https://doi.org/10.1061/AJGEB6.0000517
- Zhang, J. and Ellingwood, B. (1994), "Orthogonal series expansions of random fields in reliability analysis", J. Eng. Mech., 120, 2660-2677. https://doi.org/10.1061/(ASCE)0733-9399(1994)120:12(2660).