Slope stability machine learning predictions on spatially variable random fields with and without factor of safety calculations

System reliability analysis of soil slopes using shear strength reduction and active-learning surrogate models

(2022) Tianlong Zhang et al.   Arabian Journal of Geosciences

Highly efficient reliability analysis of anisotropic heterogeneous slopes: machine learning-aided Monte Carlo method

(2022) Mohammad Aminpour et al.   Acta Geotechnica

Novel approach to efficient slope reliability analysis in spatially variable soils

(2021) Ze-Zhou Wang et al.   ENGINEERING GEOLOGY

Recurrent neural networks for complicated seismic dynamic response prediction of a slope system

(2021) Yu Huang et al.   ENGINEERING GEOLOGY

Slope reliability analysis in spatially variable soils using sliced inverse regression-based multivariate adaptive regression spline

(2021) Zhi-Ping Deng et al.   Bulletin of Engineering Geology and the Environment

Efficient reliability analysis considering uncertainty in random field parameters: Trained neural networks as surrogate models

(2021) Xuzhen He et al.   COMPUTERS AND GEOTECHNICS

AI-powered landslide susceptibility assessment in Hong Kong

(2021) Haojie Wang et al.   ENGINEERING GEOLOGY

Deep learning for efficient stochastic analysis with spatial variability

(2021) Xuzhen He et al.   Acta Geotechnica

Advances in reliability and risk analyses of slopes in spatially variable soils: A state-of-the-art review

(2021) Shui-Hua Jiang et al.   COMPUTERS AND GEOTECHNICS

Reliability-based monitoring sensitivity analysis for reinforced slopes using BUS and subset simulation methods

(2021) Hua-Ming Tian et al.   ENGINEERING GEOLOGY

Machine learning prediction of landslide deformation behaviour using acoustic emission and rainfall measurements

(2021) Lizheng Deng et al.   ENGINEERING GEOLOGY

Deep learning-based evaluation of factor of safety with confidence interval for tunnel deformation in spatially variable soil

(2021) Jinzhang Zhang et al.   Journal of Rock Mechanics and Geotechnical Engineering

Probabilistic stability analysis of earth dam slope under transient seepage using multivariate adaptive regression splines

(2020) Lin Wang et al.   Bulletin of Engineering Geology and the Environment

Optimization design of stabilizing piles in slopes considering spatial variability

(2020) Wenping Gong et al.   Acta Geotechnica

Efficient reliability analysis of earth dam slope stability using extreme gradient boosting method

(2020) Lin Wang et al.   Acta Geotechnica

Prediction of undrained shear strength using extreme gradient boosting and random forest based on Bayesian optimization

(2020) Wengang Zhang et al.   Geoscience Frontiers

Prediction of slope failure in open-pit mines using a novel hybrid artificial intelligence model based on decision tree and evolution algorithm

(2020) Xuan-Nam Bui et al.   Scientific Reports

Stochastic field simulation of slope stability problems: Improvement and reduction of computational effort

(2020) Elham Mahmoudi et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Machine learning aided stochastic reliability analysis of spatially variable slopes

(2020) Xuzhen He et al.   COMPUTERS AND GEOTECHNICS

Landslide displacement prediction using kinematics-based random forests method: A case study in Jinping Reservoir Area, China

(2020) Xinli Hu et al.   ENGINEERING GEOLOGY

Prediction of landslide sharp increase displacement by SVM with considering hysteresis of groundwater change

(2020) Heming Han et al.   ENGINEERING GEOLOGY

Efficient reliability analysis of slopes integrating the random field method and a Gaussian process regression‐based surrogate model

(2020) Bin Zhu et al.   INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS

Assessment of landslide susceptibility mapping based on Bayesian hyperparameter optimization: A comparison between logistic regression and random forest

(2020) Deliang Sun et al.   ENGINEERING GEOLOGY

Improved prediction of slope stability using a hybrid stacking ensemble method based on finite element analysis and field data

(2020) Navid Kardani et al.   Journal of Rock Mechanics and Geotechnical Engineering

Estimating the rainfall threshold of a deep-seated landslide by integrating models for predicting the groundwater level and stability analysis of the slope

(2019) Zhen-lei Wei et al.   ENGINEERING GEOLOGY

An intelligent response surface method for analyzing slope reliability based on Gaussian process regression

(2019) Bin Zhu et al.   INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS

Reliability assessment on stability of tunnelling perpendicularly beneath an existing tunnel considering spatial variabilities of rock mass properties

(2019) Fuyong Chen et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Reliable Accuracy Estimates from k-Fold Cross Validation

(2019) Tzu-Tsung Wong et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Prediction of Slope Stability using Naive Bayes Classifier

(2018) Xianda Feng et al.   KSCE Journal of Civil Engineering

Prediction of open stope hangingwall stability using random forests

(2018) Chongchong Qi et al.   NATURAL HAZARDS

System Reliability Analysis of Soil Slopes Using an Advanced Kriging Metamodel and Quasi–Monte Carlo Simulation

(2018) Lei-Lei Liu et al.   International Journal of Geomechanics

Prediction of Slope Stability Using Four Supervised Learning Methods

(2018) Yun Lin et al.   IEEE Access

Advanced reliability analysis of slopes in spatially variable soils using multivariate adaptive regression splines

(2018) Lei-Lei Liu et al.   Geoscience Frontiers

Probabilistic methods for unified treatment of geotechnical and geological uncertainties in a geotechnical analysis

(2018) C. Hsein Juang et al.   ENGINEERING GEOLOGY

Slope reliability analysis using surrogate models via new support vector machines with swarm intelligence

(2016) Fei Kang et al.   APPLIED MATHEMATICAL MODELLING

Efficient slope reliability analysis at low-probability levels in spatially variable soils

(2016) Shui-Hua Jiang et al.   COMPUTERS AND GEOTECHNICS

Hybrid artificial intelligence approach based on metaheuristic and machine learning for slope stability assessment: A multinational data analysis

(2016) Nhat-Duc Hoang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Slope Collapse Prediction Using Bayesian Framework with K-Nearest Neighbor Density Estimation: Case Study in Taiwan

(2016) Min-Yuan Cheng et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

On the efficient estimation of small failure probability in slopes

(2016) Jinsong Huang et al.   Landslides

Slope stability analysis using artificial intelligence techniques

(2016) Shakti Suman et al.   NATURAL HAZARDS

Evaluation of spatial soil variability in the Pearl River Estuary using CPTU data

(2016) Emanuel Bombasaro et al.   SOILS AND FOUNDATIONS

Slope stability analysis based on quantum-behaved particle swarm optimization and least squares support vector machine

(2015) Bo Li et al.   APPLIED MATHEMATICAL MODELLING

Failure Mechanism and Bearing Capacity of Footings Buried at Various Depths in Spatially Random Soil

(2015) Jinhui Li et al.   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING

Enhancement of random finite element method in reliability analysis and risk assessment of soil slopes using Subset Simulation

(2015) Dian-Qing Li et al.   Landslides

Landslide susceptibility mapping using random forest, boosted regression tree, classification and regression tree, and general linear models and comparison of their performance at Wadi Tayyah Basin, Asir Region, Saudi Arabia

(2015) Ahmed Mohamed Youssef et al.   Landslides

MCMC algorithms for Subset Simulation

(2015) Iason Papaioannou et al.   PROBABILISTIC ENGINEERING MECHANICS

Numerical methods for the discretization of random fields by means of the Karhunen–Loève expansion

(2014) Wolfgang Betz et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Characterizing geotechnical anisotropic spatial variations using random field theory

(2013) H. Zhu et al.   CANADIAN GEOTECHNICAL JOURNAL

Slope reliability analysis considering spatially variable shear strength parameters using a non-intrusive stochastic finite element method

(2013) Shui-Hua Jiang et al.   ENGINEERING GEOLOGY

Reliability-based design of rock slopes — A new perspective on design robustness

(2012) Lei Wang et al.   ENGINEERING GEOLOGY

Stratified Response Surfaces for System Probabilistic Evaluation of Slopes

(2012) Jian Ji et al.   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING

Slope reliability analysis by updated support vector machine and Monte Carlo simulation

(2012) Shaojun Li et al.   NATURAL HAZARDS

Probabilistic analyses of a strip footing on horizontally stratified sandy deposit using advanced constitutive model

(2011) R. Suchomel et al.   COMPUTERS AND GEOTECHNICS

Evolutionary risk preference inference model using fuzzy support vector machine for road slope collapse prediction

(2011) Min-Yuan Cheng et al.   EXPERT SYSTEMS WITH APPLICATIONS

Utilization of a least square support vector machine (LSSVM) for slope stability analysis

(2011) P. Samui et al.   Scientia Iranica

Practical reliability analysis of slope stability by advanced Monte Carlo simulations in a spreadsheet

(2010) Yu Wang et al.   CANADIAN GEOTECHNICAL JOURNAL

Efficient Monte Carlo Simulation of parameter sensitivity in probabilistic slope stability analysis

(2010) Yu Wang et al.   COMPUTERS AND GEOTECHNICS

Landslide susceptibility assessment using logistic regression and its comparison with a rock mass classification system, along a road section in the northern Himalayas (India)

(2009) Iswar Das et al.   GEOMORPHOLOGY

Efficient Evaluation of Reliability for Slopes with Circular Slip Surfaces Using Importance Sampling

(2009) Jianye Ching et al.   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING