OOIR: Observatory of International Research

Papers

(The TQCC of Georisk-Assessment and Management of Risk for Engineered Systems and G is 5. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-05-01 to 2024-05-01.)

Article	Citations
Future of machine learning in geotechnics	61
Challenges in data-driven site characterization	56
Application of physics-informed neural networks to inverse problems in unsaturated groundwater flow	30
Design charts for reliability assessment of rock bedding slopes stability against bi-planar sliding: SRLEM and BPNN approaches	19
Binary classification method for efficient and accurate system reliability analyses of layered soil slopes	16
Surface altering optimisation in slope stability analysis with non-circular failure for random limit equilibrium method	16
Spatio-temporal cluster analysis of recent Italian landslides	16
Probabilistic estimation of variogram parameters of geotechnical properties with a trend based on Bayesian inference using Markov chain Monte Carlo simulation	15
Hierarchical Bayesian approaches to statistical modelling of geotechnical data	14
Quasi-site-specific multivariate probability distribution model for sparse, incomplete, and three-dimensional spatially varying soil data	14
An efficient Bayesian method for estimating runout distance of region-specific landslides using sparse data	13
Machine learning driven landslide susceptibility prediction for the Uttarkashi region of Uttarakhand in India	13
Benchmark examples for data-driven site characterisation	12
Improved landslide susceptibility mapping using unsupervised and supervised collaborative machine learning models	12
Non-parametric modelling and simulation of spatiotemporally varying geo-data	12
Definition and application of a multi-criteria algorithm to identify landslide acceleration phases	11
Probabilistic model calibration of spatial variability for a physically-based landslide susceptibility model	10
Machine learning of geological details from borehole logs for development of high-resolution subsurface geological cross-section and geotechnical analysis	10
Practical dynamic reliability analysis with spatiotemporal features in geotechnical engineering	9
Time capsule for geotechnical risk and reliability	8
Report for ISSMGE TC309/TC304/TC222 Third ML dialogue on “Data-Driven Site Characterization (DDSC)”	8
A novel approach for displacement interval forecasting of landslides with step-like displacement pattern	8
Mobilisation-based characteristic value of shear strength for ultimate limit states	8
A comparative study of Bayesian inverse analyses of spatially varying soil parameters for slope reliability updating	7
Probabilistic back analysis for rainfall-induced slope failure using MLS-SVR and Bayesian analysis	7

Prediction of shear strength parameters of hydrocarbon contaminated sand based on machine learning methods	7
Hazard assessment for regional typhoon-triggered landslides by using physically-based model – a case study from southeastern China	6
Risk management procedure to understand and interpret the geotechnical context	6
A methodological approach to assess the territorial vulnerability in terms of people and road characteristics	6
Effect of uncertainties in geometry, inter-layer boundary and shear strength properties on the probabilistic stability of a 3D embankment slope	6
Performance-based assessment of permanent displacement of soil slopes using two-dimensional dynamic analysis	6
Quantitative assessment of ground deformation risks, controlling factors and movement trends for onshore petroleum and gas industry using satellite Radar remote sensing and spatial statistics	6
Data-driven subsurface modelling using a Markov random field model	6
Effect of borehole location on pile performance	6
Bayesian learning of Gaussian mixture model for calculating debris flow exceedance probability	6
Inherent variability assessment from sparse property data of overburden soils and intermediate geomaterials using random field approaches	6
What is a characteristic value for soils?	6
Observational method as risk management tool: the Hvalfjörður tunnel project, Iceland	6
A Bayesian hindcasting method of levee failures applied to the Breitenhagen slope failure	6
Time capsule for landslide risk assessment	6
Metamodelling for geotechnical reliability analysis with noisy and incomplete models	5
On prediction of slope failure time with the inverse velocity method	5
Data analytics in geotechnical and geological engineering	5
Special issue on “Machine learning and AI in geotechnics”	5
Real-time tunnel lining crack detection based on an improved You Only Look Once version X algorithm	5
A real-time intelligent classification model using machine learning for tunnel surrounding rock and its application	5
Importance sampling for system reliability analysis of soil slopes based on shear strength reduction	5
Reliability-based design optimisation of geotechnical systems using a decoupled approach based on adaptive metamodels	5