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 2020-11-01 to 2024-11-01.)

Article	Citations
Future of machine learning in geotechnics	87
Challenges in data-driven site characterization	63
Application of physics-informed neural networks to inverse problems in unsaturated groundwater flow	39
Machine learning driven landslide susceptibility prediction for the Uttarkashi region of Uttarakhand in India	20
Binary classification method for efficient and accurate system reliability analyses of layered soil slopes	19
Spatio-temporal cluster analysis of recent Italian landslides	18
Quasi-site-specific multivariate probability distribution model for sparse, incomplete, and three-dimensional spatially varying soil data	16
Hierarchical Bayesian approaches to statistical modelling of geotechnical data	15
Improved landslide susceptibility mapping using unsupervised and supervised collaborative machine learning models	15
Hazard assessment for regional typhoon-triggered landslides by using physically-based model – a case study from southeastern China	13
Benchmark examples for data-driven site characterisation	13
An efficient Bayesian method for estimating runout distance of region-specific landslides using sparse data	13
Time capsule for geotechnical risk and reliability	11
Machine learning of geological details from borehole logs for development of high-resolution subsurface geological cross-section and geotechnical analysis	11
Non-parametric modelling and simulation of spatiotemporally varying geo-data	11
Practical dynamic reliability analysis with spatiotemporal features in geotechnical engineering	10
Definition and application of a multi-criteria algorithm to identify landslide acceleration phases	10
Probabilistic back analysis for rainfall-induced slope failure using MLS-SVR and Bayesian analysis	10
Probabilistic model calibration of spatial variability for a physically-based landslide susceptibility model	10
Time capsule for landslide risk assessment	9
A novel approach for displacement interval forecasting of landslides with step-like displacement pattern	9
Inherent variability assessment from sparse property data of overburden soils and intermediate geomaterials using random field approaches	9
Report for ISSMGE TC309/TC304/TC222 Third ML dialogue on “Data-Driven Site Characterization (DDSC)”	8
Prediction of shear strength parameters of hydrocarbon contaminated sand based on machine learning methods	8
Bayesian learning of Gaussian mixture model for calculating debris flow exceedance probability	8

Real-time tunnel lining crack detection based on an improved You Only Look Once version X algorithm	8
Mobilisation-based characteristic value of shear strength for ultimate limit states	8
Effect of uncertainties in geometry, inter-layer boundary and shear strength properties on the probabilistic stability of a 3D embankment slope	7
A real-time intelligent classification model using machine learning for tunnel surrounding rock and its application	7
Observational method as risk management tool: the Hvalfjörður tunnel project, Iceland	7
Reliability-based design optimisation of geotechnical systems using a decoupled approach based on adaptive metamodels	7
Risk management procedure to understand and interpret the geotechnical context	7
A comparative study of Bayesian inverse analyses of spatially varying soil parameters for slope reliability updating	7
What is a characteristic value for soils?	6
An improved methodology for applying the influence function for subsidence hazard prediction	6
Data analytics in geotechnical and geological engineering	6
Performance-based assessment of permanent displacement of soil slopes using two-dimensional dynamic analysis	6
Data-driven subsurface modelling using a Markov random field model	6
Transformation models for the compressibility properties of Finnish clays using a multivariate database	6
Special issue on “Machine learning and AI in geotechnics”	6
Optimal placement of sampling locations for identification of a two-dimensional space	6
Cross-project utilisation of tunnel boring machine (TBM) construction data: a case study using big data from Yin-Song diversion project in China	6
Metamodelling for geotechnical reliability analysis with noisy and incomplete models	5
On prediction of slope failure time with the inverse velocity method	5
Regional landslide mapping model developed by a deep transfer learning framework using post-event optical imagery	5
Flood hazards in urban environment	5
PDEM-based seismic performance evaluation of circular tunnels under stochastic earthquake excitation	5
Geophysical tomography as a tool to estimate the geometry of soil layers: relevance for the reliability assessment of dikes	5
A hybrid physical data informed DNN in axial displacement prediction of immersed tunnel joint	5