OOIR: Observatory of International Research

Papers

(The median citation count of Georisk-Assessment and Management of Risk for Engineered Systems and G is 2. 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
Improved landslide susceptibility mapping using unsupervised and supervised collaborative machine learning models	15
Hierarchical Bayesian approaches to statistical modelling of geotechnical data	15
An efficient Bayesian method for estimating runout distance of region-specific landslides using sparse data	13
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
Non-parametric modelling and simulation of spatiotemporally varying geo-data	11
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
Probabilistic model calibration of spatial variability for a physically-based landslide susceptibility model	10
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
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
Time capsule for landslide risk assessment	9
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
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
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
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
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
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
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
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
A new approach to constructing SPT-CPT correlation for sandy soils	4
Evolution analysis of the Banbiyan dangerous rock mass in the three gorges reservoir area, China	4
Data-driven approximation of geotechnical dynamics to an equivalent single-degree-of-freedom vibration system based on dynamic mode decomposition	4
Correlated sensitivities in reliability analysis and probabilistic Burland-and-Burbidge method	4
Time series analysis and gated recurrent neural network model for predicting landslide displacements	4
Quantification of climate change impact on rainfall-induced shallow landslide susceptibility: a case study in central Norway	4
A novel long-short term memory network approach for stress model updating for excavations in high stress environments	4
Quantification of statistical uncertainties of unconfined compressive strength of rock using Bayesian learning method	4
Regional seismic loss estimation and critical earthquake scenarios for the Western Quebec seismic zone	4
Spatiotemporal prediction of landslide displacement using deep learning approaches based on monitored time-series displacement data: a case in the Huanglianshu landslide	4
Multi-fidelity data-driven modelling of rate-dependent behaviour of soft clays	4
3D spatiotemporal risk assessment analysis of the tunnelling-induced settlement in an urban area using analytical hierarchy process and BIM	3
Prediction of tunnel mechanical behaviour using multi-task deep learning under the external condition	3
Report for ISSMGE TC309/TC304/TC222 and ASCE Geo-Institute Risk Assessment and Management Committee Fourth Machine Learning in Geotechnics Dialogue on “Machine Learning Supremacy Projects”	3
Development of training image database for subsurface stratigraphy	3
Numerical modelling of the keying process for a suction embedded plate anchor in spatially varying clays	3
Risk-informed adaptive sampling strategy for liquefaction severity mapping	3
Integration of site condition information using geographic information system for seismic risk reduction for bridge network	3
Load and resistance factor design versus reliability-based design of shallow foundations	3
The DINGO database of axial pile load tests for the UK: settlement prediction in fine-grained soils	3
Early identification of potential loess landslide using convolutional neural networks with skip connection: a case study in northwest Lvliang City, Shanxi Province, China	3
Future of Machine Learning in Geotechnics (FOMLIG), 5–6 Dec 2023, Okayama, Japan	3
On the use of different data assimilation schemes in a fully coupled hydro-mechanical slope stability analysis	3
Statistical landslide susceptibility assessment using Bayesian logistic regression and Markov Chain Monte Carlo (MCMC) simulation with consideration of model class selection	3
Digital geotechnics: from data-driven site characterisation towards digital transformation and intelligence in geotechnical engineering	3
Impact of rising sea levels on future Nankai–Tonankai earthquake tsunamis: a case study of Osaka, Japan	3

GBDT-based multivariate structural stress data analysis for predicting the sinking speed of an open caisson foundation	2
Towards an AI-based early warning system for bridge scour	2
Framework for risk assessment of economic loss from structures damaged by rainfall-induced landslides using machine learning	2
Characterisation for spatial distribution of mining-induced stress through deep learning algorithm on SHM data	2
A mixed quantitative approach to evaluate rockfall risk and the maximum allowable traffic on road infrastructure	2
Early detection of internal erosion in earth dams: combining seismic monitoring and convolutional AutoEncoders	2
Implicit modelling and dynamic update of tunnel unfavourable geology based on multi-source data fusion using support vector machine	2
Reliability assessment of open-source multiscale landslide susceptibility maps and effects of their fusion	2
Reliability-based serviceability limit state design of spread foundations under uplift loading in cohesionless soils	2
Probabilistic assessment of geosynthetic reinforced soil walls using ANN-based response surface method	2
Reliability-based design in spatially variable soils using deep learning: an illustration using shallow foundation	2
Implementation of reliability-based thresholds to excavation of shotcrete-supported rock tunnels	2
System reliability and sensitivity analysis of lateral loaded pile considering soil’s spatial variability	2
Representative slip surface identification and reliability analysis of slope systems in spatially variable soils	2
Worst-case effect in bearing capacity of spread foundations considering safety factors and anisotropy in soil spatial variability	2
Probabilistic seismic hazard assessment for West Africa region	2
A networked risk perspective for analysing debris flow losses factors considering mitigation measures	2