Georisk-Assessment and Management of Risk for Engineered Systems and G

(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 2020-07-01 to 2024-07-01.)
Future of machine learning in geotechnics70
Challenges in data-driven site characterization58
Application of physics-informed neural networks to inverse problems in unsaturated groundwater flow34
Design charts for reliability assessment of rock bedding slopes stability against bi-planar sliding: SRLEM and BPNN approaches20
Binary classification method for efficient and accurate system reliability analyses of layered soil slopes18
Spatio-temporal cluster analysis of recent Italian landslides16
Hierarchical Bayesian approaches to statistical modelling of geotechnical data15
Quasi-site-specific multivariate probability distribution model for sparse, incomplete, and three-dimensional spatially varying soil data15
Machine learning driven landslide susceptibility prediction for the Uttarkashi region of Uttarakhand in India15
An efficient Bayesian method for estimating runout distance of region-specific landslides using sparse data13
Benchmark examples for data-driven site characterisation12
Improved landslide susceptibility mapping using unsupervised and supervised collaborative machine learning models12
Hazard assessment for regional typhoon-triggered landslides by using physically-based model – a case study from southeastern China11
Definition and application of a multi-criteria algorithm to identify landslide acceleration phases11
Non-parametric modelling and simulation of spatiotemporally varying geo-data11
Probabilistic model calibration of spatial variability for a physically-based landslide susceptibility model10
Machine learning of geological details from borehole logs for development of high-resolution subsurface geological cross-section and geotechnical analysis10
Time capsule for geotechnical risk and reliability10
Practical dynamic reliability analysis with spatiotemporal features in geotechnical engineering9
Probabilistic back analysis for rainfall-induced slope failure using MLS-SVR and Bayesian analysis9
A novel approach for displacement interval forecasting of landslides with step-like displacement pattern8
Report for ISSMGE TC309/TC304/TC222 Third ML dialogue on “Data-Driven Site Characterization (DDSC)”8
Time capsule for landslide risk assessment8
Mobilisation-based characteristic value of shear strength for ultimate limit states8
Inherent variability assessment from sparse property data of overburden soils and intermediate geomaterials using random field approaches7
Reliability-based design optimisation of geotechnical systems using a decoupled approach based on adaptive metamodels7
Risk management procedure to understand and interpret the geotechnical context7
A comparative study of Bayesian inverse analyses of spatially varying soil parameters for slope reliability updating7
Prediction of shear strength parameters of hydrocarbon contaminated sand based on machine learning methods7
Observational method as risk management tool: the Hvalfjörður tunnel project, Iceland7
Performance-based assessment of permanent displacement of soil slopes using two-dimensional dynamic analysis6
Data-driven subsurface modelling using a Markov random field model6
Real-time tunnel lining crack detection based on an improved You Only Look Once version X algorithm6
Data analytics in geotechnical and geological engineering6
What is a characteristic value for soils?6
A methodological approach to assess the territorial vulnerability in terms of people and road characteristics6
A Bayesian hindcasting method of levee failures applied to the Breitenhagen slope failure6
Quantitative assessment of ground deformation risks, controlling factors and movement trends for onshore petroleum and gas industry using satellite Radar remote sensing and spatial statistics6
Effect of uncertainties in geometry, inter-layer boundary and shear strength properties on the probabilistic stability of a 3D embankment slope6
Bayesian learning of Gaussian mixture model for calculating debris flow exceedance probability6
Metamodelling for geotechnical reliability analysis with noisy and incomplete models5
On prediction of slope failure time with the inverse velocity method5
A hybrid physical data informed DNN in axial displacement prediction of immersed tunnel joint5
Special issue on “Machine learning and AI in geotechnics”5
Optimal placement of sampling locations for identification of a two-dimensional space5
Cross-project utilisation of tunnel boring machine (TBM) construction data: a case study using big data from Yin-Song diversion project in China5
Digitisation, sustainability, and disruption – promoting a more balanced debate on risk in the geotechnical community5
Transformation models for the compressibility properties of Finnish clays using a multivariate database5
A real-time intelligent classification model using machine learning for tunnel surrounding rock and its application5
Geophysical tomography as a tool to estimate the geometry of soil layers: relevance for the reliability assessment of dikes4
An improved methodology for applying the influence function for subsidence hazard prediction4
Multi-fidelity data-driven modelling of rate-dependent behaviour of soft clays4
Time series analysis and gated recurrent neural network model for predicting landslide displacements4
Data-driven approximation of geotechnical dynamics to an equivalent single-degree-of-freedom vibration system based on dynamic mode decomposition4
Correlated sensitivities in reliability analysis and probabilistic Burland-and-Burbidge method4
Regional seismic loss estimation and critical earthquake scenarios for the Western Quebec seismic zone4
Quantification of statistical uncertainties of unconfined compressive strength of rock using Bayesian learning method3
Numerical modelling of the keying process for a suction embedded plate anchor in spatially varying clays3
Reliability assessment of the performance of granular column in the nonuniform liquefiable ground to mitigate the liquefaction-induced ground deformation3
A novel long-short term memory network approach for stress model updating for excavations in high stress environments3
The DINGO database of axial pile load tests for the UK: settlement prediction in fine-grained soils3
Evolution analysis of the Banbiyan dangerous rock mass in the three gorges reservoir area, China3
Impact of rising sea levels on future Nankai–Tonankai earthquake tsunamis: a case study of Osaka, Japan3
3D spatiotemporal risk assessment analysis of the tunnelling-induced settlement in an urban area using analytical hierarchy process and BIM3
Prediction of tunnel mechanical behaviour using multi-task deep learning under the external condition3
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
Characterising site investigation performance in multiple-layer soils and soil lenses3
Early identification of potential loess landslide using convolutional neural networks with skip connection: a case study in northwest Lvliang City, Shanxi Province, China3
Integration of site condition information using geographic information system for seismic risk reduction for bridge network3
On the use of different data assimilation schemes in a fully coupled hydro-mechanical slope stability analysis3
PDEM-based seismic performance evaluation of circular tunnels under stochastic earthquake excitation3
Towards an AI-based early warning system for bridge scour2
Load and resistance factor design versus reliability-based design of shallow foundations2
Framework for risk assessment of economic loss from structures damaged by rainfall-induced landslides using machine learning2
Implementation of reliability-based thresholds to excavation of shotcrete-supported rock tunnels2
Representative slip surface identification and reliability analysis of slope systems in spatially variable soils2
A new approach to constructing SPT-CPT correlation for sandy soils2
Probabilistic assessment of geosynthetic reinforced soil walls using ANN-based response surface method2
Probabilistic seismic hazard assessment for West Africa region2
GBDT-based multivariate structural stress data analysis for predicting the sinking speed of an open caisson foundation2
Reliability-based serviceability limit state design of spread foundations under uplift loading in cohesionless soils2
Digital geotechnics: from data-driven site characterisation towards digital transformation and intelligence in geotechnical engineering2
A mixed quantitative approach to evaluate rockfall risk and the maximum allowable traffic on road infrastructure2
Implicit modelling and dynamic update of tunnel unfavourable geology based on multi-source data fusion using support vector machine2
Flood hazards in urban environment2
Reliability assessment of open-source multiscale landslide susceptibility maps and effects of their fusion2
Spatiotemporal prediction of landslide displacement using deep learning approaches based on monitored time-series displacement data: a case in the Huanglianshu landslide2
Regional landslide mapping model developed by a deep transfer learning framework using post-event optical imagery2
Characterisation for spatial distribution of mining-induced stress through deep learning algorithm on SHM data2
Worst-case effect in bearing capacity of spread foundations considering safety factors and anisotropy in soil spatial variability2