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 2020-03-01 to 2024-03-01.)

Article	Citations
Future of machine learning in geotechnics	54
Challenges in data-driven site characterization	54
Application of physics-informed neural networks to inverse problems in unsaturated groundwater flow	28
Three-dimensional slope stability analysis incorporating unsaturated soil properties in Singapore	21
Hydro-geomorphic assessment of erosion intensity and sediment yield initiated debris-flow hazards at Wadi Dahab Watershed, Egypt	20
Design charts for reliability assessment of rock bedding slopes stability against bi-planar sliding: SRLEM and BPNN approaches	16
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	15
Probabilistic estimation of variogram parameters of geotechnical properties with a trend based on Bayesian inference using Markov chain Monte Carlo simulation	14
An efficient Bayesian method for estimating runout distance of region-specific landslides using sparse data	13
Hierarchical Bayesian approaches to statistical modelling of geotechnical data	12
Statistical significance of tropical cyclone forward speed on storm surge generation: retrospective analysis of best track and tidal data in Japan	12
Quasi-site-specific multivariate probability distribution model for sparse, incomplete, and three-dimensional spatially varying soil data	12
Benchmark examples for data-driven site characterisation	12
Machine learning driven landslide susceptibility prediction for the Uttarkashi region of Uttarakhand in India	11
Non-parametric modelling and simulation of spatiotemporally varying geo-data	11
Definition and application of a multi-criteria algorithm to identify landslide acceleration phases	10
Real-time monitoring of tailings dams	10
Improved landslide susceptibility mapping using unsupervised and supervised collaborative machine learning models	9
Uncertainty quantification in the bearing capacity estimation for shallow foundations in sandy soils	9
Practical dynamic reliability analysis with spatiotemporal features in geotechnical engineering	9
Probabilistic model calibration of spatial variability for a physically-based landslide susceptibility model	8
Mobilisation-based characteristic value of shear strength for ultimate limit states	8
Time capsule for geotechnical risk and reliability	8

Machine learning of geological details from borehole logs for development of high-resolution subsurface geological cross-section and geotechnical analysis	8
Report for ISSMGE TC309/TC304/TC222 Third ML dialogue on “Data-Driven Site Characterization (DDSC)”	7
A novel approach for displacement interval forecasting of landslides with step-like displacement pattern	7
Inherent variability assessment from sparse property data of overburden soils and intermediate geomaterials using random field approaches	6
Risk management procedure to understand and interpret the geotechnical context	6
A Bayesian hindcasting method of levee failures applied to the Breitenhagen slope failure	6
Prediction of shear strength parameters of hydrocarbon contaminated sand based on machine learning methods	6
A data-driven fuzzy model for prediction of rockburst	6
Data-driven subsurface modelling using a Markov random field model	6
A comparative study of Bayesian inverse analyses of spatially varying soil parameters for slope reliability updating	6
Performance-based assessment of permanent displacement of soil slopes using two-dimensional dynamic analysis	6
Observational method as risk management tool: the Hvalfjörður tunnel project, Iceland	6
A methodological approach to assess the territorial vulnerability in terms of people and road characteristics	6
Importance sampling for system reliability analysis of soil slopes based on shear strength reduction	5
What is a characteristic value for soils?	5
Effect of uncertainties in geometry, inter-layer boundary and shear strength properties on the probabilistic stability of a 3D embankment slope	5
Probabilistic back analysis for rainfall-induced slope failure using MLS-SVR and Bayesian analysis	5
Special issue on “Machine learning and AI in geotechnics”	5
Time capsule for landslide risk assessment	5
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	5
Effect of borehole location on pile performance	5
Metamodelling for geotechnical reliability analysis with noisy and incomplete models	5
Hazard assessment for regional typhoon-triggered landslides by using physically-based model – a case study from southeastern China	5
Reliability-based design optimisation of geotechnical systems using a decoupled approach based on adaptive metamodels	5
Bayesian learning of Gaussian mixture model for calculating debris flow exceedance probability	5
Digitisation, sustainability, and disruption – promoting a more balanced debate on risk in the geotechnical community	4
An improved methodology for applying the influence function for subsidence hazard prediction	4
Data analytics in geotechnical and geological engineering	4
Correlated sensitivities in reliability analysis and probabilistic Burland-and-Burbidge method	4
Cross-project utilisation of tunnel boring machine (TBM) construction data: a case study using big data from Yin-Song diversion project in China	4
Data-driven approximation of geotechnical dynamics to an equivalent single-degree-of-freedom vibration system based on dynamic mode decomposition	4
Real-time tunnel lining crack detection based on an improved You Only Look Once version X algorithm	4
Transformation models for the compressibility properties of Finnish clays using a multivariate database	4
Integration of site condition information using geographic information system for seismic risk reduction for bridge network	3
Optimal placement of sampling locations for identification of a two-dimensional space	3
Time series analysis and gated recurrent neural network model for predicting landslide displacements	3
A real-time intelligent classification model using machine learning for tunnel surrounding rock and its application	3
Evolution analysis of the Banbiyan dangerous rock mass in the three gorges reservoir area, China	3
Geophysical tomography as a tool to estimate the geometry of soil layers: relevance for the reliability assessment of dikes	3
3D spatiotemporal risk assessment analysis of the tunnelling-induced settlement in an urban area using analytical hierarchy process and BIM	3
PDEM-based seismic performance evaluation of circular tunnels under stochastic earthquake excitation	3
A hybrid physical data informed DNN in axial displacement prediction of immersed tunnel joint	3
Regional seismic loss estimation and critical earthquake scenarios for the Western Quebec seismic zone	3
On prediction of slope failure time with the inverse velocity method	3
Multi-fidelity data-driven modelling of rate-dependent behaviour of soft clays	3
The DINGO database of axial pile load tests for the UK: settlement prediction in fine-grained soils	3
Quantification of statistical uncertainties of unconfined compressive strength of rock using Bayesian learning method	3
Impact of rising sea levels on future Nankai–Tonankai earthquake tsunamis: a case study of Osaka, Japan	3
Implementation of reliability-based thresholds to excavation of shotcrete-supported rock tunnels	2
Finite element-based reliability assessment of quay walls	2

Reliability assessment of open-source multiscale landslide susceptibility maps and effects of their fusion	2
Early identification of potential loess landslide using convolutional neural networks with skip connection: a case study in northwest Lvliang City, Shanxi Province, China	2
A mixed quantitative approach to evaluate rockfall risk and the maximum allowable traffic on road infrastructure	2
Spatiotemporal prediction of landslide displacement using deep learning approaches based on monitored time-series displacement data: a case in the Huanglianshu landslide	2
Reliability assessment of the performance of granular column in the nonuniform liquefiable ground to mitigate the liquefaction-induced ground deformation	2
A novel long-short term memory network approach for stress model updating for excavations in high stress environments	2
Characterisation for spatial distribution of mining-induced stress through deep learning algorithm on SHM data	2
Worst-case effect in bearing capacity of spread foundations considering safety factors and anisotropy in soil spatial variability	2
Implicit modelling and dynamic update of tunnel unfavourable geology based on multi-source data fusion using support vector machine	2
Prediction of tunnel mechanical behaviour using multi-task deep learning under the external condition	2
Framework for risk assessment of economic loss from structures damaged by rainfall-induced landslides using machine learning	2
A new approach to constructing SPT-CPT correlation for sandy soils	2
Numerical modelling of the keying process for a suction embedded plate anchor in spatially varying clays	2