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 2022-05-01 to 2026-05-01.)

Article	Citations
Effects of random heterogeneity of soil on VH failure envelopes of the torpedo anchor	155
Reliability-based optimization in climate-adaptive design of embedded footing	34
High-order shape functions-based KL expansion for discretizing irregular and multi-dimensional random fields	27
Predicting large diameter pile running in spatially variable soils	26
Machine learning based subsurface modelling using geological exploration data: a comprehensive review	25
Numerical modelling of the keying process for a suction embedded plate anchor in spatially varying clays	23
A real-time intelligent classification model using machine learning for tunnel surrounding rock and its application	22
Experimental modelling of spudcan penetration in spatially variable soils	22
The modified life cycle cost method for the risk-based design of excavation projects	21
Cross-project utilisation of tunnel boring machine (TBM) construction data: a case study using big data from Yin-Song diversion project in China	20
Time series analysis and gated recurrent neural network model for predicting landslide displacements	19
Novel copula-based iHLRF-X algorithm for assessing reliability of geo-structures	18
Centrifuge shaking table tests on the seismic response of an underground structure in saturated coral sand	18
Effect of uncertainties in geometry, inter-layer boundary and shear strength properties on the probabilistic stability of a 3D embankment slope	17
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”	17
Abnormal behaviour in Atatürk dam created by internal erosion	16
Characterizing multivariate, asymmetric, and multimodal distributions of geotechnical data with dual-stage missing values: BASIC-H	16
A novel self-sensing spudcan for real-time safety assessment	16
Risk prediction of coal mine rock burst based on machine learning and feature selection algorithm	16
On the use of different data assimilation schemes in a fully coupled hydro-mechanical slope stability analysis	14
Stochastic numerical analyses to investigate the effects of the spatial nonuniformity of offshore ground on the serviceability of monopile foundations	13
Modelling construction performance variability for probabilistic time estimation of tunnelling projects	13
Reliability analysis of shallow foundation using the important-region-based method	12
Optimizing number, locations, and types of ground investigations for slope stability assessment with value of information analysis	12
Load and resistance factor design versus reliability-based design of shallow foundations	12

Quantification of climate change impact on rainfall-induced shallow landslide susceptibility: a case study in central Norway	11
Influence of asynchronism between the spatial distribution of the hydraulic conductivity and shear strength parameters on the reliability assessment and failure mechanism of layered slopes	11
A novel tool for probabilistic modeling of liquefaction behavior in alluvial soil	11
Hazard assessment for regional typhoon-triggered landslides by using physically-based model – a case study from southeastern China	11
Bayesian inversion for parameter estimation of advanced soil constitutive model and associated uncertainty quantification: Transitional Markov Chain Monte Carlo versus Particle Filtering	10
Interpretation of spatio-temporal variation of precipitation from spatially sparse measurements using Bayesian compressive sensing (BCS)	10
Spatiotemporal prediction of landslide displacement using deep learning approaches based on monitored time-series displacement data: a case in the Huanglianshu landslide	10
Risk-informed adaptive sampling strategy for liquefaction severity mapping	9
2D and 3D numerical modelling for preliminary assessment of long-term deterioration in Irish glacial till geotechnical slopes	9
Correction	9
Multi-criteria risk assessment of thermal comfort in deep underground mines: an integrated evaluation framework and case studies	9
A case study of resistance factors for bearing capacity of shallow foundations using plate load test data in Korea	9
Probabilistic earthquake-tsunami financial risk evaluation for the District of Tofino, British Columbia, Canada	9
A multi-objective physics-informed machine learning framework for landslide susceptibility mapping	8
A long short-term memory framework for surface intensity prediction using source and borehole parameters for improved seismic hazard assessment	8
John T. Christian (1936–2022)	8
Intelligent risk assessment of co-seismic landslide susceptibility using multi-directional seismic ground motion parameters	8
Development of a probabilistic seismic microzonation software considering geological and geotechnical uncertainties	8
Regional seismic loss estimation and critical earthquake scenarios for the Western Quebec seismic zone	8
A new method for evaluating leakage through composite liners considering uncertainties in geomembrane holes	8
Calibrating soil erodibility parameters of landslide dams using back analyses	8
A new approach to constructing SPT-CPT correlation for sandy soils	7
Data-driven probabilistic reconstruction of incomplete series extremes for tunnel health monitoring	7
Effects of complex surficial geology on seismic amplification in Quebec, Canada	7
Multivariate correlation analysis of mechanical parameters of marine soft soil in Jiangsu, China	7
Prediction method for rockburst risk using unsupervised clustering in small sample scenarios	7
Physics-informed data-driven modelling and computation in geotechnics	7
Prediction of normalized shear modulus and damping ratio for granular soils over a wide strain range using deep neural network modelling	7
Stacking model based on six base classifiers to improve prediction of soil liquefaction: a multi-dataset study	7
Impact of soil spatial variability on spudcan penetration resistance and mobilized shear strength	7
A hybrid physical data informed DNN in axial displacement prediction of immersed tunnel joint	7
Evaluation structures for machine learning models in geotechnical engineering	7
Databases for data-centric geotechnics: geotechnical structures	7
Statistical landslide susceptibility assessment using Bayesian logistic regression and Markov Chain Monte Carlo (MCMC) simulation with consideration of model class selection	6
Machine learning-integrated landslide susceptibility modelling addressing spatial correlation in grid-based environmental factors	6
Optimising creep constitutive modelling of layered soft rocks using particle swarm method	6
Enhancing geological hazard risk assessment through stacking ensemble learning	6
Seismic site amplification prediction- an integrated Bayesian optimisation explainable machine learning approach	6
Multi-temporal landslide inventory (2014–2022) associated with the Ms 6.5 Ludian earthquake in Yunnan, China	6
Uncertainty analysis of mechanical response of surrounding rock in deeply buried tunnels using machine learning and global optimisation algorithms	6
Learning approaches to cost–benefit decision analysis of pile designs from site investigation plans	6
Risk assessment for regional submarine landslides integrating AutoML with AHP-EWM approach: a case study from the South-West Iberian sea	6
Review of safety and reliability insights for sheet pile wall design	6
System reliability and sensitivity analysis of lateral loaded pile considering soil’s spatial variability	6
Framework for risk assessment of economic loss from structures damaged by rainfall-induced landslides using machine learning	6
Reliability design of monopile foundations in spatially variable soil considering random loads	6
Data-driven subsurface modelling using a Markov random field model	6
Quantifying risk contagion of fluvial flood disaster chain	6
A networked risk perspective for analysing debris flow losses factors considering mitigation measures	5
Influence of small-scale variable vs on small strain damping – a numerical study using high-frequency spectral decay parameter	5

Active learning of slope failure probability considering soil spatial variability by Bayesian compressive sensing and K-weighted-means clustering	5
Future of Machine Learning in Geotechnics (FOMLIG), 5–6 Dec 2023, Okayama, Japan	5
Quantitative assessment and transmission mechanisms of technical risks in CO ₂ geological storage using social network analysis	5
An initial assessment of volcanic meteo-tsunami hazard in the South China Sea: what we learned and how to move forward	5
Editorial	5
Deep learning-based GLOF modelling for hazard assessment and risk management	5
An efficient approach for safety factor-based and reliability-based design of tunnel face support pressure using BP Neural Network	5
Enhancing soil liquefaction risk assessment with metaheuristics and hybrid learning techniques	4
Reliability-based design tool for gas storage in lined rock caverns	4
Representative slip surface identification and reliability analysis of slope systems in spatially variable soils	4
Knowledge-data dual-driven collapse risk decision-making for tunnel boring machine construction	4
Hybrid broadband ground motion generator for data-sparse regions	4
Special issue on “Machine learning and AI in geotechnics”	4
Correction	4
Machine learning approach for detection of land subsidence induced by underground coal fire using multi-sensor satellite data	4
Time-dependent probabilistic evaluation of rainstorm-induced shallow landslides considering influence of impermeable bedrock	4
Analysing physical vulnerability and risk of historical religious buildings to earthquake-triggered landslides	4
Reliability-based serviceability limit state design of spread foundations under uplift loading in cohesionless soils	4
A stochastic rainfall model for reliability analysis of rainfall-induced landslides	4
An intelligent segmentation and quantification method for apparent cracks in tunnels based on improved Faster R-CNN and pixel threshold algorithms	3
Reliability assessment of open-source multiscale landslide susceptibility maps and effects of their fusion	3
Non-parametric simulation of random field samples from incomplete measurements using generative adversarial networks	3
Prediction of tunnel mechanical behaviour using multi-task deep learning under the external condition	3
Simulation of erosion susceptibility in the Medjerda watershed under different climate change scenarios	3
Effects of flood wave shape on probabilistic slope stability of dikes under transient groundwater conditions	3
Calibration of resistance factors for gravity retaining walls	3
An integrated numerical model for landslide-generated waves: a case study of the Gongjiafang landslide, Three Gorges Reservoir, China	3
Novel evaluation methodology for mechanical behaviour and instability risk of roof structure using limited investigation data	3
GBDT-based multivariate structural stress data analysis for predicting the sinking speed of an open caisson foundation	3
An analysis framework integrating stochastic stratigraphic modelling and probabilistic analysis in tunnel engineering	3
Reactivation mechanism of a large-scale landslide deposit in Nanchuan District, Chongqing, China	3
Hazard assessment framework for statistical analysis of cut slopes using track inspection videos and geospatial information	3
Prediction of rainfall-induced shallow landslide runout integrating hydro-mechanical slope stability analysis	3
A multidimensional digital twin framework for mine water-sand mixture inrush prevention and control: collaborative multi-physical entities and multi-source data-driven intelligent governance	3
Real-time tunnel lining crack detection based on an improved You Only Look Once version X algorithm	3
Predictive modelling of rainfall-induced rockfall: a copula-based approach	3
Liquefaction-induced lateral displacement analysis for sloping grounds using long-duration and spectrally equivalent short-duration ground motions	3
Updating pile bearing capacity estimation using multiple piling data and spatial correlation	3
Tolerated outlier prediction method of excavation damaged zone thickness of drift based on interpretable SOA-QRF ensemble learning	3
Special Issue on “Data-Centric Geotechnics for Practice”	3
A comprehensive health diagnosis method for expansive soil slope protection engineering based on supervised and unsupervised learning	2
Gully evolution mechanism of a tailings dam triggered by high-intensity rainfall based on test modelling of 3D surface shape change	2
Parametric evaluation of sampling schemes for LRFD of top deflections in laterally loaded piles	2
PredSL: prediction of snow cover and lake area change using cellular automata	2
Comparison of the approaches for estimating tsunami casualty: a case study of Kanazawa Ward, Yokohama City, Japan	2
Failure mechanism and landslide fragility of reinforced concrete buildings considering uncertain flow properties	2
Observations on reliability analysis of infinite slopes under seismic loading	2
Compressed polynomial chaos basis for time-domain stochastic finite element simulation of uncertain seismic wave propagation through uncertain solids	2
Multivariate probability distribution functions of Copenhagen clay till properties	2
Application of external flood probabilistic safety assessment methodology to Prototype Fast Breeder Reactor	2
Fast and explainable outlier detection in geotechnical database	2
Risk evolution of valley cities under compound flooding: a case study of Yingde City, China	2
Quantitative risk assessment of plugged and abandoned wells for an onshore CO ₂ storage pilot: a stochastic approach for evaluating leakage magnitude	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 survey of geodata in geotechnical engineering	2
Multi-hazard stress testing under extreme rainstorms in the Shenzhen metropolitan area	2
Improved YOLOv8-based multivariate hidden highway subgrade disease intelligent recognition	2
Characterisation of the spatial variability of underconsolidated Singapore Marine Clay using random field theory	2
Regional landslide mapping model developed by a deep transfer learning framework using post-event optical imagery	2
Dual dominant frequency features of microseismic signals for landslide precursor analysis and risk zone identification	2
Probabilistic back analysis for rainfall-induced slope failure using MLS-SVR and Bayesian analysis	2
Seismic railway alignment optimisation integrating probabilistic fault-crossing risk assessment	2
Evaluating undrained shear-strength of marine clay using free-fall penetration considering uncertainty: an experimental and Bayesian analysis study	2
Characterisation for spatial distribution of mining-induced stress through deep learning algorithm on SHM data	2
Probabilistic assessment of anchor foundation for transmission tower using multivariate adaptive regression splines	2
Clustering and diagnosis of crack images of tunnel linings via graph neural networks	2
An intelligent method for apparent water leakage segmentation of tunnel lining images considering motion blurs	2
A federated learning-based approach for land surface temperature prediction considering cost-efficiency in seasonally frozen ground region	2
Report for ISSMGE TC309/TC304/TC222 Third ML dialogue on “Data-Driven Site Characterization (DDSC)”	2