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 2021-09-01 to 2025-09-01.)

Article	Citations
Effects of random heterogeneity of soil on VH failure envelopes of the torpedo anchor	120
Experimental modelling of spudcan penetration in spatially variable soils	55
Numerical modelling of the keying process for a suction embedded plate anchor in spatially varying clays	26
Worst-case effect in bearing capacity of spread foundations considering safety factors and anisotropy in soil spatial variability	20
Reliability-based optimization in climate-adaptive design of embedded footing	19
The modified life cycle cost method for the risk-based design of excavation projects	19
A real-time intelligent classification model using machine learning for tunnel surrounding rock and its application	19
Cross-project utilisation of tunnel boring machine (TBM) construction data: a case study using big data from Yin-Song diversion project in China	19
Time series analysis and gated recurrent neural network model for predicting landslide displacements	15
Effect of uncertainties in geometry, inter-layer boundary and shear strength properties on the probabilistic stability of a 3D embankment slope	15
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”	14
On the use of different data assimilation schemes in a fully coupled hydro-mechanical slope stability analysis	14
Characterizing multivariate, asymmetric, and multimodal distributions of geotechnical data with dual-stage missing values: BASIC-H	14
Risk prediction of coal mine rock burst based on machine learning and feature selection algorithm	14
Optimizing number, locations, and types of ground investigations for slope stability assessment with value of information analysis	14
Optimal placement of sampling locations for identification of a two-dimensional space	12
Stochastic numerical analyses to investigate the effects of the spatial nonuniformity of offshore ground on the serviceability of monopile foundations	11
Modelling construction performance variability for probabilistic time estimation of tunnelling projects	11
Reliability analysis of shallow foundation using the important-region-based method	10
Performance-based assessment of permanent displacement of soil slopes using two-dimensional dynamic analysis	10
Load and resistance factor design versus reliability-based design of shallow foundations	10
Hazard assessment for regional typhoon-triggered landslides by using physically-based model – a case study from southeastern China	10
A novel tool for probabilistic modeling of liquefaction behavior in alluvial soil	10
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	10
Interpretation of spatio-temporal variation of precipitation from spatially sparse measurements using Bayesian compressive sensing (BCS)	10

Machine learning of geological details from borehole logs for development of high-resolution subsurface geological cross-section and geotechnical analysis	9
Probabilistic earthquake-tsunami financial risk evaluation for the District of Tofino, British Columbia, Canada	9
Risk-informed adaptive sampling strategy for liquefaction severity mapping	9
A case study of resistance factors for bearing capacity of shallow foundations using plate load test data in Korea	9
Spatiotemporal prediction of landslide displacement using deep learning approaches based on monitored time-series displacement data: a case in the Huanglianshu landslide	9
Spotlight article “What is a characteristic value for soils?”: T. Länsivaara, K.K. Phoon, and J. Ching	9
Quantification of climate change impact on rainfall-induced shallow landslide susceptibility: a case study in central Norway	9
Correction	8
A new method for evaluating leakage through composite liners considering uncertainties in geomembrane holes	8
Development of a probabilistic seismic microzonation software considering geological and geotechnical uncertainties	8
Quasi-site-specific multivariate probability distribution model for sparse, incomplete, and three-dimensional spatially varying soil data	8
2D and 3D numerical modelling for preliminary assessment of long-term deterioration in Irish glacial till geotechnical slopes	8
Regional seismic loss estimation and critical earthquake scenarios for the Western Quebec seismic zone	8
Calibrating soil erodibility parameters of landslide dams using back analyses	8
A hybrid physical data informed DNN in axial displacement prediction of immersed tunnel joint	7
Databases for data-centric geotechnics: geotechnical structures	7
Evaluation structures for machine learning models in geotechnical engineering	7
John T. Christian (1936–2022)	7
Prediction method for rockburst risk using unsupervised clustering in small sample scenarios	7
Impact of soil spatial variability on spudcan penetration resistance and mobilized shear strength	7
A new approach to constructing SPT-CPT correlation for sandy soils	7
System reliability and sensitivity analysis of lateral loaded pile considering soil’s spatial variability	6
Uncertainty analysis of mechanical response of surrounding rock in deeply buried tunnels using machine learning and global optimisation algorithms	6
Prediction of normalized shear modulus and damping ratio for granular soils over a wide strain range using deep neural network modelling	6
Framework for risk assessment of economic loss from structures damaged by rainfall-induced landslides using machine learning	6
CPTu-SPT correlation analyses based on pairwise data in Southwestern Taiwan	6
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
Data-driven subsurface modelling using a Markov random field model	5
Seismic site amplification prediction- an integrated Bayesian optimisation explainable machine learning approach	5
An efficient approach for safety factor-based and reliability-based design of tunnel face support pressure using BP Neural Network	5
Future of Machine Learning in Geotechnics (FOMLIG), 5–6 Dec 2023, Okayama, Japan	5
Special issue on “Machine learning and AI in geotechnics”	5
Quantifying risk contagion of fluvial flood disaster chain	5
Deep learning-based GLOF modelling for hazard assessment and risk management	5
Influence of small-scale variable vs on small strain damping – a numerical study using high-frequency spectral decay parameter	5
An initial assessment of volcanic meteo-tsunami hazard in the South China Sea: what we learned and how to move forward	5
Active learning of slope failure probability considering soil spatial variability by Bayesian compressive sensing and K-weighted-means clustering	5
Optimising creep constitutive modelling of layered soft rocks using particle swarm method	5
Learning approaches to cost–benefit decision analysis of pile designs from site investigation plans	5
Application of physics-informed neural networks to inverse problems in unsaturated groundwater flow	5
Inherent variability assessment from sparse property data of overburden soils and intermediate geomaterials using random field approaches	5
A networked risk perspective for analysing debris flow losses factors considering mitigation measures	5
A stochastic rainfall model for reliability analysis of rainfall-induced landslides	4
Bayesian learning of Gaussian mixture model for calculating debris flow exceedance probability	4
Machine learning approach for detection of land subsidence induced by underground coal fire using multi-sensor satellite data	4
Reliability-based serviceability limit state design of spread foundations under uplift loading in cohesionless soils	4
Time-dependent probabilistic evaluation of rainstorm-induced shallow landslides considering influence of impermeable bedrock	4
Reliability-based design tool for gas storage in lined rock caverns	4
Data analytics in geotechnical and geological engineering	4

Representative slip surface identification and reliability analysis of slope systems in spatially variable soils	4
Analysing physical vulnerability and risk of historical religious buildings to earthquake-triggered landslides	4
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
Liquefaction-induced lateral displacement analysis for sloping grounds using long-duration and spectrally equivalent short-duration ground motions	3
The DINGO database of axial pile load tests for the UK: settlement prediction in fine-grained soils	3
Real-time tunnel lining crack detection based on an improved You Only Look Once version X algorithm	3
Enhancing soil liquefaction risk assessment with metaheuristics and hybrid learning techniques	3
Reliability assessment of open-source multiscale landslide susceptibility maps and effects of their fusion	3
Predictive modelling of rainfall-induced rockfall: a copula-based approach	3
Evaluating undrained shear-strength of marine clay using free-fall penetration considering uncertainty: an experimental and Bayesian analysis study	2
Hazard assessment framework for statistical analysis of cut slopes using track inspection videos and geospatial information	2
Prediction of tunnel mechanical behaviour using multi-task deep learning under the external condition	2
A survey of geodata in geotechnical engineering	2
Non-parametric simulation of random field samples from incomplete measurements using generative adversarial networks	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
Regional landslide mapping model developed by a deep transfer learning framework using post-event optical imagery	2
Application of external flood probabilistic safety assessment methodology to Prototype Fast Breeder Reactor	2
Tolerated outlier prediction method of excavation damaged zone thickness of drift based on interpretable SOA-QRF ensemble learning	2
Reactivation mechanism of a large-scale landslide deposit in Nanchuan District, Chongqing, China	2
An integrated numerical model for landslide-generated waves: a case study of the Gongjiafang landslide, Three Gorges Reservoir, China	2
Fast and explainable outlier detection in geotechnical database	2
Probabilistic back analysis for rainfall-induced slope failure using MLS-SVR and Bayesian analysis	2
A federated learning-based approach for land surface temperature prediction considering cost-efficiency in seasonally frozen ground region	2
Evolution analysis of the Banbiyan dangerous rock mass in the three gorges reservoir area, China	2
Special Issue on “Data-Centric Geotechnics for Practice”	2
Updating pile bearing capacity estimation using multiple piling data and spatial correlation	2
Calibration of resistance factors for gravity retaining walls	2
A comprehensive health diagnosis method for expansive soil slope protection engineering based on supervised and unsupervised learning	2
Effects of flood wave shape on probabilistic slope stability of dikes under transient groundwater conditions	2
Multivariate probability distribution functions of Copenhagen clay till properties	2
Characterisation for spatial distribution of mining-induced stress through deep learning algorithm on SHM data	2
Comparison of the approaches for estimating tsunami casualty: a case study of Kanazawa Ward, Yokohama City, Japan	2