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 2021-10-01 to 2025-10-01.)

Article	Citations
Effects of random heterogeneity of soil on VH failure envelopes of the torpedo anchor	121
Numerical modelling of the keying process for a suction embedded plate anchor in spatially varying clays	27
Experimental modelling of spudcan penetration in spatially variable soils	20
A real-time intelligent classification model using machine learning for tunnel surrounding rock and its application	20
Reliability-based optimization in climate-adaptive design of embedded footing	19
Worst-case effect in bearing capacity of spread foundations considering safety factors and anisotropy in soil spatial variability	18
The modified life cycle cost method for the risk-based design of excavation projects	17
Time series analysis and gated recurrent neural network model for predicting landslide displacements	16
Cross-project utilisation of tunnel boring machine (TBM) construction data: a case study using big data from Yin-Song diversion project in China	15
Effect of uncertainties in geometry, inter-layer boundary and shear strength properties on the probabilistic stability of a 3D embankment slope	15
Characterizing multivariate, asymmetric, and multimodal distributions of geotechnical data with dual-stage missing values: BASIC-H	14
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”	13
Risk prediction of coal mine rock burst based on machine learning and feature selection algorithm	12
Novel copula-based iHLRF-X algorithm for assessing reliability of geo-structures	11
Optimizing number, locations, and types of ground investigations for slope stability assessment with value of information analysis	11
Modelling construction performance variability for probabilistic time estimation of tunnelling projects	11
On the use of different data assimilation schemes in a fully coupled hydro-mechanical slope stability analysis	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	10
Hazard assessment for regional typhoon-triggered landslides by using physically-based model – a case study from southeastern China	10
Load and resistance factor design versus reliability-based design of shallow foundations	10
Reliability analysis of shallow foundation using the important-region-based method	10
Stochastic numerical analyses to investigate the effects of the spatial nonuniformity of offshore ground on the serviceability of monopile foundations	10
Spatiotemporal prediction of landslide displacement using deep learning approaches based on monitored time-series displacement data: a case in the Huanglianshu landslide	9
Quantification of climate change impact on rainfall-induced shallow landslide susceptibility: a case study in central Norway	9
Interpretation of spatio-temporal variation of precipitation from spatially sparse measurements using Bayesian compressive sensing (BCS)	9

Probabilistic earthquake-tsunami financial risk evaluation for the District of Tofino, British Columbia, Canada	9
Performance-based assessment of permanent displacement of soil slopes using two-dimensional dynamic analysis	9
Spotlight article “What is a characteristic value for soils?”: T. Länsivaara, K.K. Phoon, and J. Ching	9
Risk-informed adaptive sampling strategy for liquefaction severity mapping	9
A novel tool for probabilistic modeling of liquefaction behavior in alluvial soil	9
A case study of resistance factors for bearing capacity of shallow foundations using plate load test data in Korea	9
Correction	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
John T. Christian (1936–2022)	8
A new method for evaluating leakage through composite liners considering uncertainties in geomembrane holes	8
2D and 3D numerical modelling for preliminary assessment of long-term deterioration in Irish glacial till geotechnical slopes	8
Impact of soil spatial variability on spudcan penetration resistance and mobilized shear strength	7
Calibrating soil erodibility parameters of landslide dams using back analyses	7
Prediction method for rockburst risk using unsupervised clustering in small sample scenarios	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	6
Statistical landslide susceptibility assessment using Bayesian logistic regression and Markov Chain Monte Carlo (MCMC) simulation with consideration of model class selection	6
A new approach to constructing SPT-CPT correlation for sandy soils	6
System reliability and sensitivity analysis of lateral loaded pile considering soil’s spatial variability	6
Machine learning-integrated landslide susceptibility modelling addressing spatial correlation in grid-based environmental factors	6
CPTu-SPT correlation analyses based on pairwise data in Southwestern Taiwan	6
Framework for risk assessment of economic loss from structures damaged by rainfall-induced landslides using machine learning	6
Prediction of normalized shear modulus and damping ratio for granular soils over a wide strain range using deep neural network modelling	6
Uncertainty analysis of mechanical response of surrounding rock in deeply buried tunnels using machine learning and global optimisation algorithms	6
Optimising creep constitutive modelling of layered soft rocks using particle swarm method	5
Seismic site amplification prediction- an integrated Bayesian optimisation explainable machine learning approach	5
Deep learning-based GLOF modelling for hazard assessment and risk management	5
Future of Machine Learning in Geotechnics (FOMLIG), 5–6 Dec 2023, Okayama, Japan	5
Influence of small-scale variable vs on small strain damping – a numerical study using high-frequency spectral decay parameter	5
Data-driven subsurface modelling using a Markov random field model	5
Learning approaches to cost–benefit decision analysis of pile designs from site investigation plans	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
Reliability design of monopile foundations in spatially variable soil considering random loads	5
Quantifying risk contagion of fluvial flood disaster chain	5
An efficient approach for safety factor-based and reliability-based design of tunnel face support pressure using BP Neural Network	5
Inherent variability assessment from sparse property data of overburden soils and intermediate geomaterials using random field approaches	5
Special issue on “Machine learning and AI in geotechnics”	5
Machine learning approach for detection of land subsidence induced by underground coal fire using multi-sensor satellite data	4
Analysing physical vulnerability and risk of historical religious buildings to earthquake-triggered landslides	4
Data analytics in geotechnical and geological engineering	4
A networked risk perspective for analysing debris flow losses factors considering mitigation measures	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
Active learning of slope failure probability considering soil spatial variability by Bayesian compressive sensing and K-weighted-means clustering	4
Reliability-based design tool for gas storage in lined rock caverns	4
Predictive modelling of rainfall-induced rockfall: a copula-based approach	3
Calibration of resistance factors for gravity retaining walls	3

Updating pile bearing capacity estimation using multiple piling data and spatial correlation	3
Enhancing soil liquefaction risk assessment with metaheuristics and hybrid learning techniques	3
Representative slip surface identification and reliability analysis of slope systems in spatially variable soils	3
Liquefaction-induced lateral displacement analysis for sloping grounds using long-duration and spectrally equivalent short-duration ground motions	3
An integrated numerical model for landslide-generated waves: a case study of the Gongjiafang landslide, Three Gorges Reservoir, China	3
Non-parametric simulation of random field samples from incomplete measurements using generative adversarial networks	3
Hazard assessment framework for statistical analysis of cut slopes using track inspection videos and geospatial information	3
Bayesian learning of Gaussian mixture model for calculating debris flow exceedance probability	3
GBDT-based multivariate structural stress data analysis for predicting the sinking speed of an open caisson foundation	3
Novel evaluation methodology for mechanical behaviour and instability risk of roof structure using limited investigation data	3
Reactivation mechanism of a large-scale landslide deposit in Nanchuan District, Chongqing, China	3
An analysis framework integrating stochastic stratigraphic modelling and probabilistic analysis in tunnel engineering	3
Reliability assessment of open-source multiscale landslide susceptibility maps and effects of their fusion	3
Time-dependent probabilistic evaluation of rainstorm-induced shallow landslides considering influence of impermeable bedrock	3
Real-time tunnel lining crack detection based on an improved You Only Look Once version X algorithm	3
Prediction of tunnel mechanical behaviour using multi-task deep learning under the external condition	3
Fast and explainable outlier detection in geotechnical database	2
Special Issue on “Data-Centric Geotechnics for Practice”	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
Application of external flood probabilistic safety assessment methodology to Prototype Fast Breeder Reactor	2
Characterisation for spatial distribution of mining-induced stress through deep learning algorithm on SHM data	2
Multivariate probability distribution functions of Copenhagen clay till properties	2
Tolerated outlier prediction method of excavation damaged zone thickness of drift based on interpretable SOA-QRF ensemble learning	2
Evaluating undrained shear-strength of marine clay using free-fall penetration considering uncertainty: an experimental and Bayesian analysis study	2
Evolution analysis of the Banbiyan dangerous rock mass in the three gorges reservoir area, China	2
A comprehensive health diagnosis method for expansive soil slope protection engineering based on supervised and unsupervised learning	2
A survey of geodata in geotechnical engineering	2
Regional landslide mapping model developed by a deep transfer learning framework using post-event optical imagery	2
Effects of flood wave shape on probabilistic slope stability of dikes under transient groundwater conditions	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
Comparison of the approaches for estimating tsunami casualty: a case study of Kanazawa Ward, Yokohama City, Japan	2
A comparative study of Bayesian inverse analyses of spatially varying soil parameters for slope reliability updating	2
Observations on reliability analysis of infinite slopes under seismic loading	2