OOIR: Observatory of International Research

Papers

(The median citation count of Georisk-Assessment and Management of Risk for Engineered Systems and G is 1. 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 2021-04-01 to 2025-04-01.)

Article	Citations
Spotlight article “Flood hazards in urban environment”	101
Impact of rising sea levels on future Nankai–Tonankai earthquake tsunamis: a case study of Osaka, Japan	49
Efficient probabilistic back analysis of geotechnical engineering based on Variational Bayesian Monte Carlo	29
Quasi-site-specific multivariate probability distribution model for sparse, incomplete, and three-dimensional spatially varying soil data	18
A new method for evaluating leakage through composite liners considering uncertainties in geomembrane holes	18
Data analytics in geotechnical and geological engineering	17
Probabilistic assessment of geosynthetic reinforced soil walls using ANN-based response surface method	16
Effects of random heterogeneity of soil on VH failure envelopes of the torpedo anchor	15
Probabilistic back analysis for rainfall-induced slope failure using MLS-SVR and Bayesian analysis	13
Machine learning approach for detection of land subsidence induced by underground coal fire using multi-sensor satellite data	13
Spotlight article “What is a characteristic value for soils?”: T. Länsivaara, K.K. Phoon, and J. Ching	13
2D and 3D numerical modelling for preliminary assessment of long-term deterioration in Irish glacial till geotechnical slopes	12
A stochastic rainfall model for reliability analysis of rainfall-induced landslides	12
Advancing geological modelling and geodata management: a web-based system with AI assessment in Singapore	11
Stochastic seepage stability analysis of the Pubugou clay core rockfill dam with potentially high permeability zone by integrating multi-source monitoring information	11
Comparison and analysis of denoising method in TBM key tunnelling data	11
Regional seismic loss estimation and critical earthquake scenarios for the Western Quebec seismic zone	10
Benchmark examples for data-driven site characterisation	10
Quantifying the effects of vibro-compaction on soil heterogeneity and geotechnical uncertainty	9
Stochastic seismic performance of slopes reinforced by a combination of piles and anchor cables using the probability density evolution method	9
Physics-inspired deep learning for bridge scour prediction: site-specific and transferable models	9
Reliability-based design tool for gas storage in lined rock caverns	8
Integrated frequency ratio-analytical hierarchy and geospatial techniques-based earthquake risk assessment in mountainous cities: a case from the Northwestern Himalayas	8
Development of a probabilistic seismic microzonation software considering geological and geotechnical uncertainties	8
Correction	8

A mixed quantitative approach to evaluate rockfall risk and the maximum allowable traffic on road infrastructure	7
Numerical modelling of the keying process for a suction embedded plate anchor in spatially varying clays	7
On worst-case correlation length in probabilistic 3D bearing capacity assessments	7
A case study of resistance factors for bearing capacity of shallow foundations using plate load test data in Korea	7
Machine learning of geological details from borehole logs for development of high-resolution subsurface geological cross-section and geotechnical analysis	7
Experimental modelling of spudcan penetration in spatially variable soils	7
Uncertainty, modeling, and decision making in geotechnics	6
Evolution analysis of the Banbiyan dangerous rock mass in the three gorges reservoir area, China	6
Application of external flood probabilistic safety assessment methodology to Prototype Fast Breeder Reactor	6
Worst-case effect in bearing capacity of spread foundations considering safety factors and anisotropy in soil spatial variability	6
Reliability-based optimization in climate-adaptive design of embedded footing	6
Fast and explainable outlier detection in geotechnical database	6
Early identification of potential loess landslide using convolutional neural networks with skip connection: a case study in northwest Lvliang City, Shanxi Province, China	6
A real-time intelligent classification model using machine learning for tunnel surrounding rock and its application	6
Correction	6
Assessment of resonance compaction effects on site liquefaction probability by considering spatial variability	6
2021 Georisk best paper award, most cited paper award and best EBM award	5
Time-dependent probabilistic evaluation of rainstorm-induced shallow landslides considering influence of impermeable bedrock	5
Practical dynamic reliability analysis with spatiotemporal features in geotechnical engineering	5
Calibrating soil erodibility parameters of landslide dams using back analyses	5
John T. Christian (1936–2022)	5
Evaluation structures for machine learning models in geotechnical engineering	5
Multivariate probability distribution functions of Copenhagen clay till properties	5
Comparative analysis of traditional and transfer learning algorithms for coal spoil classification via close-range imagery	5
The modified life cycle cost method for the risk-based design of excavation projects	5
Enhancing soil liquefaction risk assessment with metaheuristics and hybrid learning techniques	5
Representative slip surface identification and reliability analysis of slope systems in spatially variable soils	5
Identifying unaccounted capacity of ground anchors through Bayesian updating: a case study	5
A comprehensive health diagnosis method for expansive soil slope protection engineering based on supervised and unsupervised learning	4
A comparative study of Bayesian inverse analyses of spatially varying soil parameters for slope reliability updating	4
Time series analysis and gated recurrent neural network model for predicting landslide displacements	4
Identification of key factors and optimisation of management paths in railway geological disaster prevention and control – an empirical study based on bibliometrics and fsQCA	4
Development of training image database for subsurface stratigraphy	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
Bayesian learning of Gaussian mixture model for calculating debris flow exceedance probability	3
Integrated reliability analysis procedure for spatially variable soil slopes using recursive FORM algorithm enhanced by importance sampling: Abaqus via Python implementations	3
A hybrid physical data informed DNN in axial displacement prediction of immersed tunnel joint	3
Reliability assessment of open-source multiscale landslide susceptibility maps and effects of their fusion	3
A new approach to constructing SPT-CPT correlation for sandy soils	3
Regional landslide mapping model developed by a deep transfer learning framework using post-event optical imagery	3
Characterisation for spatial distribution of mining-induced stress through deep learning algorithm on SHM data	3
Digital geotechnics: from data-driven site characterisation towards digital transformation and intelligence in geotechnical engineering	3
Multi-hazard stress testing under extreme rainstorms in the Shenzhen metropolitan area	3
Reliability-based serviceability limit state design of spread foundations under uplift loading in cohesionless soils	3
A federated learning-based approach for land surface temperature prediction considering cost-efficiency in seasonally frozen ground region	3
Quantification of statistical uncertainties of unconfined compressive strength of rock using Bayesian learning method	3
Occurrence, impacts, and future challenges of disaster risk in Panama	3
Prediction of normalized shear modulus and damping ratio for granular soils over a wide strain range using deep neural network modelling	3
Development of models for facing tensile forces of soil nail walls using statistical approaches	2
Report for ISSMGE TC309/TC304/TC222 Third ML dialogue on “Data-Driven Site Characterization (DDSC)”	2

Novel evaluation methodology for mechanical behaviour and instability risk of roof structure using limited investigation data	2
Characterizing multivariate, asymmetric, and multimodal distributions of geotechnical data with dual-stage missing values: BASIC-H	2
Framework for risk assessment of economic loss from structures damaged by rainfall-induced landslides using machine learning	2
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”	2
PDEM-based seismic performance evaluation of circular tunnels under stochastic earthquake excitation	2
Risk prediction of coal mine rock burst based on machine learning and feature selection algorithm	2
Failure mechanism and landslide fragility of reinforced concrete buildings considering uncertain flow properties	2
GBDT-based multivariate structural stress data analysis for predicting the sinking speed of an open caisson foundation	2
Clustering and diagnosis of crack images of tunnel linings via graph neural networks	2
Slope multi-step excavation displacement prediction surrogate model based on a long short-term memory neural network: for small sample data and multi-feature multi-task learning	2
The DINGO database of axial pile load tests for the UK: settlement prediction in fine-grained soils	2
Effect of uncertainties in geometry, inter-layer boundary and shear strength properties on the probabilistic stability of a 3D embankment slope	2
Reliability analysis of pile group in spatially variable unsaturated expansive soil based on load transfer method	2
Three-dimensional stability analysis of two-layer slope based on GIS under rainfall conditions	2
System reliability and sensitivity analysis of lateral loaded pile considering soil’s spatial variability	2
Real-time tunnel lining crack detection based on an improved You Only Look Once version X algorithm	2
Deaggregation of probabilistic seismic hazard results for some selected cities in Western Mexico	2
Probabilistic assessment of anchor foundation for transmission tower using multivariate adaptive regression splines	1
An integrated numerical model for landslide-generated waves: a case study of the Gongjiafang landslide, Three Gorges Reservoir, China	1
Calibration of resistance factors for gravity retaining walls	1
Probabilistic model calibration of spatial variability for a physically-based landslide susceptibility model	1
An intelligent method for apparent water leakage segmentation of tunnel lining images considering motion blurs	1
Identification of anomaly of tunnel segment strain using an adaptive machine learning model	1
CPTu-SPT correlation analyses based on pairwise data in Southwestern Taiwan	1
Load and resistance factor design versus reliability-based design of shallow foundations	1
Quantifying risk contagion of fluvial flood disaster chain	1
Data-driven subsurface modelling using a Markov random field model	1
Multi-fidelity data-driven modelling of rate-dependent behaviour of soft clays	1
Time capsule for geotechnical risk and reliability	1
Statistical landslide susceptibility assessment using Bayesian logistic regression and Markov Chain Monte Carlo (MCMC) simulation with consideration of model class selection	1
Physically based probabilistic prediction of regional rainfall-induced shallow landslides: from initiation to runout analysis	1
Machine learning driven landslide susceptibility prediction for the Uttarkashi region of Uttarakhand in India	1
Prediction of tunnel mechanical behaviour using multi-task deep learning under the external condition	1
A slow-moving landslide risk assessment procedure using thematic maps and InSAR data: a case study	1
Observational method as risk management tool: the Hvalfjörður tunnel project, Iceland	1
On the use of different data assimilation schemes in a fully coupled hydro-mechanical slope stability analysis	1
Stochastic numerical analyses to investigate the effects of the spatial nonuniformity of offshore ground on the serviceability of monopile foundations	1
Learning approaches to cost–benefit decision analysis of pile designs from site investigation plans	1
Future of machine learning in geotechnics	1
Characterisation of the spatial variability of underconsolidated Singapore Marine Clay using random field theory	1
A novel long-short term memory network approach for stress model updating for excavations in high stress environments	1
Optimising creep constitutive modelling of layered soft rocks using particle swarm method	1
Deep learning-based GLOF modelling for hazard assessment and risk management	1