Front Cover
Front Matter
Preface
Executive Board of GEOSNet
Organizing Committee
International Advisory Committee
International Scientific Committee
Keynote Speakers
Table of Contents
Wilson Tang and Suzanne Lacasse Lecture
Keynotes
Bright Sparks
(IS1) Probabilistic Site Investigation
(IS2) Data Driven Site Characterization Methods and Their Benchmarking
(IS3) Modelling spatial variability in geotechnical engineering
03-001 | Analysis of Multiple Failure Modes for Pile-Reinforced Slope with Soil Spatial Variability
Jing-Ze Li, Lei-Lei Liu and Daniel Dias | 158 – 163 |
03-003 | Locally Connected Neural Networks as Surrogate Models for Stochastic Analysis with Spatial Variability
Xuzhen He, Fang Wang and Daichao Sheng | 164 – 169 |
03-005 | Effect of Spatial Variability in Asphalt Layer on Critical Pavement Response
Li Xiao and Jianfeng Xue | 170 – 176 |
03-006 | Efficient Reliability Analysis of Slopes in Spatially Variable Soils Based on Active-Learning Multivariate Adaptive Regression Spline
Zhi-Ping Deng, Min Zhong, Min Pan, Jing-Tai Niu and Ke-Hong Zheng | 177 – 183 |
03-007 | Field Measurements-Based Probabilistic Stability Analysis of an Earth Dam
Xiangfeng Guo, Daniel Dias, Claudio Carvajal, Laurent Peyras and Pierre Breul | 184 – 190 |
03-009 | Application of Image Segmentation for Predicting Slope Failure Mechanism in Spatially Variable Soils
Ze Zhou Wang, Jinzhang Zhang, Siang Huat Goh and Hongwei Huang | 191 – 196 |
03-010 | Characterization of Vertical Spatial Variability of Soils Using CPTu Data Exploration
Izabela Couto Campello, Maria Das Graças Gardoni, Karla Cristina Araujo Pimentel and Andre Assis | 197 – 202 |
03-011 | Probabilistic Investigation of Infinite Undrained Slopes with Seismic Loading and Linearly Increasing Mean Strength
Desheng Zhu, Lei Xia, D. V. Griffiths and Gordon A. Fenton | 203 – 208 |
03-012 | Probabilistic Slope Stability Analysis with Spatial Soil Variability Using Improved Multiple Kriging Metamodels
Lei-Lei Liu and Shi-Ya Huang | 209 – 214 |
03-013 | Random Finite Element Analysis for Reliability-Based Assessment of Cement-Treated Soil Columns
Tsutomu Namikawa | 215 – 220 |
03-014 | Slope Reliability Analysis Based on Deep Learning of Digital Images of Conditional Random Fields Using CNN
Xin Yin, Zhen Jiang and Jian Ji | 221 – 227 |
03-015 | Spatial Variability of London Clay Using CPT and SPT Data
Wengui Huang, Tom Dijkstra, Fleur Loveridge, Paul Hughes, Anthony P. Blake, Marcus Dobbs Yuderka Trinidad Gonzalez | 228 – 234 |
03-016 | The Effectiveness of Spatial Interpolation of Sparse PCPT Data to Optimise Offshore Design
Michael O'Neill, Fraser Bransby and Phil Watson | 235 – 243 |
03-017 | The Impact of Spatial Variability on Deep Foundation Design for Tall Buildings
Sujatha Manoj and Harry Poulos | 244 – 249 |
03-018 | The Spatial Variability of the Cone Tip Resistance of Weathered Mudstone Profiles from CPT Testing
Yuderka Trinidad González, Kevin Briggs, William Powrie, Nick Sartain and Simon Butler | 250 – 258 |
03-019 | Study on the Variation of Physical and Mechanical Parameters of Gravel Soil Accumulation along Elevation under Rainfall
Xiaoliang Xu, Jiafu Zhang and Xiaoping Wang | 259 – 264 |
03-020 | Stability Analysis of Shield Tunnel Face Considering Spatial Variability of Shear Strength of Argillaceous Siltstone
Xuhui Li, Jiaxu Wang, Andian Lu, Yadong Xue and Yanbin Fu | 265 – 271 |
03-021 | Reliability Analysis of a Shallow Foundation Considering Soil Spatial Variability
A.T. Siacara, H.M. Kroetz, A.T. Beck and M.M. Futai | 272 – 277 |
(IS4) Reliability assessment of subsoil modelling in geoengineering applications
(IS5) Geological uncertainties in geotechnical analysis and design
05-001 | Design of Rock Socketed Piles in Complex Geological Environments: Two Case Studies from Central and North Queensland
Katherine Farry, Natasha Joynson and Sharath Kudumula | 309 – 315 |
05-002 | The Application of the RMEI Scour Assessment for a Heterogeneous Rockmass in an Unlined Spillway Channel
Juan Michelangeli and Graeme Jardine | 316 – 321 |
05-003 | Machine Learning of Subsurface Geological Model for Assessment of Reclamation Induced Consolidation Settlement
Chao Shi and Yu Wang | 322 – 328 |
05-004 | Uncertainty Estimation of P Wave Velocity and Layer Boundaries Using Seismic Refraction with Synthetic Horizontal Layered Geological Model
Danastri LP Tampubolon, Zhuo- Kang Guan, Kuo- Chen Hao, Jia- Jyun Dong and Chia- Huei Tu | 329 – 334 |
05-005 | Investigation of Complex Ground Conditions at Sydney Park for the Sydney Metro City & Southwest Running Tunnels
M.L. Teoh, S.J. Clarke and S. Simmonds | 335 – 342 |
05-006 | Using Geostatistical Approach to Assess the Hydrogeological Model Uncertainty on Groundwater Flow and Land Subsidence in Huwei Township, Taiwan
Duc-Huy Tran and Shih-Jung Wang | 343 – 348 |
05-007 | Effect of Soil Mechanical Properties on Shield Tunnel Deformation
Yanjie Zhang and Wenping Gong | 349 – 355 |
05-008 | Have We Underestimated the Influence of Geological Uncertainty on Tunnel Deformational Performance in the Uncertain Stratum?
Jinzhang Zhang, Dongming Zhang and Hongwei Huang | 356 – 362 |
05-010 | The Influence of a Thin Weak Clay Layer on the Close-Ended Pile Behaviors in Sand
Fei Chai, Jianfeng Xue, Fang-Bao Tian, Kevin Duffy and Ken Gavin | 363 – 368 |
05-012 | An Improved Coupled Markov Chain Model for Simulating Geological Uncertainty
Wei Cao and Annan Zhou | 369 – 375 |
05-013 | Regional Reliability Sensitivity Analysis Considering Spatial Variability of Soil
Xin Lin, Xiaohui Tan, Suozhu Fei, Zhihao Sun and Jie Zhang | 376 – 382 |
05-014 | Geological Uncertainty Quantification Using Image Warping and Bayesian Machine Learning
Hui Wang and Xingxing Wei | 383 – 389 |
05-016 | Investigation of Stratigraphic Uncertainty for Three-Dimensional Geological Modelling
Wei Yan, Wan-Huan Zhou, Ping Shen | 390 – 394 |
(IS6) Advances of Theory, Methodology and Applications in Geotechnical Reliability-based Design
06-001 | Reliability Analysis of Width-Constrained Piled Slopes Considering Three-Dimensional Spatial Variability of Soil Strength
Zhibin Sun, Hao Zhuang, Daniel Dias and Tingting Zhang | 395 – 401 |
06-002 | Reliability-Based Design Optimization of Pile Stabilized Earth Slopes Aided by Pareto Optimality
Yining Hu and Jian Ji | 402 – 408 |
06-003 | Multi-Objective Inverse Reliability Design Approach in Geotechnical Engineering
Jian Ji, Zhe-Ming Zhang and Zhao-Cheng Wang | 409 – 414 |
06-004 | System Reliability Analysis of Unsaturated Soil Slopes under Rainfall: Rotational or Translational Failure?
Wen-Wang Liao, Wen-Gui Huang and Jian Ji | 415 – 420 |
06-006 | Stability Design for Spalling Behavior in Deep Hard Rock Tunnel under Uncertainty Using Inverse-Reliability Strategy
Xiang Li, Sen Miao, Bo Yang and Xibing Li | 421 – 426 |
06-007 | Seismic Performance Analysis and Anti-Seismic Measures for High Concrete Face Rockfill Dam Based on Stochastic Dynamic Theory
Zhuo Rong, Rui Pang and Bin Xu | 427 – 433 |
06-008 | Probabilistic Slope Stability Assessment with Adaptive Monte Carlo Importance Sampling
Anton van der Meer, Rob Brinkman and Wim Kanning | 434 – 439 |
06-011 | Equivalence between Safety Factor-Based and Reliability-Based Design Requirements for Gravity Retaining Wall Design
Qiang Zhou, Zi-Jun Cao and Dian-Qing Li | 440 – 446 |
06-012 | An Efficient Adaptive Response Surface Method for Reliability Analysis of Geotechnical Engineering Systems Using Adaptive Bayesian Compressive Sensing and Monte Carlo Simulation (ABCS-MCS)
Peiping Li and Yu Wang | 447 – 452 |
06-013 | Reliability Analysis of Pile Considering Spatial Variability of Soil Properties
Yuchuan Yao, Xiaohui Tan, Xin Lin, Xiaole Dong, Haichun Ma and Zhitang Lu | 453 – 458 |
(IS7) Bayesian analysis of geotechnical data
07-002 | Bayesian Updating of Slope Reliability under Rainfall Infiltration with Field Observations
Shui-Hua Jiang, Xian Liu and Iason Papaioannou | 459 – 465 |
07-003 | The Effect of a Simplified Geotechnical Model for Predicting Surface Settlement Incorporating Bayesian Back Analysis
Merrick Jones, Shan Huang and Jinsong Huang | 466 – 471 |
07-004 | Bayesian Regression Models for Predicting Undrained Shear Strength from Piezocone Penetration Tests
Mats Kahlström and Nezam Bozorgzadeh | 472 – 477 |
07-005 | Assessment of HMC Parameter Updates for Piping Zone Boundary Detection
Michael C. Koch, Kazunori Fujisawa and Akira Murakami | 478 – 483 |
07-006 | Monitoring Data-Driven Numerical Modeling of Slope Hydraulic Analysis Using Bayesian Updating with Structural Methods
Xin Liu and Yu Wang | 484 – 490 |
07-008 | Efficient Updating of Consolidation-Induced Responses by Auxiliary Bayesian Approach
Hua-Ming Tian, Zi-Jun Cao, Dian-Qing Li and Xiao Chen | 491 – 497 |
07-010 | Bayesian Gaussian Mixture Model Learning with Subset Simulation
Guanting Zeng, Iason Papaioannou and Zijun Cao | 498 – 501 |
07-011 | Bayesian Emulation of Computer Experiments of Infrastructure Slope Stability Models
Aleksandra Svalova, Peter Helm, Dennis Prangle, Mohamed Rouainia, Stephanie Glendinning and Darren Wilkinson | 502 – 508 |
07-012 | A Bayesian Framework for Settlement Predictions of Immersed Tunnels
Cong Tang, Wan-Huan Zhou and Shu-Yu He | 509 – 514 |
(IS8) Machine learning in geotechnical engineering
08-003 | Prediction of Parallel Desiccation Cracks of Clays Using a Classification and Regression Tree (CART) Technique
Abolfazl Baghbani, Susanga Costa, Tanveer Choundhury and Roohollah Shirani Faradonbeh | 515 – 520 |
08-004 | Development of a Support Vector Machine (SVM) and a Classification and Regression Tree (CART) to Predict the Shear Strength of Sand-Rubber Mixtures
Abolfazl Baghbani, Firas Daghistani, Hossam Abuel Naga and Susanga Costa | 521 – 527 |
08-005 | Analysis of Deformation of Segmental Lining during Shield Tunneling Based on Real-Time Monitoring
Jiaqi Chang, Dongming Zhang and Hongwei Huang | 528 – 533 |
08-006 | Optimization of Borehole Location for Site Investigation Based on Coupled Markov Chain
Qihao Jiang, Hua Shao, Jin-Zhang Zhang, Cong Nie and Dongming Zhang | 534 – 539 |
08-007 | A Machine Learning Prediction Model for Rockburst Based on Oversampling Algorithm and Bayesian-XGBoost
Qing Kang and Yong Liu | 540 – 545 |
08-009 | A Case Study: Monitoring and Prediction for Convergence of Shield Tunnel with Wireless Sensor Network and Long Short-Term Network.
Linghan Ouyang, Jiaping Li, Cong Nie and Dongming Zhang | 546 – 551 |
08-010 | Rockburst Intensity Prediction Based on African Vultures Optimization Algorithm-Random Forest Model
Zhong-guang Wu and Qiang zhu, Zong-wei Chen and Shun-chuan Wu | 552 – 558 |
08-011 | An Unsupervised Framework for Mud Pumping Detection and Severity Analysis Using In-Service Train Data in Railway Track
Cheng Zeng, Jinsong Huang and Jiawei Xie | 559 – 564 |
08-013 | Machine Learning-Based Prediction of Drilling and Blasting Tunnel Initial Support Patterns
Jinghan Chang, Hongwei Huang, Dongming Zhang, Tongjun Yang and Zhenhua Xing | 565 – 570 |
08-014 | High Arch Dam Displacement Prediction Model Based on Long Short-Term Memory Networks with Attention Mechanism
Fei Kang, Ben Huang, Junjie Li and Sizeng Zhao | 571 – 577 |
08-015 | Prediction of Slope Failure through Integrating Statistical Design of Experiments and Artificial Neural Networks
Yuderka Trinidad González, Vernon R. Schaefer and Derrick K Rollins | 578 – 583 |
08-016 | Using Convolutional Neural Networks and Monte-Carlo Dropout to Generate Synthetic Well Logs with Accurate Uncertainty Estimation
Yian Wong and Sau-Wai Wong | 584 – 593 |
(IS10) Application of risk and reliability methods in case studies
10-002 | Some Aspects of the Norwegian Risk Evaluation System for Quick Clay Based on Recent Landslide Events
Amanda DiBiagio, Håkon Heyerdahl and Ragnar Moholdt | 594 – 600 |
10-004 | Response Surface Based-Robust Design of Supported Excavation Considering Multiple Failure Modes
Li Hong, Wengang Zhang and Xiangyu Wang | 601 – 606 |
10-005 | 3D Underground Stratification Using GLASSO
Kota Kageie and Takayuki Shuku | 607 – 612 |
10-006 | Mine Subsidence Characterization and Susceptibility Mapping to Guide Risk Mitigation
Sam Mackenzie | 613 – 618 |
10-008 | Reliability of a Soil-Nailed Slope Considering Regional Shear Strength Information
M. K. Lo, Y.F. Leung, C.L. Chan and E.H.Y. Sze | 619 – 625 |
10-009 | Settlement Prediction of Teven Road Trial Embankment Using Back Analysis Methods
Shan Huang, Jinsong Huang, Richard Kelly and Ahm Kamruzzaman | 626 – 631 |
10-011 | Development of Regional Soil Shear Strength Database and Its Application in Probabilistic Analysis of Slope Stability
C.L. Chan, L.A. Wong, W.W.C. Leung, P.W.K. Chung, M.K. Lo and Andy Y.F. Leung | 632 – 637 |
(IS11) Landslide Risk Assessment & Geo-Hazards Induced by Rainfall, Earthquake and Other Factors
11-001 | Uncertainty Quantification of Landslide Susceptibility Mapping Considering Landslide Boundary Geometry
Sahand Khabiri and Yichuan Zhu | 638 – 643 |
11-002 | Contribution on Debris Flow Forecast
Danúbia Teixeira Silva and Anna Laura Lopes da Silva Nunes | 644 – 649 |
11-005 | Risk Evaluation for Earth-Fill Dams by Response Surface Method
Shiying Zhenga, Shin-ichi Nishimuraa and Toshifumi Shibata | 650 – 653 |
11-011 | Catastrophic Landslide Triggered by Extreme Rainfall in Chongqing, China: July 13, 2020, Niuerwan Landslide
Chang Zhou and Wei Huang | 654 – 665 |
11-013 | Assessment of Wall Deflection Induced by Braced Excavation in Spatially Variable Soils via Convolutional Neural Network
Chongzhi Wu and Wengang Zhang | 666 – 672 |
11-015 | Automatic Landslide Inventory Generation Using Deep Learning
Lu-Yu Ju, Te Xiao and Limin Zhang | 673 – 678 |
11-016 | Constructing a Loess Landslide Run-Out Prediction Input Parameter Database through Multi-Objective Optimization Back Analysis
Peng Zeng, Lin Zhang, Liangfu Zhao, Xiaoping Sun and Xiujun Dong | 679 – 684 |
11-017 | Introducing a Pattern-Based Approach for Landslide Susceptibility Prediction
Chenxu Su, Cong Dai, Bijiao Wang, Yunhong Lv and Shuai Zhang | 685 – 691 |
11-018 | Influence of the Evapo-Transpiration Contribution by Long-Stem Planting on the Stability Assessment of a Back-Filled Slope
Ilaria Bertolini, Carmine Gerardo Gragnano, Guido Gottardi & Olivier Buzzi | 692 – 698 |
11-019 | Numerical Evaluation on Seismic Performance of an Integrated Slope Stabilisation System
Yujia Wang, Majidreza Nazem, Annan Zhou and John V. Smith | 699 – 704 |
11-022 | The Landslide Screening Criteria in Hong Kong Considering Rainfall Intensity and Topography
Liang Gao and Limin Zhang | 705 – 710 |
11-023 | Reliability Analysis of Unsaturated Soil Slope Stability Using Spatial Random Fields-Based Bayesian Method
C. H. Wang, H. D. Du and S. T. Hu | 711 – 718 |
(IS12) Uncertainty & Reliability Analysis in Rock Engineering
12-001 | The Impact of Slope Roughness on the Uncertainty in Probabilistic Rockfall Modelling
Indishe Senanayake, Philipp Hartmann, Klaus Thoeni, Abigail Watman and Anna Giacomini | 719 – 724 |
12-003 | Probabilistic Approach for Evaluating Relationship between Rock Drilling Energy and P-Wave Velocity
Takayuki Shuku, Yasuhiro Yokota, Kensuke Date, Masako ishii, Minato Tobita, Takeru Kumagai, Kazuhiko Masumoto and Yasuyuki Miyajima | 725 – 729 |
12-004 | Stability Analysis of Rock Slopes with Stochastic Fractures using Finite Element Limit Analysis
A.M. Lester, A.V. Lyamin, N.C. Podlich, J. Huang and A. Giacomini | 730 – 735 |
(IS13) Data-Centric Geotechnics
(IS14) Risk Assessment of Soil Liquefaction Hazards
(IS15) Earthquake uncertainty, risk, and hazard
(IS16) Probabilistic Analysis of Seepage and Internal Erosion Chairs: D.V. Griffiths & Bryant A. Robbins
16-001 | Probabilistic Seepage Analysis of Embankments with Different Types of Random Fields
Fengdong Chi, Pierre Breul, Claudio Carvajal and Laurent Peyras | 822 – 827 |
16-003 | Design of a Probabilistic FEM Analysis Using the Sellmeijer Model for Backward Erosion Piping
Ligaya Wopereis, Esther Rosenbrand, Raymond van der Meij and Willem Kanning | 828 – 834 |
16-004 | Probability of Reactivation of a Sand Boil near a River Embankment of the Po River (Italy)
Ilaria Bertolini, Guido Gottardi, Michela Marchi and Laura Tonni | 835 – 840 |
16-005 | Uncertainty in the Critical Secant Gradient Function for Prediction of Backward Erosion Piping
B.A. Robbins and D.V. Griffiths | 841 – 846 |
16-006 | Fragility Curves for Analysis of Levees Subject to Concentrated Leak Erosion
Jonathan Simm, Mohamed Hassan and Ben Gouldby | 847 – 851 |
16-007 | Approach to Estimate the Probability That Internal Erosion Will Initiate a Breach through an Embankment Applied to Levees with an Important Linear and Heterogeneous Facies
Chloé Chancel, Robin Canac, Pierre Alain Rielland, Michel Pinhas and Akim Salmi | 852 – 856 |
(IS17) Inverse analysis and data assimilation in geotechnical engineering
17-001 | On the Use of Inverse Analysis for the Estimation of Soil Hydraulic and Retention Parameters from Monitoring Data of a River Embankment
Ilaria Bertolini, Carmine Gerardo Gragnano and Guido Gottardi | 857 – 862 |
17-002 | Hydraulic Conductivity Field Marginalization in HMC Based Estimation of Piping Zone Boundary
Kazunori Fujisawa, Michael C. Koch, Misato Osugi and Akira Murakami | 863 – 867 |
17-004 | Kriging-Based Conditional Random Field for Regional Liquefaction Potential Mapping Considering Statistical Uncertainty
Cong Miao, Zi-Jun Cao, Chang Tang and Te Xiao | 868 – 873 |
17-005 | Observation Updating of Model Parameters for Consolidation Settlement Using Adaptive Surrogate Model
Tomoka Nakamura and Ikumasa Yoshida | 874 – 880 |
17-006 | Evaluation of Deformation Behavior of a Natural Slope Using Particle Filter
Toshifumi Shibata, Shin-ichi Nishimura and Takayuki Shuku | 881 – 886 |
17-007 | Inverse Process of Multichannel Analysis of Surface Wave by Using Ensemble Kalman Filter
Yuxiang Ren, Shinichi Nishimura, Toshifumi Shibata and Takayuki Shuku | 887 – 890 |
17-008 | Linear-System-Type Surrogate Model for Large-Scale Earth-Retaining Work Based on Dynamic Mode Decomposition
Taiga Saito, Shinnosuke Kodama and Yu Otake | 891 – 896 |
17-009 | A Comparison between EnKF and MCMC-Based Bayesian Updating for Consolidation Settlement Prediction
Yuanqin Tao, Mengfei Yu and Honglei Sun | 897 – 902 |
(IS18) Reliability aspects in geotechnical codes of practice
(IS20) Risk assessment in offshore geotechnical engineering
20-001 | Energy-Based Reliability Analysis against Progressive Collapse of a Multi-Span Bridge under Dual Risks of Vessel Impact and Scour
Wen-Jun Lu, Li-Min Zhang and Shu-Wen Cai | 942 – 947 |
20-002 | An Efficient Method for the Discretization of 3-D Random Fields of Soil Properties in the Stochastic Finite Element Analysis of Geotechnical Problems
B. Zhu, H. F. Pei and Q. Yang | 948 – 953 |
20-003 | A Probability-Based Upscaling Model of Grading Evolution of Calcareous Sand
Zhao-Feng Li, Fu Liang and Jin-Hui Li | 954 – 958 |
20-004 | A Large Deformation Random Finite-Element Study on the Pull-Out Capacity of Two Typical Offshore Anchors
Shi-Jie Xu, Jiang-Tao Yi and Jun Hu | 959 – 964 |
20-005 | Flood Risk Assessment of Offshore Artificial Islands Induced by Heavy Rainfall
Yan Li, Yu Yan, Ping Shen and Wan-Huan Zhou | 965 – 970 |
20-007 | Prediction of Punch-Through Risk of Spudcan Foundation Based on Bayesian Method
Yuan-Yuan Wang, Zhao-Feng Li, Wu-Zhang Luo and Jin-Hui Li | 971 – 978 |
20-009 | Three-Dimensional Marine Geological Modeling for Land Reclamation
Te Xiao, Li-Min Zhang, Hai-Feng Zou and Yue-Bin Liu | 979 – 984 |
20-010 | Structural Risk Evaluation Model of Water-Conveyance Tunnel Based on Fuzzy Hierarchical Synthesis Method
An-Dian Lu, Wei Zhang, Xu-Hui Li, Ya-Dong Xue and Yan-Bin Fu | 985 – 991 |
(IS21) Risk assessment and reliability based design in geotechnical engineering practice
(IS22) Soil heterogeneity in 3D: characterisation and modelling
