Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards, Volume 18, Issue 1 (2024)

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Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards, Volume 18, Issue 1 (2024)

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Special issue on “Data-centric Geotechnics for Practice”

Editorial

Editorial
Special Issue on “Data-Centric Geotechnics for Practice”
Kok-Kwang Phoon, Limin Zhang & Zijun Cao
Pages: 1-7
Published online: 25 Feb 2024
First Page PreviewforSpecial Issue on “Data-Centric Geotechnics for Practice” | Full Text | References | PDF (548.2 KB) | EPUB
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Spotlight Paper

Article
Digital geotechnics: from data-driven site characterisation towards digital transformation and intelligence in geotechnical engineering
Yu Wang & Hua-Ming Tian
Pages: 8-32
Published online: 06 Nov 2023
AbstractforDigital geotechnics: from data-driven site characterisation towards digital transformation and intelligence in geotechnical engineering | Full Text | References | PDF (5.9 MB) | EPUB
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Review Papers

Review Article
Physics-Informed neural network solver for numerical analysis in geoengineering
Xiao-Xuan Chen, Pin Zhang & Zhen-Yu Yin
Pages: 33-51
Published online: 19 Feb 2024
AbstractforPhysics-Informed neural network solver for numerical analysis in geoengineering | Full Text | References | PDF (2.9 MB) | EPUB
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Open Access
Article
Evaluation structures for machine learning models in geotechnical engineering
Nezam Bozorgzadeh & Yu Feng
Pages: 52-59
Published online: 07 Feb 2024
AbstractforEvaluation structures for machine learning models in geotechnical engineering | Full Text | References | PDF (711.6 KB) | EPUB
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Research Articles

Article
Non-parametric simulation of random field samples from incomplete measurements using generative adversarial networks
Yu Wang, Borui Lyu, Chao Shi & Yue Hu
Pages: 60-84
Published online: 12 Jun 2023
AbstractforNon-parametric simulation of random field samples from incomplete measurements using generative adversarial networks | Full Text | References | PDF (7.7 MB) | EPUB
  • 360 Views
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Article
Characterizing multivariate, asymmetric, and multimodal distributions of geotechnical data with dual-stage missing values: BASIC-H
He-Qing Mu, Zi-Tong Zhao & Ka-Veng Yuen
Pages: 85-106
Published online: 09 Feb 2024
AbstractforCharacterizing multivariate, asymmetric, and multimodal distributions of geotechnical data with dual-stage missing values: BASIC-H | Full Text | References | PDF (4.8 MB) | EPUB
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Article
Probabilistic back analysis for rainfall-induced slope failure using MLS-SVR and Bayesian analysis
Himanshu Rana & G. L. Sivakumar Babu
Pages: 107-120
Published online: 06 Jun 2022
AbstractforProbabilistic back analysis for rainfall-induced slope failure using MLS-SVR and Bayesian analysis | Full Text | References | PDF (2.4 MB) | EPUB
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Article
On the use of different data assimilation schemes in a fully coupled hydro-mechanical slope stability analysis
Muhammad Mohsan, Femke C. Vossepoel & Philip J. Vardon
Pages: 121-137
Published online: 19 Sep 2023
AbstractforOn the use of different data assimilation schemes in a fully coupled hydro-mechanical slope stability analysis | Full Text | References | PDF (2.4 MB) | EPUB
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Article
A comprehensive health diagnosis method for expansive soil slope protection engineering based on supervised and unsupervised learning
Chao Li, Lei Wang & Yang Chen
Pages: 138-158
Published online: 22 Feb 2024
AbstractforA comprehensive health diagnosis method for expansive soil slope protection engineering based on supervised and unsupervised learning | Full Text | References | PDF (6.1 MB) | EPUB
  • 98 Views
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Article
Early identification of potential loess landslide using convolutional neural networks with skip connection: a case study in northwest Lvliang City, Shanxi Province, China
Jianfeng Wu, Yanrong Li, Shuai Zhang & Joachim Chris Junior Oualembo Mountou
Pages: 159-171
Published online: 22 Jun 2022
AbstractforEarly identification of potential loess landslide using convolutional neural networks with skip connection: a case study in northwest Lvliang City, Shanxi Province, China | Full Text | References | PDF (4 MB) | EPUB
  • 350 Views
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Article
Time series analysis and gated recurrent neural network model for predicting landslide displacements
Lizhou Wu, J. T. Zhou, H. Zhang, S. R. Wang, T. Ma, H. Yan & S. H. Li
Pages: 172-185
Published online: 23 Nov 2022
AbstractforTime series analysis and gated recurrent neural network model for predicting landslide displacements | Full Text | References | PDF (2.8 MB) | EPUB
  • 288 Views
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Article
Regional landslide mapping model developed by a deep transfer learning framework using post-event optical imagery
Adel Asadi, Laurie Gaskins Baise, Snehamoy Chatterjee, Magaly Koch & Babak Moaveni
Pages: 186-210
Published online: 21 Feb 2024
AbstractforRegional landslide mapping model developed by a deep transfer learning framework using post-event optical imagery | Full Text | References | PDF (9.2 MB) | EPUB
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Article
Statistical landslide susceptibility assessment using Bayesian logistic regression and Markov Chain Monte Carlo (MCMC) simulation with consideration of model class selection
Tengyuan Zhao, Hongzhen Peng, Ling Xu & Pingping Sun
Pages: 211-227
Published online: 11 Dec 2023
AbstractforStatistical landslide susceptibility assessment using Bayesian logistic regression and Markov Chain Monte Carlo (MCMC) simulation with consideration of model class selection | Full Text | References | PDF (5.4 MB) | EPUB | Supplemental
  • 172 Views
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Article
Framework for risk assessment of economic loss from structures damaged by rainfall-induced landslides using machine learning
Hiroki Ishibashi
Pages: 228-243
Published online: 28 Nov 2023
AbstractforFramework for risk assessment of economic loss from structures damaged by rainfall-induced landslides using machine learning | Full Text | References | PDF (5.9 MB) | EPUB
  • 687 Views
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Open Access
Article
An efficient approach for safety factor-based and reliability-based design of tunnel face support pressure using BP Neural Network
Bin Li, Changxing Wang, Lianyu Zhang & Yi Hong
Pages: 244-256
Published online: 05 Feb 2024
AbstractforAn efficient approach for safety factor-based and reliability-based design of tunnel face support pressure using BP Neural Network | Full Text | References | PDF (3.2 MB) | EPUB
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Article
Implicit modelling and dynamic update of tunnel unfavourable geology based on multi-source data fusion using support vector machine
Binru Yang, Yulin Ding, Qing Zhu, Liguo Zhang, Haoyu Wu, Yongxin Guo, Mingwei Liu & Wei Wang
Pages: 257-274
Published online: 07 Aug 2023
AbstractforImplicit modelling and dynamic update of tunnel unfavourable geology based on multi-source data fusion using support vector machine | Full Text | References | PDF (4.5 MB) | EPUB | Supplemental
  • 258 Views
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Article
Prediction of tunnel mechanical behaviour using multi-task deep learning under the external condition
Bowen Du, Tao Zou, Junchen Ye, Xuyan Tan, Ke Cheng & Weizhong Chen
Pages: 275-287
Published online: 07 Mar 2023
AbstractforPrediction of tunnel mechanical behaviour using multi-task deep learning under the external condition | Full Text | References | PDF (2.9 MB) | EPUB
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Meeting Reports

Meeting Report
Future of Machine Learning in Geotechnics (FOMLIG), 5–6 Dec 2023, Okayama, Japan
Kok-Kwang Phoon & Takayuki Shuku
Pages: 288-303
Published online: 25 Feb 2024
AbstractforFuture of Machine Learning in Geotechnics (FOMLIG), 5–6 Dec 2023, Okayama, Japan | Full Text | References | PDF (2.4 MB) | EPUB
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Meeting Report
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”
5 December 2023, Okayama Convention Center, Okayama, Japan
Andy Y.F. Leung, Kok-Kwang Phoon, Te Xiao, Takayuki Shuku & Jianye Ching
Pages: 304-313
Published online: 19 Feb 2024
AbstractforReport 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” | Full Text | References | PDF (1.7 MB) | EPUB
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Book Review

Review Article
Uncertainty, modeling, and decision making in geotechnics
edited by Kok-Kwang Phoon, Takayuki Shuku, and Jianye Ching, Boca Raton, CRC Press, 2024, 502 pp., ISBN: 978-1-032-36749-1 (hbk), ISBN: 978-1-032-36750-7 (pbk), ISBN: 978-1-003-33358-6 (ebk), $315 hardback, doi:
Behzad Fatahi
Pages: 314-316
Published online: 09 Feb 2024
First Page PreviewforUncertainty, modeling, and decision making in geotechnics | Full Text | References | PDF (267.2 KB) | EPUB
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Correction

Correction
Correction
Page: I
Published online: 26 Feb 2024
CitationforCorrection | Full Text | PDF (98.9 KB) | EPUB
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