Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards, Volume 17, Issue 1 (2023)

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Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards, Volume 17, Issue 1 (2023)

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Machine learning and AI in Geotechnics

Editorial

Editorial
Special issue on “Machine learning and AI in geotechnics”
K. K. Phoon, L. M. Zhang & Z. J. Cao
Pages: 1-6
Published online: 09 Mar 2023
First Page PreviewforSpecial issue on “Machine learning and AI in geotechnics” | Full Text | References | PDF (470.7 KB) | EPUB
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Free Access

Review

Review
Future of machine learning in geotechnics
Kok-Kwang Phoon & Wengang Zhang
Pages: 7-22
Published online: 16 Jun 2022
AbstractforFuture of machine learning in geotechnics | Full Text | References | PDF (1.7 MB) | EPUB
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Articles

Article
Development of training image database for subsurface stratigraphy
Chao Shi & Yu Wang
Pages: 23-40
Published online: 06 Feb 2023
AbstractforDevelopment of training image database for subsurface stratigraphy | Full Text | References | PDF (3.4 MB) | EPUB
  • 402 Views
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Article
Data-driven subsurface modelling using a Markov random field model
Takayuki Shuku & Kok-Kwang Phoon
Pages: 41-63
Published online: 01 Mar 2023
AbstractforData-driven subsurface modelling using a Markov random field model | Full Text | References | PDF (7.8 MB) | EPUB
  • 580 Views
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Article
Multi-fidelity data-driven modelling of rate-dependent behaviour of soft clays
Geng-Fu He, Pin Zhang, Zhen-Yu Yin, Yin-Fu Jin & Yi Yang
Pages: 64-76
Published online: 29 Nov 2022
AbstractforMulti-fidelity data-driven modelling of rate-dependent behaviour of soft clays | Full Text | References | PDF (2.8 MB) | EPUB
  • 521 Views
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Article
Data-driven approximation of geotechnical dynamics to an equivalent single-degree-of-freedom vibration system based on dynamic mode decomposition
Akihiro Shioi, Yu Otake, Ikumasa Yoshida, Shogo Muramatsu & Susumu Ohno
Pages: 77-97
Published online: 06 Mar 2023
AbstractforData-driven approximation of geotechnical dynamics to an equivalent single-degree-of-freedom vibration system based on dynamic mode decomposition | Full Text | References | PDF (6.1 MB) | EPUB
  • 243 Views
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Article
Spatiotemporal prediction of landslide displacement using deep learning approaches based on monitored time-series displacement data: a case in the Huanglianshu landslide
Ning Xi, Mingdong Zang, Ruoshen Lin, Yingjie Sun & Gang Mei
Pages: 98-113
Published online: 09 Feb 2023
AbstractforSpatiotemporal prediction of landslide displacement using deep learning approaches based on monitored time-series displacement data: a case in the Huanglianshu landslide | Full Text | References | PDF (3.5 MB) | EPUB
  • 447 Views
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Article
On prediction of slope failure time with the inverse velocity method
Jie Zhang, Hong-zeng Yao, Zi-peng Wang, Ya-dong Xue & Lu-lu Zhang
Pages: 114-126
Published online: 17 Nov 2022
AbstractforOn prediction of slope failure time with the inverse velocity method | Full Text | References | PDF (2.2 MB) | EPUB
  • 439 Views
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Article
Cross-project utilisation of tunnel boring machine (TBM) construction data: a case study using big data from Yin-Song diversion project in China
Xu Li, Haibo Li, Saizhao Du, Liujie Jing & Pengyu Li
Pages: 127-147
Published online: 07 Mar 2023
AbstractforCross-project utilisation of tunnel boring machine (TBM) construction data: a case study using big data from Yin-Song diversion project in China | Full Text | References | PDF (6.3 MB) | EPUB
  • 281 Views
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Article
A real-time intelligent classification model using machine learning for tunnel surrounding rock and its application
Junjie Ma, Tianbin Li, Gang Yang, Kunkun Dai, Chunchi Ma, Hao Tang, Gangwei Wang, Jianfeng Wang, Bo Xiao & Lubo Meng
Pages: 148-168
Published online: 01 Mar 2023
AbstractforA real-time intelligent classification model using machine learning for tunnel surrounding rock and its application | Full Text | References | PDF (5.6 MB) | EPUB
  • 422 Views
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Article
A hybrid physical data informed DNN in axial displacement prediction of immersed tunnel joint
Wei Yan, Yu Yan, Ping Shen & Wan-Huan Zhou
Pages: 169-180
Published online: 12 Feb 2023
AbstractforA hybrid physical data informed DNN in axial displacement prediction of immersed tunnel joint | Full Text | References | PDF (2 MB) | EPUB
  • 366 Views
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Article
Real-time tunnel lining crack detection based on an improved You Only Look Once version X algorithm
Zhong Zhou, Longbin Yan, Junjie Zhang & Hao Yang
Pages: 181-195
Published online: 02 Feb 2023
AbstractforReal-time tunnel lining crack detection based on an improved You Only Look Once version X algorithm | Full Text | References | PDF (3.1 MB) | EPUB
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Article
A novel long-short term memory network approach for stress model updating for excavations in high stress environments
J. Morgenroth, K. Kalenchuk, L. Moreau-Verlaan, M. A. Perras & U. T. Khan
Pages: 196-216
Published online: 07 Mar 2023
AbstractforA novel long-short term memory network approach for stress model updating for excavations in high stress environments | Full Text | References | PDF (4.2 MB) | EPUB
  • 295 Views
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Article
Characterisation for spatial distribution of mining-induced stress through deep learning algorithm on SHM data
Xuyan Tan, Weizhong Chen, Changkun Qin, Wusheng Zhao & Wei Ye
Pages: 217-226
Published online: 05 Feb 2023
AbstractforCharacterisation for spatial distribution of mining-induced stress through deep learning algorithm on SHM data | Full Text | References | PDF (2.2 MB) | EPUB
  • 150 Views
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Meeting Report
Report for ISSMGE TC309/TC304/TC222 Third ML dialogue on “Data-Driven Site Characterization (DDSC)”
3 December 2021, Norwegian Geotechnical Institute, Oslo, Norway (Online)
Kok-Kwang Phoon, Zi-Jun Cao, Zhongqiang Liu & Jianye Ching
Pages: 227-238
Published online: 01 Aug 2022
AbstractforReport for ISSMGE TC309/TC304/TC222 Third ML dialogue on “Data-Driven Site Characterization (DDSC)” | Full Text | References | PDF (1.4 MB) | EPUB
  • 422 Views
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