4.6 Article

Machine learning-based uncertainty modelling of mechanical properties of soft clays relating to time-dependent behavior and its application

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Geosciences, Multidisciplinary

Intelligent modelling of clay compressibility using hybrid meta-heuristic and machine learning algorithms

Pin Zhang et al.

Summary: This study proposes a novel modeling approach using machine learning techniques to predict the compression index C c in geotechnical design, showing that machine learning models outperform traditional empirical prediction formulations. Among the tested machine learning algorithms, random forest and back-propagation neural network models are recommended for predicting C c under different conditions.

GEOSCIENCE FRONTIERS (2021)

Article Engineering, Geological

An AI-based model for describing cyclic characteristics of granular materials

Pin Zhang et al.

INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS (2020)

Article Multidisciplinary Sciences

Video-based AI for beat-to-beat assessment of cardiac function

David Ouyang et al.

NATURE (2020)

Review Multidisciplinary Sciences

Machine learning for data-driven discovery in solid Earth geoscience

Karianne J. Bergen et al.

SCIENCE (2019)

Article Construction & Building Technology

Real-time analysis and regulation of EPB shield steering using Random Forest

Pin Zhang et al.

AUTOMATION IN CONSTRUCTION (2019)

Article Engineering, Geological

A single-objective EPR based model for creep index of soft clays considering L2 regularization

Yin-Fu Jin et al.

ENGINEERING GEOLOGY (2019)

Article Computer Science, Interdisciplinary Applications

Model updating and uncertainty analysis for creep behavior of soft soil

Wan-Huan Zhou et al.

COMPUTERS AND GEOTECHNICS (2018)

Article Computer Science, Interdisciplinary Applications

Soil-Compressibility Prediction Models Using Machine Learning

Scott P. E. Kirts et al.

JOURNAL OF COMPUTING IN CIVIL ENGINEERING (2018)

Article Engineering, Geological

Hydraulic Conductivity of Compacted Soil Liners Permeated with Coal Combustion Product Leachates

Craig H. Benson et al.

JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING (2018)

Article Engineering, Geological

Simple Index Tests for Assessing the Recompression Index of Fine-Grained Soils

Karim Kootahi

JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING (2017)

Article Computer Science, Interdisciplinary Applications

Peak Shear Strength of Discrete Fiber-Reinforced Soils Computed by Machine Learning and Metaensemble Methods

Jui-Sheng Chou et al.

JOURNAL OF COMPUTING IN CIVIL ENGINEERING (2016)

Review Computer Science, Interdisciplinary Applications

Practical Application of the Stochastic Finite Element Method

Jose David Arregui-Mena et al.

ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING (2016)

Article Engineering, Geological

Comparison of Anisotropic Rate-Dependent Models for Modeling Consolidation of Soft Clays

M. Karstunen et al.

INTERNATIONAL JOURNAL OF GEOMECHANICS (2015)

Article Construction & Building Technology

Long-term settlement behaviour of metro tunnels in the soft deposits of Shanghai

Shui-Long Shen et al.

TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY (2014)

Article Computer Science, Interdisciplinary Applications

Probabilistic parameter estimation and predictive uncertainty based on field measurements for unsaturated soil slope

L. L. Zhang et al.

COMPUTERS AND GEOTECHNICS (2013)

Article Engineering, Geological

Prediction of Field Hydraulic Conductivity of Clay Liners Using an Artificial Neural Network and Support Vector Machine

Sarat Kumar Das et al.

INTERNATIONAL JOURNAL OF GEOMECHANICS (2012)

Article Computer Science, Interdisciplinary Applications

Probabilistic analyses of a strip footing on horizontally stratified sandy deposit using advanced constitutive model

R. Suchomel et al.

COMPUTERS AND GEOTECHNICS (2011)

Article Metallurgy & Metallurgical Engineering

Influence of features of natural soft clay on behaviour of embankment

Yin Zhen-yu et al.

JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY (2011)

Article Engineering, Geological

Modelling time-dependent behaviour of Murro test embankment

M. Karstunen et al.

GEOTECHNIQUE (2010)

Review Engineering, Multidisciplinary

The stochastic finite element method: Past, present and future

George Stefanou

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2009)

Article Engineering, Geological

Probabilistic Settlement Analysis by Stochastic and Random Finite-Element Methods

D. V. Griffiths et al.

JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING (2009)

Article Engineering, Geological

Analysis of field performance of embankments on soft clay deposit with and without PVD-improvement

SL Shen et al.

GEOTEXTILES AND GEOMEMBRANES (2005)

Article Engineering, Geological

Probabilistic slope stability analysis by finite elements

DV Griffiths et al.

JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING (2004)

Article Soil Science

Geostatistical modelling of uncertainty in soil science

P Goovaerts

GEODERMA (2001)