CNN-Based Intelligent Method for Identifying GSD of Granular Soils

State-of-the-Art Review of Machine Learning Applications in Constitutive Modeling of Soils

(2021) Pin Zhang et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

A novel deep learning-based modelling strategy from image of particles to mechanical properties for granular materials with CNN and BiLSTM

(2021) Pin Zhang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Multi-fidelity Bayesian neural networks: Algorithms and applications

(2021) Xuhui Meng et al.   JOURNAL OF COMPUTATIONAL PHYSICS

BiLSTM-Based Soil–Structure Interface Modeling

(2021) Pin Zhang et al.   International Journal of Geomechanics

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

(2020) David Ouyang et al.   NATURE

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

(2020) Pin Zhang et al.   Geoscience Frontiers

Prediction of maximum surface settlement caused by earth pressure balance (EPB) shield tunneling with ANN methods

(2019) Ren-Peng Chen et al.   SOILS AND FOUNDATIONS

Influence of grain size distribution of inclusions on the mechanical behaviours of track-bed materials

(2019) Shuai Qi et al.   GEOTECHNIQUE

Bayesian model selection for sand with generalization ability evaluation

(2019) Yin‐Fu Jin et al.   INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS

Identifying parameters of advanced soil models using an enhanced transitional Markov chain Monte Carlo method

(2019) Yin-Fu Jin et al.   Acta Geotechnica

Application of a Convolutional Neural Network (CNN) in Permeability Prediction: A Case Study in the Jacksonburg-Stringtown Oil Field, West Virginia, USA

(2019) Zhi Zhong et al.   GEOPHYSICS

Using deep learning for multivariate mapping of soil with quantified uncertainty

(2019) Alexandre M.J.-C. Wadoux   GEODERMA

A novel hybrid surrogate intelligent model for creep index prediction based on particle swarm optimization and random forest

(2019) Pin Zhang et al.   ENGINEERING GEOLOGY

Crushing and Flooding Effects on One-Dimensional Time-Dependent Behaviors of a Granular Soil

(2019) Wen-Bo Chen et al.   International Journal of Geomechanics

Classification of volcanic ash particles using a convolutional neural network and probability

(2018) Daigo Shoji et al.   Scientific Reports

Grain-size analysis of mudrocks: A new semi-automated method from SEM images

(2018) Shereef A. Bankole et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Meta-modeling game for deriving theory-consistent, microstructure-based traction–separation laws via deep reinforcement learning

(2018) Kun Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Size Ratio of Fluvial Grains’ Intermediate Axes Assessed by Image Processing and Square-Hole Sieving

(2017) Severin Stähly et al.   JOURNAL OF HYDRAULIC ENGINEERING

Estimation of critical state-related formula in advanced constitutive modeling of granular material

(2017) Yin-Fu Jin et al.   Acta Geotechnica

Size Ratio of Fluvial Grains’ Intermediate Axes Assessed by Image Processing and Square-Hole Sieving

(2017) Severin Stähly et al.   JOURNAL OF HYDRAULIC ENGINEERING

Evolutionary polynomial regression based modelling of clay compressibility using an enhanced hybrid real-coded genetic algorithm

(2016) Zhen-Yu Yin et al.   ENGINEERING GEOLOGY

Discriminant models of blasts and seismic events in mine seismology

(2016) Long-Jun Dong et al.   INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES

Discrimination of Mine Seismic Events and Blasts Using the Fisher Classifier, Naive Bayesian Classifier and Logistic Regression

(2015) Longjun Dong et al.   ROCK MECHANICS AND ROCK ENGINEERING

Comparison of crystal orientation mapping-based and image-based measurement of grain size and grain size distribution in a thin aluminum film

(2014) Xuan Liu et al.   ACTA MATERIALIA

Grain-size distribution of volcaniclastic rocks 1: A new technique based on functional stereology

(2012) M. Jutzeler et al.   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH

Influence of the Grain-Size Distribution Curve of Quartz Sand on the Small Strain Shear Modulus Gmax

(2009) T. Wichtmann et al.   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING