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

2021/04/24 by Pin Zhang, Zhen-Yu Yin, Zhen‐Yu Yin
Engineering · Environmental Science · #Rock Mechanics and Modeling #Landslides and related hazards #Geotechnical Engineering and Soil Mechanics

paper · doi:10.1016/j.cma.2021.113858

Citations

• A discrete numerical model for granular assemblies
• Volume, Shape, and Roundness of Rock Particles
• Smoothing and Differentiation of Data by Simplified Least Squares Procedures.
• ImageNet classification with deep convolutional neural networks