A Deep Learning Approach for Stochastic Structural Plane Generation Based on Denoising Diffusion Probabilistic Models

A Deep Learning Approach for Stochastic Structural Plane Generation Based on Denoising Diffusion Probabilistic Models

The stochastic structural plane of a rock mass is the key factor controlling the stability of rock mass. Obtaining the distribution of stochastic structural planes within a rock mass is crucial for analyzing rock mass stability and supporting rock slopes effectively. The conventional Monte Carlo met...

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Bibliographic Details
Main Authors: Han Meng, Xiaoyu Qi, Gang Mei
Format: Article
Language:English
Published: MDPI AG 2024-06-01
Series:Mathematics
Subjects:
rock mass
stochastic structural planes
Monte Carlo method
deep learning
denoising diffusion probabilistic model (DDPM)
Online Access:https://www.mdpi.com/2227-7390/12/13/1997

Internet

https://www.mdpi.com/2227-7390/12/13/1997

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