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

Published in:	Mathematics
Main Authors:	Han Meng, Xiaoyu Qi, Gang Mei
Format:	Article
Language:	English
Published:	MDPI AG 2024-06-01
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