Machine learning-aided prediction of the mechanical properties of frozen fractured rocks

• Main Authors: Meng, Wenzhao, Wu, Wei
• Other Authors: School of Civil and Environmental Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Civil engineering; Uniaxial Compression Test; Particle Flow Code
• Online Access: https://hdl.handle.net/10356/170392
• Institution: Nanyang Technological University

The complexity of fracture geometries impedes reliable prediction of the mechanical properties of frozen fractured rocks. Here, we combine the experimental, numerical, and machine learning methods to predict the uniaxial compressive strength and the Young’s modulus of frozen fractured rocks with fiv...