Data-Driven Approach for Intelligent Classification of Tunnel Surrounding Rock Using Integrated Fractal and Machine Learning Methods

The degree of rock mass discontinuity is crucial for evaluating surrounding rock quality, yet its accurate and rapid measurement at construction sites remains challenging. This study utilizes fractal dimension to characterize the geometric characteristics of rock mass discontinuity and develops a da...

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Bibliographic Details

Published in:	Fractal and Fractional
Main Authors:	Junjie Ma, Tianbin Li, Roohollah Shirani Faradonbeh, Mostafa Sharifzadeh, Jianfeng Wang, Yuyang Huang, Chunchi Ma, Feng Peng, Hang Zhang
Format:	Article
Language:	English
Published:	MDPI AG 2024-11-01
Subjects:	data driven fractal dimension discontinuity surrounding rock classification machine learning synthetic minority oversampling technique (SMOTE)
Online Access:	https://www.mdpi.com/2504-3110/8/12/677