A framework for automatic discontinuity trace extraction using multi-scale surface variation index and transfer-learning enhanced artificial neural network
Authors:
- Mingming RenMRMingming Ren
- Hongru LiHLHongru Li
- Jie HuJHJie Hu
- Manchao HeMHManchao He
Open Access
- 16 July 2025
- journal article
- Published by Elsevier in Journal of Rock Mechanics and Geotechnical Engineering
- Vol. 18 (3) , 1794-1810
Abstract
No abstract availableFunding Information
- China University of Mining and Technology (PCMGH-2022-03)
- Ministry of Finance of the People's Republic of China
- State Key Laboratory for GeoMechanics and Deep Underground Engineering
- Fundamental Research Funds for the Central Universities (2025XJSB01)
This publication has 44 references indexed in Scilit:
- Assessment of Complex Rock Slope Instabilities in Mudurnu, Turkey, Through Kinematic and Dynamic Analyses: A Case StudyRock Mechanics and Rock Engineering, 2024
- Engineering geological characterization and assessment of complex rock slope failures in Mudurnu, TurkeyNatural Hazards, 2023
- OCFMD: An Automatic Optimal Clustering Method of Discontinuity Orientation Based on Fisher Mixed DistributionRock Mechanics and Rock Engineering, 2023
- Novel Transfer Learning Framework for Microseismic Event Recognition Between Multiple Monitoring ProjectsRock Mechanics and Rock Engineering, 2022
- Rock Discontinuities Identification from 3D Point Clouds Using Artificial Neural NetworkRock Mechanics and Rock Engineering, 2022
- Automatic classification of volcanic rocks from thin section images using transfer learning networksNeural Computing and Applications, 2021
- Numerical modeling of discontinuous rock slopes utilizing the 3DDGM (three-dimensional discontinuity geometrical modeling) methodBulletin of Engineering Geology and the Environment, 2016
- Transfer learning in effort estimationEmpirical Software Engineering, 2014
- International society for rock mechanics commission on standardization of laboratory and field testsInternational Journal of Rock Mechanics and Mining Sciences, 1978
- The shear strength of rock joints in theory and practiceRock Mechanics and Rock Engineering, 1977