Research graph
References from Intelligent classification method for surrounding rock in subsea tunnels: multi-source parameter perception and model construction. Local targets link to admitted publications; unresolved targets remain external evidence.
Subjectivity associated to the use of rock mass classification in stability analysis of caverns
10.1038/s41598-025-05055-4 · 2025 · External reference
Research on comprehensive analysis and control method of surrounding rock stability in submarine tunnel crossing fault fracture zone by drilling and blasting method
10.3724/1000-6915.jrme.2024.0622 · 2025 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
A methodology for evaluation and classification of rock mass quality on tunnel engineering
10.1016/j.tust.2006.10.003 · 2007 · External reference
Statistics and analysis of underwater tunnels in China (by the end of 2023)
2024 · External reference
Advance prediction of rock mass classification in tunneling using improved DS fusion and hybrid machine learning
10.1016/j.tust.2026.107453 · 2026 · External reference
Xgboost: a scalable tree boosting system
2016 · External reference
Modification of RMR rock mass classification system for improved performance prediction of rock TBMs
10.1016/j.tust.2026.107523 · 2026 · External reference
International distribution and development of rock mass classification: a review
10.1007/s00603-024-04215-8 · 2025 · External reference
A-BQ, a classification system for anisotropic rock mass based on China National Standard
10.1007/s11771-020-4531-7 · 2020 · External reference
A risk assessment method for subsea tunnel collapse based on cloud Bayesian network
10.1080/1064119x.2024.2441406 · 2025 · External reference
Application of fuzzy set theory to rock engineering classification systems: an illustration of the rock mass excavability index
10.1007/s00603-009-0029-1 · 2010 · External reference
An analytical model for surrounding rock classification during underground water-sealed caverns construction: a case study from eastern China
10.1007/s12665-019-8606-4 · 2019 · External reference
Land-sea integrated suitability evaluation of underground space based on Pythagorean fuzzy Bayesian network
10.1016/j.undsp.2025.04.004 · 2025 · External reference
Spatial mapping of rock mass quality based on machine vision and geostatistics-block method: case studies in mining engineering
2025 · External reference
Classification for tunnel surrounding rock based on multiple geological methods and extension model
10.1007/s10064-023-03097-4 · 2023 · External reference
Development of a new method for evaluating the geological strength index (GSI) by applying image analysis to in-situ rock mass
10.1007/s10064-026-04778-6 · 2026 · External reference
Evaluating the relationship between RMR and Q-system for improved classification of faulted rocks and weak rocks
10.1038/s41598-025-01985-1 · 2025 · External reference
Rock quality designation (RQD): time to rest in peace
10.1139/cgj-2016-0012 · 2017 · External reference
Extension of tunneling quality index and rock mass rating systems for tunnel support design through back calculations in highly stressed jointed rock mass: an empirical approach based on tunneling data from Himalaya
10.1016/j.tust.2018.11.050 · 2019 · External reference
Learning representations by back-propagating errors
10.1038/323533a0 · 1986 · External reference
AI-powered geotechnics: enhancing rock mass classification for safer engineering practices
10.1007/s00603-024-04189-7 · 2025 · External reference
The challenge of rock mass classification of anisotropic rock masses
10.1007/s00603-025-04681-8 · 2025 · External reference
Undrained stability of wide rectangular subsea tunnels using finite element limit analysis and multivariate adaptive regression splines
10.1007/s12145-024-01584-0 · 2025 · External reference
Advance optimized classification and application of surrounding rock based on fuzzy analytic hierarchy process and tunnel seismic prediction
10.1016/j.autcon.2013.08.019 · 2014 · External reference
Empirical relationship between the Geological Strength Index (GSI) and rock mass quality (Q-system) in granite and sedimentary rocks
10.1007/s10064-025-04303-1 · 2025 · External reference
Technologies for large cross-section subsea tunnel construction using drilling and blasting method
10.1016/j.tust.2023.105161 · 2023 · External reference
Tunnel face rock mass class identification based on multi-domain feature extraction and selection of TBM cutterhead vibration signals
10.1016/j.ijrmms.2025.106066 · 2025 · External reference
The significance of the geological properties of volcanic rock masses on tunnel stability and rock support design: a case study based on the construction of the Fámjin road tunnel in the Faroe islands
10.1007/s00603-025-04686-3 · 2025 · External reference
Extracting the variance inflation factor and other multicollinearity diagnostics from typical regression results
10.1080/01973533.2016.1277529 · 2017 · External reference
Experimental and numerical investigations on failure process and permeability evolution of weathered granite under hydro-mechanical coupling
10.1016/j.ijrmms.2025.106117 · 2025 · External reference
Correlation of the rock mass rating (RMR) system with the unified soil classification system (USCS): introduction of the weak rock mass rating system (W-RMR)
10.1007/s00603-016-1090-1 · 2016 · External reference
Incorporating smart computer vision and in-drilling information into rock quality evaluation via incomplete data-driven Bayesian networks
10.1016/j.undsp.2025.03.007 · 2025 · External reference
Using Spearman's correlation coefficients for exploratory data analysis on big dataset
10.1002/cpe.3745 · 2016 · External reference
Grey classification for evaluating the stability of dangerous rock-block masses
2000 · External reference
Dissecting the robustness of the rock mass classification methods used in Jiaozhou bay subsea tunnel
10.1007/s40999-021-00625-9 · 2021 · External reference
Deformation rule and mechanical characteristic analysis of subsea tunnel crossing weathered trough
10.1016/j.tust.2021.103989 · 2021 · External reference
EKTFD: Precise-guided empirical knowledge and time-frequency domain data joint-driven machine learning method for rock mass intelligent perception
10.1016/j.tust.2025.107303 · 2026 · External reference
Combined effects of discontinuities and intact rock on weak rock at various scales
10.1016/j.jrmge.2025.01.053 · 2025 · External reference
Study on comprehensive rating of integrity index Kv for CHN-BQ method based on cloud model
10.1016/j.tust.2024.106305 · 2025 · External reference
Review of tunnels and tunnelling under unfavourable geological conditions
10.1002/gj.4937 · 2024 · External reference
Study on the evolution law of weathering characteristics of granite surrounding rock with different weathered degrees in subsea tunnels
10.1080/1064119x.2026.2699964 · 2026 · External reference
Non-Darcy seepage analysis on subsea tunnel in fractured rock mass with grouting reinforcement
10.1016/j.tust.2025.107115 · 2026 · External reference
Rapid rock mass classification framework using machine learning and semantic segmentation for underground mining
10.1016/j.engappai.2025.111530 · 2025 · External reference
Using Spearman's correlation coefficients for exploratory data analysis on big dataset
10.1002/cpe.3745 · ExternalCitation · doi-reference
Review of tunnels and tunnelling under unfavourable geological conditions
10.1002/gj.4937 · ExternalCitation · doi-reference
Application of fuzzy set theory to rock engineering classification systems: an illustration of the rock mass excavability index
10.1007/s00603-009-0029-1 · ExternalCitation · doi-reference
Correlation of the rock mass rating (RMR) system with the unified soil classification system (USCS): introduction of the weak rock mass rating system (W-RMR)
10.1007/s00603-016-1090-1 · ExternalCitation · doi-reference
AI-powered geotechnics: enhancing rock mass classification for safer engineering practices
10.1007/s00603-024-04189-7 · ExternalCitation · doi-reference
International distribution and development of rock mass classification: a review
10.1007/s00603-024-04215-8 · ExternalCitation · doi-reference
The challenge of rock mass classification of anisotropic rock masses
10.1007/s00603-025-04681-8 · ExternalCitation · doi-reference
The significance of the geological properties of volcanic rock masses on tunnel stability and rock support design: a case study based on the construction of the Fámjin road tunnel in the Faroe islands
10.1007/s00603-025-04686-3 · ExternalCitation · doi-reference
Classification for tunnel surrounding rock based on multiple geological methods and extension model
10.1007/s10064-023-03097-4 · ExternalCitation · doi-reference
Empirical relationship between the Geological Strength Index (GSI) and rock mass quality (Q-system) in granite and sedimentary rocks
10.1007/s10064-025-04303-1 · ExternalCitation · doi-reference
Development of a new method for evaluating the geological strength index (GSI) by applying image analysis to in-situ rock mass
10.1007/s10064-026-04778-6 · ExternalCitation · doi-reference
A-BQ, a classification system for anisotropic rock mass based on China National Standard
10.1007/s11771-020-4531-7 · ExternalCitation · doi-reference
Undrained stability of wide rectangular subsea tunnels using finite element limit analysis and multivariate adaptive regression splines
10.1007/s12145-024-01584-0 · ExternalCitation · doi-reference
An analytical model for surrounding rock classification during underground water-sealed caverns construction: a case study from eastern China
10.1007/s12665-019-8606-4 · ExternalCitation · doi-reference
Dissecting the robustness of the rock mass classification methods used in Jiaozhou bay subsea tunnel
10.1007/s40999-021-00625-9 · ExternalCitation · doi-reference
Advance optimized classification and application of surrounding rock based on fuzzy analytic hierarchy process and tunnel seismic prediction
10.1016/j.autcon.2013.08.019 · ExternalCitation · doi-reference
Rapid rock mass classification framework using machine learning and semantic segmentation for underground mining
10.1016/j.engappai.2025.111530 · ExternalCitation · doi-reference
Tunnel face rock mass class identification based on multi-domain feature extraction and selection of TBM cutterhead vibration signals
10.1016/j.ijrmms.2025.106066 · ExternalCitation · doi-reference
Experimental and numerical investigations on failure process and permeability evolution of weathered granite under hydro-mechanical coupling
10.1016/j.ijrmms.2025.106117 · ExternalCitation · doi-reference
Combined effects of discontinuities and intact rock on weak rock at various scales
10.1016/j.jrmge.2025.01.053 · ExternalCitation · doi-reference
A methodology for evaluation and classification of rock mass quality on tunnel engineering
10.1016/j.tust.2006.10.003 · ExternalCitation · doi-reference
Extension of tunneling quality index and rock mass rating systems for tunnel support design through back calculations in highly stressed jointed rock mass: an empirical approach based on tunneling data from Himalaya
10.1016/j.tust.2018.11.050 · ExternalCitation · doi-reference
Deformation rule and mechanical characteristic analysis of subsea tunnel crossing weathered trough
10.1016/j.tust.2021.103989 · ExternalCitation · doi-reference
Technologies for large cross-section subsea tunnel construction using drilling and blasting method
10.1016/j.tust.2023.105161 · ExternalCitation · doi-reference
Study on comprehensive rating of integrity index Kv for CHN-BQ method based on cloud model
10.1016/j.tust.2024.106305 · ExternalCitation · doi-reference
Non-Darcy seepage analysis on subsea tunnel in fractured rock mass with grouting reinforcement
10.1016/j.tust.2025.107115 · ExternalCitation · doi-reference
EKTFD: Precise-guided empirical knowledge and time-frequency domain data joint-driven machine learning method for rock mass intelligent perception
10.1016/j.tust.2025.107303 · ExternalCitation · doi-reference
Advance prediction of rock mass classification in tunneling using improved DS fusion and hybrid machine learning
10.1016/j.tust.2026.107453 · ExternalCitation · doi-reference
Modification of RMR rock mass classification system for improved performance prediction of rock TBMs
10.1016/j.tust.2026.107523 · ExternalCitation · doi-reference
Incorporating smart computer vision and in-drilling information into rock quality evaluation via incomplete data-driven Bayesian networks
10.1016/j.undsp.2025.03.007 · ExternalCitation · doi-reference
Land-sea integrated suitability evaluation of underground space based on Pythagorean fuzzy Bayesian network
10.1016/j.undsp.2025.04.004 · ExternalCitation · doi-reference
Random forests
10.1023/a:1010933404324 · ExternalCitation · doi-reference
Learning representations by back-propagating errors
10.1038/323533a0 · ExternalCitation · doi-reference
Evaluating the relationship between RMR and Q-system for improved classification of faulted rocks and weak rocks
10.1038/s41598-025-01985-1 · ExternalCitation · doi-reference
Subjectivity associated to the use of rock mass classification in stability analysis of caverns
10.1038/s41598-025-05055-4 · ExternalCitation · doi-reference
Extracting the variance inflation factor and other multicollinearity diagnostics from typical regression results
10.1080/01973533.2016.1277529 · ExternalCitation · doi-reference
A risk assessment method for subsea tunnel collapse based on cloud Bayesian network
10.1080/1064119x.2024.2441406 · ExternalCitation · doi-reference
Study on the evolution law of weathering characteristics of granite surrounding rock with different weathered degrees in subsea tunnels
10.1080/1064119x.2026.2699964 · ExternalCitation · doi-reference
Rock quality designation (RQD): time to rest in peace
10.1139/cgj-2016-0012 · ExternalCitation · doi-reference
Research on comprehensive analysis and control method of surrounding rock stability in submarine tunnel crossing fault fracture zone by drilling and blasting method
10.3724/1000-6915.jrme.2024.0622 · ExternalCitation · doi-reference
