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A case study of TBM performance prediction using a Chinese rock mass classification system – Hydropower Classification (HC) method

https://doi.org/10.1016/j.tust.2017.03.002
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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/bf00881969openalex-snapshot
A model of tunnel boring machine performance
inferredcites →https://doi.org/10.1007/bf01239496openalex-snapshot
Engineering classification of rock masses for the design of tunnel support
inferredcites →https://doi.org/10.1007/s00603-004-0032-5openalex-snapshot
Influence of Rock Mass Parameters on the Performance of a TBM in a Gneissic Formation (Varzo Tunnel)
inferredcites →https://doi.org/10.1007/s00603-006-0109-4openalex-snapshot
Experimental and Numerical Studies on Rock Breaking with TBM Tools under High Stress Confinement
inferredcites →https://doi.org/10.1007/s00603-009-0060-2openalex-snapshot
TBM Performance Analysis in Pyroclastic Rocks: A Case History of Karaj Water Conveyance Tunnel
inferredcites →https://doi.org/10.1007/s00603-012-0314-2openalex-snapshot
Simultaneous Effects of Joint Spacing and Orientation on TBM Cutting Efficiency in Jointed Rock Masses
inferredcites →https://doi.org/10.1007/s006030050010openalex-snapshot
Normal Wedge Indentation in Rocks with Lateral Confinement
inferredcites →https://doi.org/10.1016/0148-9062(75)90547-1openalex-snapshot
Rock excavation by disc cutter
inferredcites →https://doi.org/10.1016/0148-9062(79)91452-9openalex-snapshot
Suggested methods for determining water content, porosity, density, absorption and related properties and swelling and slake-durability index properties
inferredcites →https://doi.org/10.1016/0148-9062(80)90769-xopenalex-snapshot
Mechanics of disc cutter penetration
inferredcites →https://doi.org/10.1016/0148-9062(82)91151-2openalex-snapshot
A study of disc cutting in selected British rocks
inferredcites →https://doi.org/10.1016/0148-9062(83)91823-5openalex-snapshot
Power consumption and metal wear in tunnel-boring machines: analysis of tunnel-boring operation in hard rock
inferredcites →https://doi.org/10.1016/0148-9062(84)91489-xopenalex-snapshot
Factors affecting TBM penetration rates in sedimentary rocks
inferredcites →https://doi.org/10.1016/0148-9062(85)92327-7openalex-snapshot
Suggested method for determining point load strength
inferredcites →https://doi.org/10.1016/0148-9062(85)93229-2openalex-snapshot
Prediction of the performance of disc cutters in anisotropic rock
inferredcites →https://doi.org/10.1016/0148-9062(85)93234-6openalex-snapshot
TBM performance prediction using rock fracture parameters
inferredcites →https://doi.org/10.1016/0148-9062(93)92171-lopenalex-snapshot
Forecasting and effective TBM performances in rapid excavation of a tunnel in Italy
inferredcites →https://doi.org/10.1016/0886-7798(88)90029-6openalex-snapshot
Hard rock tunnel boring: Prognosis and costs
inferredcites →https://doi.org/10.1016/j.enggeo.2011.10.007openalex-snapshot
Rock burst and slabbing failure and its influence on TBM excavation at headrace tunnels in Jinping II hydropower station
inferredcites →https://doi.org/10.1016/j.ijrmms.2006.03.005openalex-snapshot
Indentation of rock by wedge-shaped tools
inferredcites →https://doi.org/10.1016/j.ijrmms.2008.03.003openalex-snapshot
Development of a rock mass characteristics model for TBM penetration rate prediction
inferredcites →https://doi.org/10.1016/j.ijrmms.2011.05.002openalex-snapshot
Numerical study of the effect of confining stress on rock fragmentation by TBM cutters
inferredcites →https://doi.org/10.1016/j.ijrmms.2014.07.022openalex-snapshot
Use of indentation tests to study the influence of confining stress on rock fragmentation by a TBM cutter
inferredcites →https://doi.org/10.1016/j.jmatprotec.2004.04.418openalex-snapshot
Experimental study of rock cutting under external hydrostatic pressure
inferredcites →https://doi.org/10.1016/j.tust.2004.08.006openalex-snapshot
Numerical modeling of the effects of joint orientation on rock fragmentation by TBM cutters
inferredcites →https://doi.org/10.1016/j.tust.2005.12.016openalex-snapshot
Rock mass excavability indicator: New way to selecting the optimum tunnel construction method
inferredcites →https://doi.org/10.1016/j.tust.2006.07.003openalex-snapshot
In situ TBM penetration tests and rock mass boreability analysis in hard rock tunnels
inferredcites →https://doi.org/10.1016/j.tust.2006.07.004openalex-snapshot
Influence of rock brittleness on TBM penetration rate in Singapore granite
inferredcites →https://doi.org/10.1016/j.tust.2006.10.002openalex-snapshot
Tunnelling through a frequently changing and mixed ground: A case history in Singapore
inferredcites →https://doi.org/10.1016/j.tust.2007.04.011openalex-snapshot
Utilizing rock mass properties for predicting TBM performance in hard rock condition
inferredcites →https://doi.org/10.1016/j.tust.2010.01.008openalex-snapshot
Performance prediction of hard rock TBM using Rock Mass Rating (RMR) system
inferredcites →https://doi.org/10.1016/j.tust.2011.04.004openalex-snapshot
A new hard rock TBM performance prediction model for project planning
inferredcites →https://doi.org/10.1016/j.tust.2011.05.012openalex-snapshot
Response by the authors to S. Yagiz discussion to the paper: J. Khademi Hamidi et al., Performance prediction of hard rock TBM using Rock Mass Rating (RMR) system [Tunnell. Undergr. Space Technol. 25 (2010) 333–345]
inferredcites →https://doi.org/10.1016/j.tust.2012.02.012openalex-snapshot
Study of various models for estimation of penetration rate of hard rock TBMs
inferredcites →https://doi.org/10.1016/j.tust.2012.06.015openalex-snapshot
Analysis and prediction of TBM performance in blocky rock conditions at the Lötschberg Base Tunnel
inferredcites →https://doi.org/10.1016/j.tust.2013.06.001openalex-snapshot
Case studies of TBM tunneling performance in rock–soil interface mixed ground
inferredcites →https://doi.org/10.1016/j.tust.2014.06.004openalex-snapshot
A new model for TBM performance prediction in blocky rock conditions
inferredcites →https://doi.org/10.1016/j.tust.2015.11.017openalex-snapshot
Analysis and estimation of gripper TBM performances in highly fractured and faulted rocks
inferredcites →https://doi.org/10.1016/j.tust.2016.01.034openalex-snapshot
Application and development of hard rock TBM and its prospect in China
inferredcites →https://doi.org/10.1016/j.tust.2016.05.010openalex-snapshot
Tunnel boring machines (TBMs) in difficult grounds
inferredcites →https://doi.org/10.1016/s0167-9031(86)90250-1openalex-snapshot
The relative cuttability of coal-measures stone
inferredcites →https://doi.org/10.1016/s0886-7798(00)00029-8openalex-snapshot
Advance rates of hard rock TBMs and their effects on project economics
inferredcites →https://doi.org/10.1016/s0886-7798(00)00055-9openalex-snapshot
Modeling tunnel boring machine performance by neuro-fuzzy methods
inferredcites →https://doi.org/10.1016/s1365-1609(02)00069-2openalex-snapshot
TBM performance estimation using rock mass classifications
inferredcites →https://doi.org/10.1016/s1365-1609(97)80069-xopenalex-snapshot
Practical estimates of rock mass strength
inferredcites →https://doi.org/10.1080/17486020903174303openalex-snapshot
Developing new equations for TBM performance prediction in carbonate-argillaceous rocks: a case history of Nowsood water conveyance tunnel

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4682946openalex-extracted
Development of Open Tbm Tunnelling Performance Prediction Model Based on Hydropower Classification (Hc) System
inferred← citeshttps://doi.org/10.1007/978-981-13-0113-1_34openalex-snapshot
A Dynamic Rock Mass Classification Method for TBM Tunnel
inferred← citeshttps://doi.org/10.1007/s00603-017-1368-yopenalex-snapshot
Study on the Influence of Different Control Modes on TBM Disc Cutter Performance by Rotary Cutting Tests
inferred← citeshttps://doi.org/10.1007/s00603-018-1400-xopenalex-snapshot
Comparisons Between Experimental and Semi-theoretical Cutting Forces of CCS Disc Cutters
inferred← citeshttps://doi.org/10.1007/s00603-022-02971-zopenalex-snapshot
Predicting Upcoming Collapse Incidents During Tunneling in Rocks with Continuation Length Based on Influence Zone
inferred← citeshttps://doi.org/10.1007/s00603-022-03025-0openalex-snapshot
Rock Chip Properties of TBM Penetration in Jointed Rock Masses Based on an Improved DICE2D Simulation
inferred← citeshttps://doi.org/10.1007/s00603-022-03128-8openalex-snapshot
Blasting Damage of Tunnel Rock Mass Based on Cumulative Effect
inferred← citeshttps://doi.org/10.1007/s00603-022-03189-9openalex-snapshot
Determination of Rock Mass Parameters for the RHT Model Based on the Hoek–Brown Criterion
inferred← citeshttps://doi.org/10.1007/s00603-024-04015-0openalex-snapshot
Developing Estimation Equations for the Cerchar Abrasivity Index of Rocks Applicable to TBM Tunnels
inferred← citeshttps://doi.org/10.1007/s00603-024-04081-4openalex-snapshot
Mechanical Responses in Rocks with Different Lithologies Under Mining Loading–unloading: An Insight by Energy Damage and Ultrasonic Characterization
inferred← citeshttps://doi.org/10.1007/s00603-024-04189-7openalex-snapshot
AI-Powered Geotechnics: Enhancing Rock Mass Classification for Safer Engineering Practices
inferred← citeshttps://doi.org/10.1007/s00603-024-04278-7openalex-snapshot
Experimental and Numerical Simulation Investigation on Rock Breaking for Granite with Laser Irradiation
inferred← citeshttps://doi.org/10.1007/s00603-024-04287-6openalex-snapshot
Towards Automated Lithology Classification in NATM Tunnel: A Data-Driven Solution for Multi-dimensional Imbalanced Data
inferred← citeshttps://doi.org/10.1007/s00603-025-04408-9openalex-snapshot
Improved Boreability Index for Gripper TBMs in Medium- to Strong-Quality Rocks Based on Theoretical Analysis and Field Penetration Tests
inferred← citeshttps://doi.org/10.1007/s00603-025-04685-4openalex-snapshot
Viscoelastic Analytical Solution for Deep Buried Open TBM Tunnels: Considering the Sequential Installation of Bolts, Shotcrete and Lining
inferred← citeshttps://doi.org/10.1007/s00603-025-05018-1openalex-snapshot
The Correlation Analysis Between Cutterhead Temperature Variation of Open-Type TBM and Rock Mass Conditions
inferred← citeshttps://doi.org/10.1007/s00603-026-05574-0openalex-snapshot
Rock Strength Assessment Via Rotary Drilling and Zoning Application in Open-Pit Mining
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Modification of the rock mass rating system (RMRmbi) considering three-dimensional rock block size
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Evaluation model of surrounding rock stability based on fuzzy rock engineering systems (RES)-connection cloud
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Modification of rock stress factor in the stability graph method: a case study at the Alhada Lead-Zinc Mine in Inner Mongolia, China
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An extreme gradient boosting technique to estimate TBM penetration rate and prediction platform
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Experimental observation and enlightenment from the water inflow abnormal increase for underground water-sealed storage cavern: a case study
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Dimensional consistency-based modeling of disc cutter wear in hard rock tunneling utilizing integrated multivariate analysis
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Fuzzy Inference System-Based for TBM Field Penetration Index Estimation in Rock Mass
inferred← citeshttps://doi.org/10.1007/s10706-020-01395-2openalex-snapshot
Analysis of the Soil Loss and Settlement of Silty Clay with Different Subclassifications
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Cross-project prediction for rock mass using shuffled TBM big dataset and knowledge-based machine learning methods
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Point and interval estimation of rock mass boreability for tunnel boring machine using an improved attribute-weighted deep belief network
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Prediction of rock mass class ahead of TBM excavation face by ML and DL algorithms with Bayesian TPE optimization and SHAP feature analysis
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Probabilistic machine learning approach to predict incompetent rock masses in TBM construction
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Support pressure assessment for deep buried railway tunnels using BQ-index
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A TBM Cutter Life Prediction Method Based on Rock Mass Classification
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Probabilistic Evaluation of Tunnel Boring Machine Penetration Rate Based on Case Analysis
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Hybrid Prediction Model of Engineering Classification of Slope Rock Mass Based on DCWA-EO-AdaBoost Model and BQ Method
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Improved TBM side cutter life prediction method considering rock integrity and TBM tunnelling attitude
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Study of the geometrical size effect of a fractured rock mass based on the modified blockiness evaluation method
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Improvement of the concept of the blockiness level of rock masses
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A performance-oriented adaptability assessment method for TBM tunneling
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Prediction of TBM cutterhead speed and penetration rate for high-efficiency excavation of hard rock tunnel using CNN-LSTM model with construction big data
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Research on TBM tunnel stratum variation perception with tunneling based on multiple machine learning algorithms
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Investigations on Fracture Evolution of Coal Measure Sandstones from Mineralogical and Textural Points of View
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Theoretical considerations of field penetration index model and its application in TBM performance prediction
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Comparison of artificial neural networks (ANN), support vector machine (SVM) and gene expression programming (GEP) approaches for predicting TBM penetration rate
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Research on the Rock Mass Classification Methods Based on the CKM-SMOTE Algorithm
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Excavation-induced structural deterioration of rock masses at different depths
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A LightGBM-based strategy to predict tunnel rockmass class from TBM construction data for building control
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Retracted: Control of Large-Displacement Disasters in Deep Coal Mine Roadways and Rapid TBM Tunneling Technologies under Large-Displacement Conditions
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Experimental and numerical investigation of the TBM disc cutter wear using a new tunnel boring machine laboratory simulator
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A modified rock mass classification system for TBM tunnels and tunneling based on the HC method of China
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The correlation between blockiness and the existence of a hydraulic conductivity representative elementary volume of fractured rocks
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Time-Feature Fused Transformer model: A study on TBM performance prediction and attention evolution patterns
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Predicting earth pressure balance (EPB) shield tunneling-induced ground settlement in compound strata using random forest
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Improved support vector regression models for predicting rock mass parameters using tunnel boring machine driving data
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Laboratory tests on conditioning the sandy cobble soil for EPB shield tunnelling and its field application
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Real-time hard-rock tunnel prediction model for rock mass classification using CatBoost integrated with Sequential Model-Based Optimization
inferred← citeshttps://doi.org/10.1016/j.tust.2022.104840openalex-snapshot
A new method for wear estimation of TBM disc cutter based on energy analysis
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Real-time perception of rock–machine interaction information in TBM tunnelling using muck image analysis
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An empirical method for estimating TBM penetration rate using tunnelling specific energy
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Experimental and numerical investigations on the force characteristics of cutter in different regions of the TBM cutterhead
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Physics-informed and data-driven machine learning of rock mass classification using prior geological knowledge and TBM operational data
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Characterization of particle size distribution of rock chips and evaluation of rock breaking efficiency of TBM based on multifractal theory: A case study
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A specific energy and penetration interaction-based method for optimizing TBM operational parameters in hard rock
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Bayesian sequential learning of rock mass classifications along tunnel trajectory using TBM operational data and geo-data spatial correlation
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Investigation on the soil-machine interaction based on slurry shield machine operation data learning: A geological conditions recognition model
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Physical feature shared online transfer learning framework for cross-engineering rock mass quality perception during TBM excavation
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EKTFD: Precise-guided empirical knowledge and time-frequency domain data joint-driven machine learning method for rock mass intelligent perception
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Feedback on a shared big dataset for intelligent TBM Part II: Application and forward look
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Model-based offline reinforcement learning framework for optimizing tunnel boring machine operation
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Novel multifractal-based classification model for the quality grades of surrounding rock within tunnels
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Response law of rock-cutterhead interaction in intact sandstone through TBM tunnelling test
inferred← citeshttps://doi.org/10.1016/j.undsp.2026.02.006openalex-snapshot
TBM performance assessment for the BBT exploratory tunnel in the Central Gneiss unit
inferred← citeshttps://doi.org/10.1038/s41598-023-37306-7openalex-snapshot
Rock fragmentation indexes reflecting rock mass quality based on real-time data of TBM tunnelling
inferred← citeshttps://doi.org/10.1038/s41598-024-73742-9openalex-snapshot
LightGBM integration with modified data balancing and whale optimization algorithm for rock mass classification
inferred← citeshttps://doi.org/10.1038/s41598-025-19244-8openalex-snapshot
A jamming risk warning model for TBM tunnelling based on Bayesian statistical methods
inferred← citeshttps://doi.org/10.1061/ijgnai.gmeng-7738openalex-snapshot
Development of a PLSR-BRT Model for Predicting the Performance of Tunnel Boring Machines
inferred← citeshttps://doi.org/10.1088/1755-1315/446/5/052011openalex-snapshot
Numerical Study of TBM Excavated Coal Mine Roadway Support Design
inferred← citeshttps://doi.org/10.1109/access.2024.3418774openalex-snapshot
Rapid Prediction of Cutterhead Torque in Hard-Rock Tunneling Using IEWOA-TSVD-ITELM
inferred← citeshttps://doi.org/10.1139/cgj-2023-0168openalex-snapshot
A data driven real-time perception method of rock condition in TBM construction
inferred← citeshttps://doi.org/10.1139/cgj-2025-0670openalex-snapshot
Rock mass grade recognition of TBM tunnel based on multi-feature extraction, compression, and lightGBM
inferred← citeshttps://doi.org/10.1145/3829641.3829692openalex-snapshot
TBM Cutter Force Prediction Based on LightGBM and Improved Whale Optimization Algorithm
inferred← citeshttps://doi.org/10.1155/2020/3897215openalex-snapshot
A New Reliability Rock Mass Classification Method Based on Least Squares Support Vector Machine Optimized by Bacterial Foraging Optimization Algorithm
inferred← citeshttps://doi.org/10.1155/2020/5264072openalex-snapshot
Gaussian Process Model of Surrounding Rock Classification Based on Digital Characterization of Rock Mass Structure and Its Application
inferred← citeshttps://doi.org/10.1155/2021/2621931openalex-snapshot
Big Data‐Based Boring Indexes and Their Application during TBM Tunneling
inferred← citeshttps://doi.org/10.1155/2021/3737145openalex-snapshot
A Large Goaf Group Treatment by means of Mine Backfill Technology
inferred← citeshttps://doi.org/10.1177/16878132241255209openalex-snapshot
Prediction method of TBM tunnel surrounding rock classification based on LSTM-SVM
inferred← citeshttps://doi.org/10.2139/ssrn.5202542openalex-snapshot
Study on Extremely Hard Granite Boreability after High-Low Temperature Cycles Based on Punch Penetration Tests
inferred← citeshttps://doi.org/10.2139/ssrn.5378424openalex-snapshot
Optimizing Tbm Operations: Forecasting Field Penetration Index with Advanced Computational Models - a Case Study
inferred← citeshttps://doi.org/10.24425/122452openalex-snapshot
Replacing RQD and Discontinuity Spacing with the Modified Blockiness Index in the Rock Mass Rating System
inferred← citeshttps://doi.org/10.2478/cee-2026-0051openalex-snapshot
Rock mass properties prediction method in TBM tunnel based on principal component analysis (PCA)
inferred← citeshttps://doi.org/10.33271/mining14.02.075openalex-snapshot
Prediction of tunnel boring machine penetration rate using ant colony optimization, bee colony optimization and the particle swarm optimization, case study: Sabzkooh water conveyance tunnel
inferred← citeshttps://doi.org/10.3389/feart.2022.897779openalex-snapshot
Stability Analysis of Shallow Goaf Based on Field Monitoring and Numerical Simulation: A Case Study at an Open-Pit Iron Mine, China
inferred← citeshttps://doi.org/10.3390/app12094590openalex-snapshot
Research on an Evaluation Method for the Adaptability of TBM Tunnelling
inferred← citeshttps://doi.org/10.3390/app13127060openalex-snapshot
Study on the Classification and Identification Methods of Surrounding Rock Excavatability Based on the Rock-Breaking Performance of Tunnel Boring Machines
inferred← citeshttps://doi.org/10.3390/app16115636openalex-snapshot
Prediction Method of Surrounding Rock Hydropower Classification (HC) Based on TBM Tunneling Data and Spearman-Weighted Supervised Prototype Classifier
inferred← citeshttps://doi.org/10.3390/app16125744openalex-snapshot
A Review of Bit–Rock Interaction Mechanics for Rotary Drilling and Its Application in Geotechnical Engineering
inferred← citeshttps://doi.org/10.3390/buildings14061523openalex-snapshot
Analysis and Enlightenment on the Relationships between Two Kinds of Cutter Life Evaluation Indexes and Installation Radius: A Case Study
inferred← citeshttps://doi.org/10.3390/buildings14072176openalex-snapshot
Intelligent Identification of Surrounding Rock Grades Based on a Self-Developed Rock Drilling Test System
inferred← citeshttps://doi.org/10.3390/buildings14082453openalex-snapshot
Evaluation of TBM Cutter Wear in Granite and Developing a Cutter Life Prediction Model for Face Cutters Based on Field Data: A Case Study
inferred← citeshttps://doi.org/10.3390/geosciences15020047openalex-snapshot
Optimized Random Forest Models for Rock Mass Classification in Tunnel Construction
inferred← citeshttps://doi.org/10.3390/su14148481openalex-snapshot
Geotechnical Investigations and Support Design for an Underground Powerhouse of Pumped-Storage Power Station: A Case Study in Chongqing, China
inferred← citeshttps://doi.org/10.3390/su15075768openalex-snapshot
Development and Application of Adaptive Evaluation System for TBM Tunneling Based on Case-Based Reasoning
inferred← citeshttps://doi.org/10.3390/w14172683openalex-snapshot
Assessing Potential of Dor River as Small Hydro Project for Lessening Energy Crisis and Enhancing Tarbela Reservoir Life in Khyber Pakhtunkhwa, Pakistan
inferred← citeshttps://doi.org/10.5937/jmma2001001popenalex-snapshot
Influence of geology on tunnel boring machine performance: A review
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