Prediction for TBM Penetration Rate Using Four Hyperparameter Optimization Methods and RF Model

Mapping Intimacies ◽

10.1007/978-981-16-6835-7_8 ◽

2021 ◽

pp. 111-123

Author(s):

Wengang Zhang ◽

Yanmei Zhang ◽

Xin Gu ◽

Chongzhi Wu ◽

Liang Han

Keyword(s):

Penetration Rate ◽

Optimization Methods ◽

Hyperparameter Optimization ◽

Tbm Penetration Rate

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Setting up simple estimating equations of TBM penetration rate using rock mass classification parameters

Tunnelling and Underground Space Technology ◽

10.1016/j.tust.2021.104065 ◽

2021 ◽

Vol 115 ◽

pp. 104065

Author(s):

Hongyi Xu ◽

Qiuming Gong ◽

Jianwei Lu ◽

Lijun Yin ◽

Fengwei Yang

Keyword(s):

Rock Mass ◽

Penetration Rate ◽

Estimating Equations ◽

Rock Mass Classification ◽

Mass Classification ◽

Tbm Penetration Rate

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Development of a rock mass characteristics model for TBM penetration rate prediction

International Journal of Rock Mechanics and Mining Sciences ◽

10.1016/j.ijrmms.2008.03.003 ◽

2009 ◽

Vol 46 (1) ◽

pp. 8-18 ◽

Author(s):

Q.M. Gong ◽

J. Zhao

Keyword(s):

Rock Mass ◽

Penetration Rate ◽

Rate Prediction ◽

Tbm Penetration Rate

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Prediction of TBM Penetration Rate Using Fuzzy Logic, Particle Swarm Optimization and Harmony Search Algorithm

Geotechnical and Geological Engineering ◽

10.1007/s10706-021-01982-x ◽

2021 ◽

Author(s):

Alireza Afradi ◽

Arash Ebrahimabadi ◽

Tahereh Hallajian

Keyword(s):

Fuzzy Logic ◽

Particle Swarm Optimization ◽

Penetration Rate ◽

Search Algorithm ◽

Harmony Search ◽

Particle Swarm ◽

Harmony Search Algorithm ◽

Swarm Optimization ◽

Tbm Penetration Rate

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Prediction of TBM penetration rate from brittleness indexes using multiple regression analysis

Modeling Earth Systems and Environment ◽

10.1007/s40808-018-0432-2 ◽

2018 ◽

Vol 4 (1) ◽

pp. 383-394 ◽

Author(s):

A. Jamshidi

Keyword(s):

Regression Analysis ◽

Multiple Regression Analysis ◽

Multiple Regression ◽

Penetration Rate ◽

Tbm Penetration Rate

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Discussion on article ‘Influence of Rock Brittleness on TBM Penetration Rate in Singapore Granite’ by Q.M. Gong and J. Zhao [Tunnelling and Underground Space Technology, in Press]

Tunnelling and Underground Space Technology ◽

10.1016/j.tust.2007.03.001 ◽

2008 ◽

Vol 23 (2) ◽

pp. 215-216 ◽

Author(s):

R.M. Goktan

Keyword(s):

Penetration Rate ◽

Underground Space ◽

Space Technology ◽

Rock Brittleness ◽

Tbm Penetration Rate ◽

Article Influence

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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

SN Applied Sciences ◽

10.1007/s42452-020-03767-y ◽

2020 ◽

Vol 2 (12) ◽

Author(s):

Alireza Afradi ◽

Arash Ebrahimabadi

Keyword(s):

Gene Expression ◽

Neural Networks ◽

Support Vector Machine ◽

Artificial Neural Networks ◽

Penetration Rate ◽

Gene Expression Programming ◽

Support Vector ◽

Artificial Neural ◽

Tbm Penetration Rate

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Prediction of TBM penetration rate based on Monte Carlo-BP neural network

Neural Computing and Applications ◽

10.1007/s00521-020-04993-6 ◽

2020 ◽

Author(s):

Meng Wei ◽

Zelin Wang ◽

Xiaoyu Wang ◽

Jialuo Peng ◽

Yu Song

Keyword(s):

Neural Network ◽

Monte Carlo ◽

Bp Neural Network ◽

Penetration Rate ◽

Tbm Penetration Rate

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Bayesian prediction of TBM penetration rate in rock mass

Engineering Geology ◽

10.1016/j.enggeo.2017.06.014 ◽

2017 ◽

Vol 226 ◽

pp. 245-256 ◽

Author(s):

Amoussou Coffi Adoko ◽

Candan Gokceoglu ◽

Saffet Yagiz

Keyword(s):

Rock Mass ◽

Penetration Rate ◽

Bayesian Prediction ◽

Tbm Penetration Rate

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An extreme gradient boosting technique to estimate TBM penetration rate and prediction platform

Bulletin of Engineering Geology and the Environment ◽

10.1007/s10064-021-02527-5 ◽

2022 ◽

Vol 81 (1) ◽

Author(s):

Yaxu Wang ◽

Xuechi Gao ◽

Peng Jiang ◽

Xu Guo ◽

Ruirui Wang ◽

...

Keyword(s):

Penetration Rate ◽

Gradient Boosting ◽

Extreme Gradient Boosting ◽

Boosting Technique ◽

Tbm Penetration Rate

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Prediction of TBM penetration rate using intact and mass rock properties (case study: Zagros long tunnel, Iran)

Arabian Journal of Geosciences ◽

10.1007/s12517-014-1465-0 ◽

2014 ◽

Vol 8 (6) ◽

pp. 3893-3904 ◽

Author(s):

S. D. Mohammadi ◽

M. Torabi-Kaveh ◽

M. Bayati

Keyword(s):

Penetration Rate ◽

Rock Properties ◽

Mass Rock ◽

Tbm Penetration Rate

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