Development of hybrid intelligent models for predicting TBM penetration rate in hard rock condition

Tunnelling and Underground Space Technology ◽

10.1016/j.tust.2016.12.009 ◽

2017 ◽

Vol 63 ◽

pp. 29-43 ◽

Author(s):

Danial Jahed Armaghani ◽

Edy Tonnizam Mohamad ◽

Mogana Sundaram Narayanasamy ◽

Nobuya Narita ◽

Saffet Yagiz

Keyword(s):

Hard Rock ◽

Penetration Rate ◽

Intelligent Models ◽

Tbm Penetration Rate

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Prediction of hard rock TBM penetration rate using particle swarm optimization

International Journal of Rock Mechanics and Mining Sciences ◽

10.1016/j.ijrmms.2011.02.013 ◽

2011 ◽

Vol 48 (3) ◽

pp. 427-433 ◽

Author(s):

Saffet Yagiz ◽

Halil Karahan

Keyword(s):

Particle Swarm Optimization ◽

Hard Rock ◽

Penetration Rate ◽

Particle Swarm ◽

Swarm Optimization ◽

Hard Rock Tbm ◽

Tbm Penetration Rate

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Prediction of hard rock TBM penetration rate using random forests

The 27th Chinese Control and Decision Conference (2015 CCDC) ◽

10.1109/ccdc.2015.7162572 ◽

2015 ◽

Author(s):

Hu Tao ◽

Wang Jingcheng ◽

Zhang Langwen

Keyword(s):

Random Forests ◽

Hard Rock ◽

Penetration Rate ◽

Hard Rock Tbm ◽

Tbm Penetration Rate

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Prediction of hard rock TBM penetration rate using least square support vector machine

IFAC Proceedings Volumes ◽

10.3182/20130708-3-cn-2036.00105 ◽

2013 ◽

Vol 46 (13) ◽

pp. 347-352 ◽

Author(s):

Yang Ge ◽

Jingcheng Wang ◽

Kang Li

Keyword(s):

Support Vector Machine ◽

Hard Rock ◽

Penetration Rate ◽

Least Square ◽

Support Vector ◽

Hard Rock Tbm ◽

Tbm Penetration Rate

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Utilizing partial least square and support vector machine for TBM penetration rate prediction in hard rock conditions

Journal of Central South University ◽

10.1007/s11771-015-2520-z ◽

2015 ◽

Vol 22 (1) ◽

pp. 290-295 ◽

Author(s):

Li Gao ◽

Xi-bing Li

Keyword(s):

Support Vector Machine ◽

Hard Rock ◽

Penetration Rate ◽

Partial Least Square ◽

Least Square ◽

Support Vector ◽

Rate Prediction ◽

Tbm Penetration Rate

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Predicting TBM penetration rate in hard rock condition: A comparative study among six XGB-based metaheuristic techniques

Geoscience Frontiers ◽

10.1016/j.gsf.2020.09.020 ◽

2020 ◽

Author(s):

Jian Zhou ◽

Yingui Qiu ◽

Danial Jahed Armaghani ◽

Wengang Zhang ◽

Chuanqi Li ◽

...

Keyword(s):

Comparative Study ◽

Hard Rock ◽

Penetration Rate ◽

Metaheuristic Techniques ◽

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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Predicting penetration rate of hard rock tunnel boring machine using fuzzy logic

Bulletin of Engineering Geology and the Environment ◽

10.1007/s10064-013-0497-0 ◽

2013 ◽

Vol 73 (1) ◽

pp. 23-35 ◽

Author(s):

Ebrahim Ghasemi ◽

Saffet Yagiz ◽

Mohammad Ataei

Keyword(s):

Fuzzy Logic ◽

Hard Rock ◽

Penetration Rate ◽

Tunnel Boring Machine ◽

Tunnel Boring ◽

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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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Utilising of linear and non-linear prediction tools for evaluation of penetration rate of Tunnel Boring Machine in hard rock condition

International Journal of Mining and Mineral Engineering ◽

10.1504/ijmme.2013.053172 ◽

2013 ◽

Vol 4 (3) ◽

pp. 249 ◽

Author(s):

Alireaza Salimi ◽

Mohammad Esmaeili

Keyword(s):

Linear Prediction ◽

Hard Rock ◽

Penetration Rate ◽

Tunnel Boring Machine ◽

Tunnel Boring ◽

Prediction Tools ◽

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