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Keywords: machine learning
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Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-247
... construction method and in similar geological conditions. Different machine learning (ML) models are trained, validated, and tested with dataset from one tunnel and then generated to the other dataset. Additionally, the effect of several data processing techniques for splitting and scaling on the performance...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-279
.... An alternative approach based on machine learning is proposed here in order to evaluate the stresses and displacements at equilibrium in the lining of a supported tunnel. Based on data previously obtained by numerical simulations, the Bagging Method applied to Artificial Neural Networks (ANNs) is used. We...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-261
... that extends underground 340 m (1245 ft). The vent shaft fan operates in normal conditions at 18,000 rpm and moves an air flow Q of 70,800 m 3 /sec (2.5 million ft 3 /min). geology strength blast induced vibration artificial intelligence mpa equation upstream oil & gas machine learning...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-313
... ABSTRACT: Owing to the advancements in the field of machine-learning (ML), the prospects of coupling ML with engineering analyses are currently being realized for various applications. Such applications can be particularly useful for geological engineering, where the ground properties...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-345
... regularization constraint china government international reservoir characterization information machine learning constraint regularization constraint tarim basin petrochina tarim oilfield company singh impedance resolution dictionary learning geophysics assumption prediction equation...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-384
... geology reservoir geomechanics indonesia government australia government geological subdiscipline strength asia government reservoir characterization fc peak bt dyn geologist artificial intelligence machine learning fc mean linear regression rock engineering international journal...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-361
... fracturing multistage fracturing geology reservoir characterization asia government deep learning artificial intelligence geological subdiscipline geologist srv neural network reservoir geomechanics china government machine learning evolution prediction accuracy department information voxel...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-399
... comprehensive strength criterion. geology bayesian inference machine learning tensile strength ifd temperature-dependent strength gambino geologist artificial intelligence geological subdiscipline discontinuity criterion tensile regime metals & mining upstream oil & gas reservoir...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-367
... geologist geology sedimentary rock drilling fluid formulation upstream oil & gas united states government clastic rock complex reservoir mudrock artificial intelligence machine learning drilling fluid property prediction petroleum engineering reservoir characterization china...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-368
... upstream oil & gas artificial intelligence geology correlation serbia government reservoir geomechanics machine learning marlstone geological subdiscipline strength dependence uniaxial compressive strength uniaxial compression strength erni water institute geologist europe...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-375
... correlation geoscience department elasticity machine learning doi equation united arab emirate university reservoir geomechanics uniaxial compressive strength poisson diameter 38 study journal sandstone 15th ISRM Congress 2023 & 72nd Geomechanics Colloquium. Schubert & Kluckner (eds.) © ÖGG...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-047
... geomechanics scenario artificial intelligence geologist neural network asia government metals & mining brittleness th scenario machine learning geological subdiscipline accuracy investigation precision international journal st scenario table 2 prediction rockburst intensity nazarbayev...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-498
... for reconstructing the three-dimensional morphology of the slopes and determining a range of detailed information. geologist risk and uncertainty assessment artificial intelligence rofraq probability reserves classification ground transportation machine learning rockfall hazard rating system rhr...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-099
... geology geologist fracture neural network upstream oil & gas deep learning machine learning segmentation technology laboratory rock sample reservoir characterization hydraulic fracture accuracy automatic fracture extraction dataset geological subdiscipline massachusetts...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-098
... upstream oil & gas geologist solid waste management fracture rock type deep learning machine learning artificial intelligence u-net asia government hydraulic fracturing segmentation geology faster r-cnn automatic fracture identification civil engineering technology mask r...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-097
...) or others considering 3D features of fracture surfaces (e.g. Grasselli & Egger 2003, Ma et al. 2020 and Ding & Li 2021). In recent studies (Wu et al. 2019, Huang et al. 2021 and Fathipour-Azar 2022), machine learning (ML) approaches were used to create data-driven PSS criteria. However...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-095
... ABSTRACT: This paper presents a system that combines KPI with autoencoders to implement a hybrid machine learning system. The goal here is to investigate workflows which permit the site manager to use the hybrid machine learning systems as a decision support tool. The workflows are explained...
Proceedings Papers

Paper presented at the 15th ISRM Congress, October 9–14, 2023
Paper Number: ISRM-15CONGRESS-2023-087
... geology china government artificial intelligence deep learning geologist neural network risk management quantitative risk assessment rock tunnel face optimization database indicator multi-source database risk and uncertainty assessment asia government algorithm machine learning...

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