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Keywords: algorithm
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Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-0036
... geological subdiscipline fuzzy logic accuracy algorithm rostami university dataset tqi tbm machine learning rqd characteristic supervised learning algorithm geology specification revolution matrix application reservoir geomechanics prediction tunnel penetration engineering...
Proceedings Papers
An Qi, Yesong Li, Liu Hai, Zhang Feng, Yang Qi, Liu Hao, Lv Ningbo, Zhang Cheng, Li Hui, Fujian Zhou, Ben Li
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-0906
... due to the similar logging responses of mudstone and fine sandstone. Conventional lithology interpretation algorithms based on crossplots often yield inaccurate results. This study focuses on the deep coal seam in Block SF on the east margin of the Ordos Basin, China. A dataset is compiled based...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-0921
... for meticulous maintenance, there exists a gap in effectively predicting the health of these bearings to prevent failures. To address this gap, our study aims to evaluate the effectiveness of machine learning algorithms, using XGBoost and Random Forest, in predicting the health status of the thrust bearings. We...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1007
... data analysis and visualization in a web browser, a ground-machine interaction model to predict the TBM advance rate and operation anomalies detection via machine learning algorithms to enhance the efficiency and reliability of tunnel excavation operations. In collaboration with ACCIONA, the system has...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1005
... reservoir geomechanics geologist hydraulic fracturing geological subdiscipline granite mpa geology experiment groove sidobre granite boundary investigation international journal rpm mining science microstructure latham fragment algorithm xiang defect intensity ARMA 24 1005 Destruction...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1057
... identification accuracy mahmoud algorithm ARMA 24 1057 Drilling Data Based Approach for Real-Time Gamma Ray Prediction in Surface Holes Using Artificial Intelligence Amir Shokry Youssef; Salaheldin Elkatatny; Abdulazeez Abdulraheem College of Petroleum Engineering & Geosciences, King Fahd University...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1029
... quantification becomes challenging. To address this challenge, we propose the application of machine learning algorithms to predict mineral volumes using quad combo logs, which include gamma ray, deep resistivity, bulk density, and neutron porosity measurements. Four machine learning algorithms — Artificial...
Proceedings Papers
Julia Potter, Benjamin Meyer, Brad Ross, James McNabb, John Keefner, Chad Williams, Leonard D. Brown, Bobby Prescott, Albert Cabrejo
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1049
..., tracking, and alarming of these events. To facilitate this work, a prototype thermal imaging system that uses an early version of the detection algorithm has been developed. Designed to withstand extreme environments, the system can be easily transported with a light vehicle and installed in under 20...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-0979
... of the proposed ML approaches to generate mechanical stratigraphy. Evaluation measures SS and DBI represent the good quality and reliability of proposed classification with higher SI, CHI, and lower DBI scores. The best performance for the proposed clustering model was exhibited by K-means algorithm with SI, DBI...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1085
... ABSTRACT: Estimating Shale Volume using conventional methods in the Bakken formation, a complex heterogeneous reservoir, is challenging due to the presence of other radioactive minerals. This study aims to evaluate the accuracy of several machine-learning algorithms in predicting shale volume...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1089
... (2005) reported that the average rate of penetration (ROP) increased by 133% for six rigs when using MSE surveillance. geology drilling operation mse geologist drilling equipment wellbore design bit selection reservoir characterization algorithm boundary proxy mechanical earth modeling...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-0918
... based on point cloud pattern recognition algorithms. The model is integrated by the RANASC fracture orientation identification method, the Alpha shape fracture shape identification method and the DBSCAN fracture denoising method. Besides, we have also developed a fracture connectivity index calculation...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1154
... constraints to limit the range of potential solutions. The developed machine learning algorithms allow predicting P- and S-wave velocities based on mineralogical composition from ELAN log with accuracy superior to conservative effective media approaches. Three deployed algorithms include random forest...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1183
... algorithm earthquake machine learning application co 2 hydraulic diffusivity netl 2023 structural geology risk management geological subdiscipline diffusivity department ccus carbon storage plane operation ARMA 24 1183 Machine Learning Application for CCUS Carbon Storage: Fracture Analysis...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-0164
... ), can be calculated by the program without an expert's manual rating. To identify major outcrop joint surfaces, the random sample consensus algorithm was employed. Subsequently, we calculate the weighted joint density ( wJd ) and its corresponding RQD based on the major joint surface. The spherical K...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1145
... with optimization algorithms. 1. INTRODUCTION Tight gas, due to its advantages such as widespread distribution and abundant reserves, has occupied a key position in the development of unconventional natural gas in China (Zeng et al., 2024). Compared with conventional gas reservoirs, tight gas reservoirs usually...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1187
... cavern us rock mechanic geomechanics symposium deformation node integrity geometry algorithm cement sheath vertical displacement petroleum engineer cavern geometry dissolution johnson dissolution cavity ARMA 24 1187 Numerical analysis of dissolution process on the casing design integrity...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1136
... saturation information neuron permeability algorithm neural network reservoir characterization correlation porosity ggy spearman correlation coefficient qhf hessian matrix ffc thickness prediction accuracy mky construction ARMA 24 1136 Analysis of influencing factors of fracturing effect...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-0117
... displacement threshold modeling potential hazard area engineering prediction algorithm real-time prediction ARMA 24 0117 Real-Time Prediction of Potential Hazard Area In Seville s During Underground Excavation With EPB Maziyar Bahri Departamento de Estructuras de la Edificación e Ingeniería del...
Proceedings Papers
Publisher: American Rock Mechanics Association
Paper presented at the 58th U.S. Rock Mechanics/Geomechanics Symposium, June 23–26, 2024
Paper Number: ARMA-2024-1234
... ABSTRACT: Recent advancements in sensor technologies, computing and data storage, and accessibility to commercial AI tools has resulted in an increase in machine learning in rock engineering research. Many researchers have been able to demonstrate data-driven algorithms that have the potential...
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