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Keywords: correlation
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Proceedings Papers

Paper presented at the International Geomechanics Symposium, October 30–November 2, 2023
Paper Number: ARMA-IGS-2023-0297
... formation pore pressure in the Block X and selects the Fan comprehensive interpretation method and the grey correlation degree method as the theoretical basis to determine the correlation between formation pore pressure and different well-logs. Through the Back propagation neural network method...
Proceedings Papers

Paper presented at the International Geomechanics Symposium, October 30–November 2, 2023
Paper Number: ARMA-IGS-2023-0230
... wellbore design well planning bit selection machine learning prediction accuracy asia government drilling equipment correlation engineering interference drillstring design conference reservoir characterization deviation machine learning framework exhibition precision drilling conference...
Proceedings Papers

Paper presented at the International Geomechanics Symposium, October 30–November 2, 2023
Paper Number: ARMA-IGS-2023-0030
... states government geology field enhanced recovery saudi arabia government injection reservoir characterization pragmatic methodology co 2 correlation reservoir geomechanics seabed uplift geomechanical risk geologist asia government wellbore integrity geological subdiscipline sonic...
Proceedings Papers

Paper presented at the International Geomechanics Symposium, October 30–November 2, 2023
Paper Number: ARMA-IGS-2023-0199
.... Following this, the correlation and principal component analyses were used for the feature engineering to identify key factors for stimulation effectiveness and surrogate model inputs. The comparative analysis demonstrated the excellent predictive ability of the fused Recurrent Neural Network and Multi...
Proceedings Papers

Paper presented at the International Geomechanics Symposium, October 30–November 2, 2023
Paper Number: ARMA-IGS-2023-0353
... engineering geological subdiscipline artificial intelligence drillstring design reservoir geomechanics rop accuracy machine learning information zhang coefficient prediction accuracy displacement encoder journal correlation significance petroleum science International Geomechanics...
Proceedings Papers

Paper presented at the International Geomechanics Symposium, October 30–November 2, 2023
Paper Number: ARMA-IGS-2023-0263
... rocks was conducted using a standard and existing workflow to identify the mineral composition. Additionally, data analysis was performed by correlating radioactive post-frac tracer results with the resulting minerals (e.g., TH and U). Multi-regression and machine learning algorithms were subsequently...
Proceedings Papers

Paper presented at the International Geomechanics Symposium, November 7–10, 2022
Paper Number: ARMA-IGS-2022-002
... simulation correlation compaction comparison permeability reservoir geomechanics diameter scenario micro-ct scan assessment International Geomechanics Symposium 22 0002 Assessment of Pore Collapse and Pore Throat Damage Mechanics During a Series of Loading and Unloading Using Micro-CT Scan...
Proceedings Papers

Paper presented at the International Geomechanics Symposium, November 7–10, 2022
Paper Number: ARMA-IGS-2022-191
... reservoir geomechanics efficiency predictorname trainregressionmodel hardness compressive strength variablename correlation predictfcn optimization responsedata proceedings trainedmodel reservoir characterization dataset trainingdata operation dataset coefficient International...
Proceedings Papers

Paper presented at the International Geomechanics Symposium, November 7–10, 2022
Paper Number: ARMA-IGS-2022-186
... well cost. wellbore design reservoir characterization sequence reduction upstream oil & gas reservoir geomechanics anhydrite incident zechstein fore-sudetic monocline correlation wellbore integrity halite werra anhydrite variation anhydrite creep creep resolution...
Proceedings Papers

Paper presented at the International Geomechanics Symposium, November 7–10, 2022
Paper Number: ARMA-IGS-2022-157
..., with optimal performance, neither well loss nor Geological/Geomechanical NPTs. Finally, X-Ray Fluorescence (XRF) from a Vaca Muerta horizontal well was used as a crosschecking input since it acts as an accurate indicator of facial changes and paleoenvironmental variations, existing high correlation between...
Proceedings Papers

Paper presented at the International Geomechanics Symposium, November 7–10, 2022
Paper Number: ARMA-IGS-2022-063
... was carried out using typical pore throat radii (1μm) at the up-mentioned reservoir conditions. Furthermore, a correlation for the gas column height as a function of the reservoir pressure and temperature are developed. These results help for better understanding the reservoir efficiency for secure storage...
Proceedings Papers

Paper presented at the International Geomechanics Symposium, November 7–10, 2022
Paper Number: ARMA-IGS-2022-058
... solution from V-reg model and measured values is less than 10%, which can reflects the actual formation more accurately and exhibit good application potential for drilling and fracturing. poisson estimation crossplot upstream oil & gas reservoir geomechanics linear correlation elastic...
Proceedings Papers

Paper presented at the ARMA/DGS/SEG International Geomechanics Symposium, November 1–4, 2021
Paper Number: ARMA-IGS-21-106
... elastic properties and acquiring the sonic data from the lab experimental work, logging, and correlations are not effective way due to the time and cost besides the low accuracy for the correlation approach. Consequently, this paper targets to proposed an intelligent approach for determining the sonic...
Proceedings Papers

Paper presented at the ARMA/DGS/SEG International Geomechanics Symposium, November 1–4, 2021
Paper Number: ARMA-IGS-21-095
... regression in terms of stability. This shows that the prediction of Vs may not achieve higher accuracy and stability with complex machine learning model such as DNN, some simple machine learning models may perform better because of the strong correlation between well logs. log analysis upstream oil...
Proceedings Papers

Paper presented at the ARMA/DGS/SEG International Geomechanics Symposium, November 1–4, 2021
Paper Number: ARMA-IGS-21-041
..., such as the Bakken and Three Forks Formations in North Dakota. Several experimental results showed that the permeability follows an exponential trend with respect to effective stress. However, these correlation coefficients are taken from core samples at a certain depth and cannot represent permeability evolution...
Proceedings Papers

Paper presented at the ARMA/DGS/SEG International Geomechanics Symposium, November 1–4, 2021
Paper Number: ARMA-IGS-21-125
... and hydraulic fracturing design. This experimental study establishes correlations between physical and mechanical properties in tight sandy conglomerate reservoirs and investigates the effects of the gravels on the heterogeneity of physical properties in the formation. Tri-axial compression tests combined...
Proceedings Papers

Paper presented at the ARMA/DGS/SEG International Geomechanics Symposium, November 3–5, 2020
Paper Number: ARMA-IGS-20-001
... and used for correlation purposes. Well-logging tools are used extensively in the petroleum industry to identify physical properties of rocks downhole, for example, resistivity, density which are then converted to provide petrophysical properties of interest (permeability, porosity, oil and gas zone...
Proceedings Papers

Paper presented at the ARMA/DGS/SEG International Geomechanics Symposium, November 3–5, 2020
Paper Number: ARMA-IGS-20-064
... machine learning hydraulic fracturing shale gas prediction performance upstream oil & gas mineralogical percentage artificial neural network brittleness index correlation composition mineralogical composition artificial intelligence neural network new model elkatatny...
Proceedings Papers

Paper presented at the ARMA/DGS/SEG International Geomechanics Symposium, November 3–5, 2020
Paper Number: ARMA-IGS-20-039
... geomechanics correlation coefficient reduction wellbore design variation mechanical property upstream oil & gas rock property determination 0 core sample spontaneous imbibition protodyakonov temperature range hardness tensile strength reservoir characterization strength sandstone rock...

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