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Keywords: training dataset
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Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, June 20–22, 2022
Paper Number: URTEC-3723603-MS
... fracturing process by leveraging a large amount of finished simulation results from full-physics simulations as training dataset. It utilizes a physics-guided U-net model plus inception with inputs being 2D images (slices) averaging 3D key reservoir and geomechanical parameters. The model is trained...
Proceedings Papers

Paper presented at the SPE/AAPG/SEG Unconventional Resources Technology Conference, July 22–24, 2019
Paper Number: URTEC-2019-897-MS
... from conventional logs. Another dimension was presented by Jain et al. (2015) where they proposed an approach to integrate both core and log spectroscopy which provided better estimations of the mineralogy. Upstream Oil & Gas machine learning Proc training dataset classification...

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