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Keywords: data mining
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Proceedings Papers

Paper presented at the SPE/AAPG Eastern Regional Meeting, October 7–11, 2018
Paper Number: SPE-191823-18ERM-MS
...Principal Component Analysis (PCA) High-dimensional data can be unsuccessful when applying several ML and data mining methods. Consequently, preprocessing data is crucial with regards to dimensionality reduction. These reduction procedures detect an optimized subset of features in accordance...
Proceedings Papers

Paper presented at the SPE/AAPG Eastern Regional Meeting, October 7–11, 2018
Paper Number: SPE-191787-18ERM-MS
... intended environmental cause. Big data and data sharing should be encouraged not only for public safety grounds, but also for economic reasons for the industry. shale gas fracturing fluid big data complex reservoir data mining hydraulic fracturing Upstream Oil & Gas fracturing materials...
Proceedings Papers

Paper presented at the SPE/AAPG Eastern Regional Meeting, October 7–11, 2018
Paper Number: SPE-191796-18ERM-MS
... , The Elements of Statistical Learning: Data Mining, Inference, and Prediction , 2nd Edition. Robinson , David , 2018 , What’s The Difference Between Data Science, Machine Learning, and Artificial Intelligence? , TheWayAhead , January 15 , 2018 , https://www.spe.org/en/twa/twa-article-detail...
Proceedings Papers

Paper presented at the SPE Eastern Regional Meeting, September 13–15, 2016
Paper Number: SPE-184041-MS
.... By building in the effect of such events, variability of outcomes is dramatically reduced. Directional Drilling data mining Simulation Execution Phase database Carlo simulation efficient drilling operation service company drilling operation planning phase histogram historical data real time...
Proceedings Papers

Paper presented at the SPE Eastern Regional Meeting, September 13–15, 2016
Paper Number: SPE-184062-MS
... depth range daily drilling report management system corpus text mining technique society of petroleum engineers data mining frequency information frequency distribution text mining mining machine learning best practice rig activity matrix vibration Introduction Digital Oilfields...
Proceedings Papers

Paper presented at the SPE Eastern Regional Meeting, October 21–23, 2014
Paper Number: SPE-171003-MS
... Artificial Intelligence complex reservoir lateral length shale gas Upstream Oil & Gas gas count Modeling & Simulation neural network gas production Effectiveness well production correlation information completion data mining hydraulic fracturing horizontal marcellus completion multi...
Proceedings Papers

Paper presented at the SPE Eastern Regional Meeting, August 17–19, 2011
Paper Number: SPE-148491-MS
... to incorporate specialized asset specific physics and geomechanics. Multi-phase flow feature enables accurate condensate production in plays like Marcellus and Eagle Ford. artificial intelligence complex reservoir data mining hydraulic fracturing modeling & simulation gas production shale...
Proceedings Papers

Paper presented at the SPE Eastern Regional Meeting, October 13–15, 2010
Paper Number: SPE-139101-MS
... Intelligence and Data Mining techniques (AI & DM), and therefore it represents an elegant integration of reservoir engineering techniques with Artificial Intelligence and Data Mining. Advantages of this new technique are a) ease of development, b) limited data requirement (as compared to reservoir...
Proceedings Papers

Paper presented at the SPE Eastern Regional/AAPG Eastern Section Joint Meeting, October 11–15, 2008
Paper Number: SPE-117765-MS
... Abstract Dimensionality reduction in advanced data mining is often a non-linear problem, and the method used to resolve the dimensionality reduction will typically include: Definition of the objective function to preserve essential information of the original data Specification...
Proceedings Papers

Paper presented at the SPE Eastern Regional Meeting, November 2–4, 1993
Paper Number: SPE-26905-MS
... in the crude oil system. This model can be used as a basis for designing petroleum production systems, including separator design, production well performance analysis, pipelines and EOR projects. asphaltene deposition data mining paraffin remediation hydrate remediation activity coefficient...

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