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Keywords: prediction accuracy
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Proceedings Papers

Paper presented at the SPE/IATMI Asia Pacific Oil & Gas Conference and Exhibition, October 12–14, 2021
Paper Number: SPE-205602-MS
... by discovering hidden relationships between independent and target variables. This workflow is the inference engine of the AI-ML model to extract relevant domain-knowledge within the system that leads to more accurate predictions. The proposed knowledge-driven ML strategy achieved a prediction accuracy of R2...
Proceedings Papers

Paper presented at the SPE/IATMI Asia Pacific Oil & Gas Conference and Exhibition, October 12–14, 2021
Paper Number: SPE-205683-MS
... distribution prediction result artificial intelligence continuity correlation machine learning well logging upstream oil & gas information characteristic logging data particle size prediction accuracy prediction prediction model grain size profile standard deviation Introduction...
Proceedings Papers

Paper presented at the SPE/IATMI Asia Pacific Oil & Gas Conference and Exhibition, October 12–14, 2021
Paper Number: SPE-205642-MS
... outperforms on model testing and prediction accuracy. A database was constructed for a heterogeneous reservoir. Four widely used boosting algorithms were used on the database to predict the design only from the output of a short injection/falloff test. Feature importance analysis was done on eight output...
Proceedings Papers

Paper presented at the SPE/IATMI Asia Pacific Oil & Gas Conference and Exhibition, October 20–22, 2015
Paper Number: SPE-176143-MS
... hydraulic fracture interaction pattern prediction accuracy fracture accuracy neuron BPNN Introduction Hydraulic fracturing is the key technology in developing the unconventional reservoirs due to their very low permeability. Unconventional reservoirs often contain natural fractures...
Proceedings Papers

Paper presented at the SPE Asia Pacific Oil and Gas Conference and Exhibition, April 17–19, 2001
Paper Number: SPE-68706-MS
... prediction accuracy microfacies reservoir characterization Introduction During the last 5 years, RIPED,CNPC has been actively engaged in detailed Luanping fan-deltaic outcrop studies. The objective of this project is to develop a comprehensive, multidisciplinary and quantitative characterization...

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