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Keywords: predictive model
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Proceedings Papers

Paper presented at the Abu Dhabi International Petroleum Exhibition & Conference, November 9–12, 2020
Paper Number: SPE-202708-MS
... was used to establish a correlation between elemental geochemical information with RMP. The dataset was categorized into two: training and testing dataset using a 70-30 percent split. Training data was used to train SVR and establish the RMP prediction model by tuning the hyperparameters. Testing data...
Proceedings Papers

Paper presented at the Abu Dhabi International Petroleum Exhibition & Conference, November 9–12, 2020
Paper Number: SPE-203046-MS
... water without the injectors and the best NPVsolution chosen.At this time the operator has not implemented the plan due to market conditions. Assimilating the data and creating a predictive model: The process of assimilating the data has been explained in the references provided. The model...
Proceedings Papers

Paper presented at the Abu Dhabi International Petroleum Exhibition & Conference, November 9–12, 2020
Paper Number: SPE-203448-MS
... compared to the existing empirical correlations. However, these approaches ignored the heuristic feature importance of the input parameters to the predicted H L values. In our study, a machine learning predictive model, boosted decision tree regression (BDTR), is trained, tested and evaluated...
Proceedings Papers

Paper presented at the Abu Dhabi International Petroleum Exhibition & Conference, November 11–14, 2019
Paper Number: SPE-197391-MS
... on a decision tree regression modeling scheme. An imputation technique has been applied to the incomplete datasets by using the mean value for each feature to fill in the missing values and then the complete dataset is fed into the predictive model for estimating P b . Moreover, the feature importance...
Proceedings Papers

Paper presented at the Abu Dhabi International Petroleum Exhibition & Conference, November 11–14, 2019
Paper Number: SPE-197695-MS
... optimization Upstream Oil & Gas constraint regression model inflow multivariate adaptive regression spline optimization operation production process outflow society of petroleum engineers recommendation leaf node sensor data flow rate kalagnanam predictive model Introduction...
Proceedings Papers

Paper presented at the Abu Dhabi International Petroleum Exhibition & Conference, November 12–15, 2018
Paper Number: SPE-193181-MS
... Abstract The objective of this paper is to build a hybrid predictive model for a gas compressor to overcome the operational challenges, optimize maintenance demand and reduce failures risks. This can be achieved by combining a multi layers multi models artificial intelligent techniques...
Proceedings Papers

Paper presented at the Abu Dhabi International Petroleum Exhibition & Conference, November 7–10, 2016
Paper Number: SPE-183312-MS
... data mining Upstream Oil & Gas upper cretaceous reservoir anomaly tsr process concentration predictive model onshore sector regional trend Kuwait local anomaly field operation activity Sulfur reservoir source rock society of petroleum engineers corrosion inhibition corrosion...

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