Predicting Fluid Production Rates in Tight Carbonates: How Ensemble Learning Links Static and Dynamic Data

References

1. Di MaggioFederica, BarbaciniGiulia, Cominesi NicolaRaimondi, ReolonDario, and PirroneMarco. “Automatic Flow-Calibrated Permeability Log Estimation Through Dual Random Forest Algorithm: How Predictive Analytics Enhances the Characterization of Heterogeneous Carbonate Reservoirs.” Paper presented at the SPWLA 62nd Annual Logging Symposium, Virtual Event, May 2021.
   [Google Scholar]
2. GalliGiuseppe, and PirroneMarco. “From Leak Path Detection to Quantitative Flow Profiling: The Exciting Journey of the Noise.” Petrophysics65 (2024): 919–927.
   [Google Scholar]
3. HastieTrevor, TibshiraniRobert, and FriedmanJerome. “The Elements of Statistical Learning: Data Mining, Inference, and Prediction.” Springer, 2009.
   [Google Scholar]
4. PirroneMarco, and BonaNicola. “A Novel Approach for a Fast and Accurate Petrophysical Characterization of Carbonate Reservoirs Based on NMR.” Paper presented at the SPE Reservoir Characterisation and Simulation Conference and Exhibition, Abu Dhabi, UAE, September 2015.
   [Google Scholar]
5. PirroneMarco, GalliGiuseppe, and MelloncelliSara. “Specific Productivity Index from Nuclear Magnetic Resonance and Production Logging: An Innovative Way to Address Production Optimization and Reservoir Modeling Issues.” Paper presented at the SPWLA 57th Annual Logging Symposium, Reykjavik, Iceland, June 2016.
   [Google Scholar]
6. PirroneMarco, GalliGiuseppe, and MarinoRoberta. “Multiphase Flow Rate Profiling with Uncertainty Through Distributed Temperature Sensing and Pulsed Neutron Oxygen Activation Modeling in Complex Wells.” Paper presented at the SPWLA 63rd Annual Logging Symposium, Stavanger, Norway, June 2022.
   [Google Scholar]
7. TrombinGianluca, PirroneMarco, MoriggiSara, GalliGiuseppe, CicioneSara, and GarofoliLuca. “Downhole Well Monitoring: Innovative Technologies in Challenging Environments.” Paper presented at the Offshore Mediterranean Conference and Exhibition, Ravenna, Italy, March 2019.
   [Google Scholar]