# Investigation and Optimization of EOR Screening by Implementing Machine Learning Algorithms
## Nomenclature
In Proceedings of the SPE Latin American and Caribbean Pertoleum Engineering Conference, Bogota, Colombia, 17-19 March 2020. * [19] [PERSON]; [PERSON]; [PERSON] A two-stage screening framework for enhanced oil recovery methods, using artificial neural networks. _Neural Comput. Appl._**2023**, _35_, 17077-17094. [CrossRef]
* [20] [PERSON]; [PERSON] [PERSON]; [PERSON]; [PERSON]; [PERSON] [PERSON] Adaptive machine learning-based surrogate modeling to accelerate PDE-constrained optimization in enhanced oil recovery. _Adv. Comput. Math._**2022**, _48_, 73. [CrossRef]
* [21] [PERSON]; [PERSON]; [PERSON]; [PERSON] Development of an evolutionary artificial neural network-based tool for selecting suitable enhanced oil recovery methods. _J. Braz. Soc. Mech. Sci. Eng._**2022**, _44_, 121. [CrossRef]* [PERSON] et al. (2023) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Application of Machine Learning Optimization Workflow to Improve Oil Recovery. In Proceedings of the SPE Oklahoma City Oil and Gas Symposium, Oklahoma City, OK, USA, 17-19 April 2023. * [PERSON] et al. (2023) [PERSON]; [PERSON]; [PERSON] [PERSON]; [PERSON] [PERSON]; [PERSON]; [PERSON] [PERSON] Physics-Based and Data-Driven Polymer Rheology Model. _SPE J._**2023**, _28_, 1857-1879. [CrossRef]
* [PERSON] et al. (2021) [PERSON]; [PERSON]; [PERSON] Prediction of CO\({}_{2}\) Minimum Miscibility Pressure Using an Augmented Machine-Learning-Based Model. _SPE J._**2021**, _26_, 1666-1678. [CrossRef]
* [PERSON] et al. (2022) [PERSON]; [PERSON]; [PERSON] [PERSON] Toward evaluation and screening of the enhanced oil recovery scenarios for low permeability reservoirs using statistical and machine learning techniques. _Fuel_**2022**, _325_, 124795. [CrossRef]
* [PERSON] and [PERSON] (2023) [PERSON]; [PERSON] Application of Machine Learning to Predict Shale Wettability. In Proceedings of the Offshore Technology Conference, Rio de Janeiro, Brazil, 24-26 October 2023. * [PERSON] et al. (2022) [PERSON]; [PERSON]; [PERSON] [PERSON] Development of a Machine Learning Technique in Conjunction with Reservoir Complexity Index to Predict Recovery Factor Using Data from 18,000 Reservoirs. In Proceedings of the ADIPEC 2022, Abu Dhabi, United Arab Emirates, 31 October-3 November 2022. * [PERSON] et al. (2023) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Insights to surfactant huff-puff design in carbonate reservoirs based on machine learning modeling. _Chem. Eng. J._**2023**, _451_, 16. [CrossRef]
* [PERSON] et al. (2021) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] [PERSON] Support Vector Regression Based on the Particle Swarm Optimization Algorithm for Tight Oil Recovery Prediction. _ACS Omega_**2021**, \(6\), 32142-32150. [CrossRef]
* Aalund (1988) Aalund, L.R. Annual production report: EOR projects decline but CO\({}_{2}\) pushes up production. _Oil Gas J._**1988**, _86_, 33-74. * [PERSON] and Marique (2010) [PERSON]; [PERSON]. Enhanced oil recovery: An update review. _Energies_**2010**, \(3\), 1529-1575. [CrossRef]
* [PERSON] et al. (2016) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Farnsworth field CO\({}_{2}\)-EOR project: Performance case history. In Proceedings of the SPE Improved Oil Recovery Conference, Tulsa, OK, USA, 11-13 April 2016; p. SPE-179528-MS.
* [PERSON] et al. (2014) [PERSON]; [PERSON]; [PERSON] North cross devonian unit-a mature continuous CO\({}_{2}\) flood beyond 200% HCPV injection. In Proceedings of the SPE Annual Technical Conference and Exhibition, Amsterdam, The Netherlands, 27-29 October 2014; p. SPE-170653-MS.
* [PERSON] (1993) [PERSON]; [PERSON]; [PERSON], [PERSON] Reservoir performance of a gravity-stable, vertical CO\({}_{2}\) miscible flood: Wolfcamp Reef Reservoir, Wellman Unit. _SPE Resr. Eng._**1993**, \(8\), 261-269. [CrossRef]
* [PERSON] et al. (1977) [PERSON]; [PERSON]; [PERSON] Reservoir Data Pays Off: West Seminole San Andres Unit, Gaines County, Texas. In Proceedings of the SPE Annual Fall Technical Conference and Exhibition, Denver, CO, USA, 9-12 October 1977. * [PERSON] (1938) Bass, N.W.