# Investigation and Optimization of EOR Screening by Implementing Machine Learning Algorithms
## Nomenclature
Available online: [[https://www.researchgate.net/profile/[PERSON]/publication/32358372_STRANDED_OII_IN_THE_RESIDUAL_OIL_ZONE_Prepared_for_Advanced_Resources_International_and_US_Department_of_Energy_Office_of_Fossil_Energy-Office_of_Oil_and_Natural_Gas/links/5a9](https://www.researchgate.net/profile/[PERSON]/publication/32358372_STRANDED_OII_IN_THE_RESIDUAL_OIL_ZONE_Prepared_for_Advanced_Resources_International_and_US_Department_of_Energy_Office_of_Fossil_Energy-Office_of_Oil_and_Natural_Gas/links/5a9) ecb0845851543e6341f4b/STRANDED-OIL-IN-THE-RESIDUAL-OIL-ZONE-Prepared-for-Advanced-Resources-International-and-US-Department-of-Energy-Office-of-Fossil-Energy-Office-of-Oil-and-Natural-Gas.pdf]([https://www.researchgate.net/profile/[PERSON]/publication/32358372_STRANDED_OII_IN_THE_RESIDUAL_OIL_ZONE_Prepared_for_Advanced_Resources_International_and_US_Department_of_Energy_Office_of_Fossil_Energy-Office_of_Oil_and_Natural_Gas/links/5a9](https://www.researchgate.net/profile/[PERSON]/publication/32358372_STRANDED_OII_IN_THE_RESIDUAL_OIL_ZONE_Prepared_for_Advanced_Resources_International_and_US_Department_of_Energy_Office_of_Fossil_Energy-Office_of_Oil_and_Natural_Gas/links/5a9) ecb0845851543e6341f4b/STRANDED-OIL-IN-THE-RESIDUAL-OIL-ZONE-Prepared-for-Advanced-Resources-International-and-US-Department-of-Energy-Office-of-Fossil-Energy-Office-of-Oil-and-Natural-Gas.pdf) (accessed on November 2023). * Meyers and Daggett (1977) [PERSON]; [PERSON] Pecos River water treatment for water injection. In Proceedings of the SPE Annual Technical Conference and Exhibition, Denver, CO, USA, 9-12 October 1977; SPE: Richardson, TX, USA, 1977; p. SPE-6883-MS.
* [PERSON] (1990) [PERSON] CO\({}_{2}\) and HC injection lead EOR production increase. _Oil Gas J._**1990**, _88_, 49-82. * [PERSON] (1992) [PERSON] EOR increases 24% worldwide; claims 10% of US production. _Oil Gas J._**1992**, _90_. * Moritis (1994) Moritis, G. EOR dips in US but remains a significant factor. _Oil Gas J._**1994**, _92_. * [PERSON] (1996) Moritis, G. New technology, improved economics boost EOR hopes. _Oil Gas J._**1996**, _94_. * Moritis (1996) Moritis, G. More CO\({}_{2}\) floods start up in West Texas. _Oil Gas J._**1996**, _94_. * Morris (1998) Morris, G. EOR oil production up slightly. _Oil Gas J._**1998**, _96_, 49-56. * Moritis (2000) Moritis, G. EOR weathers low oil prices. _Oil Gas J._**2000**, _98_, _39_. * Moritis (2004) Moritis, G. EOR continues to unlock oil resources. _Oil Gas J._**2004**, _102_, 45. * Moritis (2006) Moritis, G. CO\({}_{2}\) injection gains momentum. _Oil Gas J._**2006**, _104_, _37_. * Moritis (2008) Moritis, G. More US EOR projects start but EOR production continues decline. _Oil Gas J._**2008**, _106_, 41-59. * Moritis (2010) Moritis, G. CO\({}_{2}\) miscible, steam dominate enhanced oil recovery processes. _Oil Gas J._**2010**, _108_, 36-40. * Noran (1976) [PERSON] Enhanced oil recovery action is worldwide. Production report. _Oil Gas J._**1976**, \(5\), 107-131. * Olea (2015) Olea, R.A. CO\({}_{2}\) retention values in enhanced oil recovery. _J. Pet. Sci. Eng._**2015**, _129_, 23-28. [CrossRef]
* [PERSON] et al. (1984) [PERSON]; [PERSON]; [PERSON] Implementation of a gravity-stable miscible CO\({}_{2}\) flood in the 8000 foot sand, Bay St. Elaine Field. _J. Pet. Technol._**1984**, _36_, 101-110. [CrossRef]
* [PERSON] et al. (2012) [PERSON]; [PERSON]; [PERSON]; [PERSON] Beaver Creek Madison CO\({}_{2}\) Enhanced Oil Recovery Project Case History; Riverton, Wyoming. In Proceedings of the SPE Improved Oil Recovery Conference, Tulsa, OK, USA, 14-18 April 2012; p. SPE-152862-MS.
* [PERSON] (1988) [PERSON] Evaluation and Implementation of CO\({}_{2}\) Injection at the Dollarhide Devonian Unit. In Proceedings of the SPE Permian Basin Oil and Gas Recovery Conference, Midland, TX, USA, 10-11 March 1988; p. SPE-17277-MS.  
* [PERSON] and Cogdell (1952) [PERSON] Cogdell Lease, Kent County, Texas. In _Abilene Geological Society_; AAPG: Tulsa, OK, USA, 1952. * [PERSON] (1995) [PERSON]; [PERSON] An overview of the North Ward Estes CO\({}_{2}\) flood.