Introduction Enhanced Oil Recovery (EOR) is a critical process in the petroleum industry aimed at increasing the amount of oil that can be extracted from an oil field. Traditional methods such as primary and secondary recovery techniques often leave a significant portion of oil in the reservoir. EOR techniques, including chemical, thermal, and gas injection...