The global energy landscape is constantly shifting, demanding innovative solutions to maximize oil production. Enhanced Oil Recovery (EOR) techniques are read more playing a crucial role in this endeavor by increasing the extraction rate of hydrocarbons from existing reservoirs. To deploy these advanced technologies effectively, a deep understandin