The oil and gas industry is facing increasing pressure to optimize production from aging reservoirs and complex fields. Conventional extraction methods often leave a significant portion of hydrocarbons unrecovered, prompting the widespread adoption of Chemical Enhanced Oil Recovery (EOR). By injecting polymers, surfactants, and alkali solutions into reservoirs, chemical EOR enhances oil...