Efficient water management is essential for the oil and gas industry to address challenges such as excessive water production, operational cost increases, and environmental concerns. In oil reservoirs, “produced water” arises from natural reservoirs, injection methods, or underground aquifers, complicating extraction processes and increasing expenses. Properly managing produced water enhances resource extraction efficiency and sustainability, extending reservoir life and optimizing oil recovery.