Introduction The optimization of fracturing liquid chemical formulations is pivotal in modern oil and gas extraction, where hydraulic fracturing relies on advanced additives to maximize reservoir permeability and operational sustainability. Polyacrylamide (PAM), a synthetic polymer, has emerged as a cornerstone of high-performance fracturing fluids due to its customizable molecular...