In their research paper, Ali Esfandyari Bayat et al conducted a comparative analysis to investigate the impact of different nanoparticles (SiO2, Al2O3, TiO2, and CuO) on CO2 foam half-life, incremental oil recovery, and residual oil saturation . The findings revealed that improved stability and incremental oil recovery were primarily associated with SiO2 foam.