The paper explores the mitigation of harmonics in three-phase thyristor rectifiers, specifically focusing on a 12-pulse voltage source PWM rectifier configuration that can reduce lower-order harmonics in high-power applications. It proposes a method of supplying a ramp wave voltage to further diminish harmonics, while discussing the challenges presented by unbalanced lines in practical settings. The findings suggest that a 12-pulse configuration offers significant advantages in terms of regulated output voltage and reduced harmonic levels compared to 3-pulse rectifiers, validated through MATLAB/Simulink simulations.