The document presents a study on the effectiveness of an axle dynamic vibration absorber in reducing vertical vibrations in rail vehicles. Numerical simulations indicate that this absorber significantly diminishes vibrations not only at the wheel but also in the bogie and vehicle body, particularly at resonance frequencies. The research concludes that increasing the mass ratio of the absorber can enhance its vibration reduction performance.