Various particle methods are widely used to model dynamics of complex media. In this workmolecular dynamics and dissipative particles dynamics are applied to model blood flowscomposed of plasma and erythrocytes. The properties of the homogeneous particle fluid arestudied. Capillary flows with erythrocytes are investigated.