In this work, we propose a new computational model to carry out gas-granular flow dynamics within the framework of the direct simulation Monte-Carlo method. The effect of granular particles in hypersonic flow of argon over a 2D cylinder is investigated. In this computational model, the gas-gas collisions are modeled through regular procedures of the direct simulation Monte-Carlo method. The granular particle is considered as a hard solid sphere undergoing inelastic collisions with gas and granular particles. The granular-granular particle collisions are modeled deterministically while considered dissipative with a finite coefficient of restitution. On the other hand, gas-granular interaction is modeled by the consideration of volumetric forces (drag) exerted by gas on the granular particles. In addition to the drag, the skin friction heating associated with gas-granular interaction is also modeled in the present work. The total loss of collision energy in a cell during dissipative granulargranular and gas-granular interactions is then accommodated as heat locally to the surrounding gas. With the new computational approach in hand, we have tested gas-granular flow dynamics in high speed flow regime. We have brought out the important effects of granular particles on pure gas flow structures, such as shocks, wakes, and flow/surface properties in high speed flows.