Wind speed near the ground is affected by obstacles and surface roughness, leading to changes in wind energy potential. Different terrains cause varying wind speeds. The study looked at how wind gradients impact wind energy profiles when launching from the ground. By adjusting vertical velocities based on surface type, researchers found that wind gradients significantly affect wind speed patterns, influencing energy generation. Launching from the ground also affects the energy profile by increasing wind speed at higher altitudes.