The wind characteristics at a bridge midspan in a U-shaped valley are influenced by initial conditions like surface roughness and wind direction. Researchers used computational fluid dynamics and analytic hierarchy process to study this. They found that the oncoming wind direction has the most significant impact on wind parameters, followed by wind speed profile. Wind attack angle is highly sensitive to wind direction. Overall, initial conditions play a crucial role in determining wind characteristics in U-shaped valleys.