Wind environment is closely related to people's lives and has a great influence on the comfort and safety of the environment. This research examines the influence of trees on wind environment in pedestrian-level. By integrating the theories of CFD simulation method and trees benefits, six canopy morphologies (Spheroid, Cone, Inverted Cone, Cylinder, Ellipsoid, Cuboid) models are proposed and validated. The PHOENICS is used for numerical simulation (144 scenarios), and the data are analyzed using Photoshop and linear regression model. It is found that the influence of trees on wind is linearly correlated with the varying crown width, trunk height and plant spacing. The influence of tree on wind velocity can be expressed by IFwind (the wind reducing ability) and AZ (the area of downwind deceleration zones). The framework and the numerical simulation in this paper are intended to support and guide future studies of wind comfort and wind safety of trees in pedestrian-level, and to contribute to improved wind environmental quality in urban areas through reasonable tree planting.