The law and development trend of soccer determines the importance of the strength quality of soccer players, and the strength quality plays an important role in the development of other qualities, and the strength quality is the fundamental for soccer players to improve the level of sports technology and special performance. In this paper, firstly, the force of the soccer ball and the factors affecting the flight trajectory of the soccer ball are described, the force process of the soccer ball in flight is decomposed, and the optimization model is established and solved without considering other secondary factors, and then the simulation of the soccer ball’s goal speed is carried out, and the correlation and regression algorithms are used to explore the multivariate regression analysis affecting the curvature and speed of the soccer ball’s shot. The results of the study show that the closer to the goal, the higher the shooting rate; while close to the left and right edges of the goal and the two corners, the shooting rate is almost 0. The relative size of the probability of scoring a goal with or without the Magnus effect shows an alternating banded radial distribution. The four factors, ball initial height, ball off hand height, wrist joint speed and knee joint speed, had the greatest effect on the hit rate in different distance shots through the arc of the shot and the speed of the shot.
