Aiming at the numerical solution of quadratic matrix equations in an overdamped system, and based on an analysis of the structural properties of the coefficient matrix of the equation, an iterative algorithm for a quick solution of the equation has thus been proposed, with its specific iterative format and convergence subsequently given. The numerical experiments show that the proposed algorithm is of practical significance for the effective solution of this kind of equation.