Consulting Powell's direct method, this paper presents a new method of ascertaining conjugate vectors. It Can ensure the linear independence of the conjugate vectors. The number of times of linear search needed is only half of that by Powell's method to ascertain the same number of conjugate vectors. The method possesses the Quadratic convergence. In general it has a faster operational speed than that of Powell's method in the operation of optimization.