As a new procedure of a global optimization for nonlinear systems, a hybrid algorithm between a global optimization technique called a Hide-and-Seek method, a kind of continuous simulated annealing method, and a conventional local optimization technique is proposed. To show performance of this method, comparison between this and other methods are made through several bench mark and engineering optimization problems.