The authors consider a general class of multidimensional optimization procedures that are based on a global search algorithm. Many existing methods fall into this class and may be improved by applying a general convergence theory that is developed in the paper. The paper is purely theoretical, containing no discussions of the calculational aspect or numerical examples.