Based on the principle of cellular automata and ant algorithm,a cellular ant algorithm is proposed for solving nonlinear optimization problems.Through the evolutionary mechanism of cellular and the redistribution of pheromones,the searching of solution space is effectively improved and the case of getting into local optimams is avoided.The algorithm is coded in Delphi,and a series of nonlinear-optimization problems are solved with satisfactory results.