Abstract: Taking the adsorption column of a petrochemical plant for the case study,based on characteristic data which is obtained from the mechanism steady-state model by means of orthonormal design method,the artificial neural networks model is investigated.The operation condition of this column is optimized by a new optimization method SAGACIA,The result is satisfactory,and the enterprise will gain more economical benefit.