The remainder of this paper is briefly organized as follows. After an introduction of LS-SVM for nonlinear process modeling, detailed descriptions of the modeling and prediction strategy for the flooding velocity are provided in Section II . In Section III, the LS-SVM model is evaluated by predicting the flooding velocity for three packing shapes, compared with traditional models and the NN models. Finally,some conclusions are drawn in Section IV.