This research investigates the accuracy of Dowell model (DM) and builds a highly accurate, applicable, and practically useful semi-analytical method, DM with artificial neural network (ANN), for leakage inductance modeling of foil winding transformer. As the result, the utility could be proved with accurate modeling results of the transformer samples. Some advantages are discussed as well to show more possibility to develop this method.