Recent studies on various artificial neural networks and their applications in our research group were summarized in the present paper. The networks discussed include bi-directional associative memory (BAM), forward selection radial basis function neural network (FS-RBFNN), and temperature-constrained cascade correlation network (TCCCN). Some applications using these networks were given and relevant problems were discussed.