By using Neural Networks, a 8$ imes$8 Banyan network controller is designed and implemented. In order to solve internal blocking and output blocking, Winner-Take-All method is used. The longer queue takes higher priority. First-in-first-out method is used among the non-blocking cells in the queue selected.The required time to select a cell is 2.7 $mu$sec for 155Mbps. The implemented controller using Xilinx FPGA chip selects cells within 2.5$mu$sec