In view of the poor stable precision in the servo system of binding machine, the hybrid Control of a permanent magnet linear synchronous motor (PMLSM) servo-drive system using an adaptive recurrent neural network is proposed. Simulation result shows that this control system overcomes the above-mentioned drawback.