Abstract: A multivariable adaptive neural network PID control scheme is proposed for a turbofan engine.The parameters of the controller are adjusted by on line conjugate gradient method.The precise model of the engine is not necessary for the design of the control system.The designed controller has many advantages such as fast response,strong interference free ability and good robustness.The control algorithm is simple,easy to realize and adaptable to full flight envelope.