Abstract: In this paper,a novel muhivariable direct adaptive control algorithm without requirement of plant modeling is proposed and BIBO-stability criteria of the control system are derived from passivity theorem.By its good adaptability to control a system whose model is unknown,the presented scheme could be used in the adaptive control of complex nonlinear systems with structural or environmental uncertainty.