The invention discloses a driving-driven hybrid vibration isolator which comprises an air bag vibration isolator, wherein the air bag vibration isolator comprises an upper cover plate, a lower cover plate and an elastic bag body arranged between the upper cover plate and the lower cover plate. An electromagnetic actuator is arranged in the elastic bag body and comprises an armature, an iron core matched with the armature and a coil winding on the iron core, the armature is fixed on the upper cover plate, the iron core is fixed on the lower cover plate, an air gap is reserved between the armature and the iron core, a radiating sheet is arranged on the coil, and the bottom of the radiating sheet is connected with the lower cover plate. An air hole and a line hole respectively leading to the elastic bag body are arranged on the lower cover plate, an air sealing socket is arranged at the outlet position of the line hole, and a vibration sensor connected with a work state control end of the electromagnetic actuator is arranged on the lower cover plate. The driving-driven hybrid vibration isolator has the advantages of being high in reliability, small in energy consumption, low in cost, small in occupied space, good in adaptability and the like, can be adjusted adaptatively along with load changing of a vibration isolating device, and can achieve synchronous and effective control of broadband vibration and line spectrum vibration.