The paper deals with introduction of additional channels of man-machine interaction (voice and gesture interaction) into manned space vehicle control systems. A concept is proposed for constructing an integrated intelligent control system with a multimodal human-machine interface using uniform models and mechanisms of presentation and use of knowledge about speech and control processes.