Abstract: By means of artificial intelligence and neural network, an integrated intelligent modelling on underground engineering mechanics was presented. In this paper, emphases are placed on several aspects such as the basic model in integrated intelligent design,a new uncertain reference method and learning method of rock constitutive models, and the intelligent modelling on rock strata control. It is shown from practice that the novel model is important in rock engineering design and construction.