Abstract: The bi-level parallel computation model is proposed in this paper,which is oriental to the grid computation and based on the message passing.Bi-level parallel model is applied into evolutionary algorithm which adopts the mind-evolution-based machine learning and special partition strategy. Besides several communication models are integrated in order to balance the load and allocate grid resource dynamically. And the performance is testified on the Shanghai university E-institution grid computation platform.