Abstract: The paper proposes a hybrid hierarchical architecture in multiple robot system based on improved learning classifier system. In the system cooperation-planning layer, artificial potential field grid method, learning classifier broadcast operation of coordination-planning layer and mobile control platform in multiple robot system of behavior-control layer, easy to realize the multiple robot signal communication and system's expansion, enhanced the entire multi-robot assembly system's practicality, real-time and reliability.