To overcome the incoordination between production plan and its schedule in the classic from-top-to-down approach, a mixed integer programming model of integrated production planning and scheduling is presented for synchronous automobile assembly line. A Lagrangian relaxation method is developed for the proposed model which is decomposed into planning and scheduling sub-problems, etc. The scheduling sub-problem is modeled as a time-dependent traveling salesman problem(TDTSP) which is solved by using a dynasearch algorithm. The average direction strategy is employed to solve the Lagrangian dual problem, and simulation results show the effectiveness of the proposed model and algorithm.