Trajectory optimization for autonomous modular vehicle or platooned autonomous vehicle split operations

•Formulate a two-stage optimization model to optimize platoon split trajectories.•Extend the time geography theory to analytically solve the first-stage problem.•Propose a heuristic approach to solve the second-stage problem instantaneously.•Verify the superiority of the heuristic by comparing it with benchmarks.