Dynamics on spatial networks and the effect of distance coarse graining

► Modeling spatial networks always faces problems of dissatisfying cost constraints. ► We propose a distance coarse graining procedure to solve this problem. ► Optimal edge length distributions exist for synchronization, traffic, navigation. ► The optimal distribution for percolation is lost due to cost constraints.